STC Annual Report 2007

32
STC Annual report

description

2007 års årsrapport för Mittuniversitetets forskningsprojekt Sensible Things that Communicate.

Transcript of STC Annual Report 2007

Page 1: STC Annual Report 2007

STC

Ann

ual r

epor

t

Page 2: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

STC@MIUN - annual report 2007 1. Introduction

The evolution of the 3G mobile telephone systems, from the first point-to-point commu-nication used in the telephone prototype patented by Graham Bell in 1875, has been driven by man’s underlying dream of increasing the range of senses. The telephone extends the range of our voice and hearing. Wireless solutions provide additional flexibilities, which makes it pos-sible to extend our senses in our daily activities. The same technology can be utilized in all kinds of service applications. We define the technology that allows this as technology for Sensible Things that Communicate (STC). Electronic systems for Sensible Things that Com-municate include technology for data communication, data processing, and sensing. The re-search field covers a large area, which can be described by the access network presented in the Fig. 1.1. 2. The STC reference system

Access network node

Communication access point

Surveillance node

Telemedicine node

Visualization node Multimedia terminal

Dispensable communication terminal

Arbitrary STC

Fig. 1.1. Distributed electronic system used as the reference system for the research in the profile. The reference system in Fig. 1.1 contains areas of global interest and lies within the fields

of research interest for both the academic and industrial partners.

Within STC@MIUN we are developing four different technology platforms with tech-nologies that can be combined together to form an STC system. The technology platforms are

1. Computational platform (STC System and application)

- Optimization of computational routines in measurement systems utilizing FPGA hardware platforms

2. Network platform (STC Network Solutions)

- Optimization and design of network algorithms for efficient data aggrega-tion and system security

Mid Sweden University Page 1 Department of Information Technology

Page 3: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

3. Wireless hardware platform (STC Wireless Solution)

- Low power wireless sensor node design and energy harvesting 4. Sensor hardware platform (STC Sensor Solution)

- Development of innovative sensor structures for industrial surveillance Within STC@MIUN, we have designed a wireless demonstrator platform called SENTIO

in which each technology platform can evaluate its research results in a full STC system solu-tion. A sensor node from the SENTIO demonstrator is presented in Fig. 1.2.

Fig. 1.2. SENTIO sensor nodes Left: first version, Right: second version

3. Research objectives The objective of STC@MIUN is to develop knowledge and technology to support-

distributed sensing in industrial applications. Distributed sensing technology will enable ad-vanced digital services such as, for example, remote presence or high precision visibility in industrial supply chains, as illustrated in Fig 1.3 below. The distributed sensing demands sta-ble intelligent sensor network solutions operating at low power levels, utilizing energy har-vesting or other smart power solutions. The focus of STC@MIUN is on particular sensor network technologies of relevance for our industrial partners and utilizing advantages associ-ated with both the research environment and competence at Mid Sweden University. The tar-geted research field is large and STC@MIUN will not be able to cover all aspects of the field.

Fig. 1.3. Illustration of the evolution of telecommunication towards true remote presence services. Our main focus is on key technology areas such as:

Mid Sweden University Page 2 Department of Information Technology

Page 4: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

- real time video processing - power efficient routing and networking - low power collaborative sensing - energy harvesting - low cost radiation sensor solutions

Initially, our resources were concentrated on the development of key technologies of rele-

vance for different industrial partners. The next step in the project is to target the development of more system oriented demonstrators where the developed technologies will be utilized to show new functionalities and service solutions. Our ambition is to demonstrate both new technological solutions and new service concepts of general industrial interest. The evolution of the research objectives within STC@MIUN are presented in Fig. 1.4.

Development of technology plattforms

Development of con-cept demonstrators Further development of technology plattforms Demonstration of servi-ce concepts

Start End

Fig. 1.4. Time evolution of objectives for the STC@MIUN research program

4. Summary or research results During 2007 there has been significant development in STC@MIUN’s technology platforms. In the following section we will summarize the progress made so far. 4.1. STC Systems and applications The mission statement for the STC Systems and Applications was initially defined as being to discover when, where and how system integration on FPGA is a good implementation al-ternative for industrial and automotive embedded systems. Points of investigation were with regards to developing applications for the technology, investigating cost issues and optimizing low power consumption in FPGA based systems. This year has seen the start of a number of activities on embedded machine vision applications and these are perceived as being able to contribute application knowledge into the technology development during the project. The results for 2007 can be summarized as follows: Automatic design methods for optimized implementation of real-time video processing systems: We have extended our work into developing a behavioural memory synthesis design flow for FPGA implementation of real-time video processing, with methods to optimize the synthesis towards the selected FPGA architecture. The results so far have proved to be very promising and we will continue to investigate further use of this technology.

Mid Sweden University Page 3 Department of Information Technology

Page 5: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

Investigation of specific challenges in real-time video processing systems: The results of the optimization work of a multi channel analogue video display computer were demon-strated. These results show that a multi channel video display (more than 4 sources) can be implemented using a small and inexpensive FPGA circuit thus, enabling compact and low-cost implementations. We are now investigating how to extend this work to digital IP-based video streams. In addition, a macro scale positioning system has been analyzed and implemented in order to demonstrate the developed CAD methods and also to identify new research challenges. The results from this work also indicate that the whole system can be implemented on a small FPGA and thus enable usage for the consumer market. Analysis and development embedded machine vision applications: During the year, two externally funded projects in embedded machine vision were started. These investigate real-time measurements of surface topology on paper and optical positioning. Additionally, in cooperation with Sensor Solutions, a joint project to detect and characterize magnetic particles in hydraulic fluid has been initiated. 4.2. STC Network solutions The overall goals for the network solution part of the profile are to discover efficient (lower power) and secure sensor data collection for applications such as environment monitoring, surveillance and network traffic monitoring. Our results for 2007 can be summarized as:

Performance analysis of information collection of wireless sensor network routing: We have achieved a formal routing analysis using our proposed analytical model and the new information based network lifetime definition. Experiments have shown that our model can generate tight upper bounds for different situations, and can be used to evaluate existing algo-rithms. Detecting Anomaly Node Behaviour in Wireless Sensor Networks: We present a method which builds accurate node profiles based on traffic modelling of each interested node. For the first time, the traffic patterns are learned in a way which is based on the arrival order of different packet events in wireless sensor networks. 4.3. STC Wireless solutions The objective for the work in Wireless solutions is to develop distributed measurement sys-tems based on wireless sensor technology. The focus has been on wireless sensor networks in industrial applications. The work has consisted of solving the implementation problems for an entirely contact-less positioning system for mobile heavy-duty cranes. Distributed angular sensor: We have presented a joint angular sensor consisting of four dis-crete wireless two-axis MEMS accelerometers spatially distributed on adjacent arm links. We have proved that the method is theoretically error-free and from the experimental results ob-tained we are able to demonstrate an accuracy level which is higher by a factor of 10. More-over the distributed sensor enables a gradual degradation of the accuracy in the event of the failure of one of the sensor devices, which is an important property for robustness operation. Analysis of the communication requirements for closed-loop control system: By analys-ing the proposed standard for wireless sensor networks (IEEE802.15.4) for applications hav-ing hard real-time requirements, we have concluded that only a very few applications are ful-

Mid Sweden University Page 4 Department of Information Technology

Page 6: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

filled by it. Our proposal is a MAC protocol which fulfils the requirements associated with low energy consumption for the communication rather better. 4.4. STC Sensor solutions Low-cost sensor solutions in NIR radiation area and an integrated compact optical spectro-scopical solution have been developed and investigated during 2007. Development of low-cost thermal detector for detection of CO2 NDIR method: A metal film resistance bolometer and a thermopile have been fabricated. Both types of detector con-sist of a 4 um thin SU-8 membrane, into which the temperature sensitive elements were en-capsulated. The thermopile displays a sensitivity of approximately 5.6V/W and the bolometer solution a sensitivity of 9.3V/W (bias 2.5V@10 Hz). The measurements were performed us-ing a diode laser with a power of 4.5 mW and a wavelength of 1.56 um.

Integrated compact FT spectrometer based on a position sensitive detector and Fabry-Perot interferometer wedge: The spectrometer is based on a multi channel Fabry-Perot in-terferometer manufactured as a glass wedge. A Lateral Position Sensitive Detector (PSD) is used as the detector. The advantage using a PSD is the necessity for a simple readout circuit with only two analogue-inputs, compared to an array solution in which several hundred ana-logue-inputs are required. However the present solution requires a movable slit and the inten-sity must not change during measurements (during moving the slit). Nevertheless the move-ment of slit does not require any synchronisation with readout electronics, since the informa-tion of position is to be found in the two signals from the PSD. 4.5. The SENTIO demonstrator system The SENTIO platform for the rapid development of wireless sensor networks with short-range communication has been developed and the first version has been available for all part-ners in STC since 2005. SENTIO has been used extensively in various applications involving very different characteristics. During 2007, for example, it has been used to set up a fully working positioning system on HIAB’s cranes, in a pre-study of testing rims on armoured vehicles at BAE Systems, on horses for the detection of lameness, and for sensor-activated surveillance cameras. Course material and lab equipment for our students on our courses in wireless sensor net-works have been developed and in addition, it has also been used in thesis projects, in which, for example, a wireless ECG and a wireless gamma detector have been developed. 4.6. Publications 2007

• J. Sidén, M. Fein, A. Koptioug, H-E. Nilsson, “Printed Antennas with Variable Con-ductive Ink Layer Thickness”, IET Microwaves, Antennas & Propagation Magazine, Vol. 1, Iss. 2 April 2007

• H-E. Nilsson, J. Siden, A. Koptioug, S. Hussain, T. Olsson and P. Jonsson, “Evalua-tion of a printed patch antenna for robust microwave RFID tags”, IET Microwaves, Antennas & Propagation, Vol. 1, Iss. 3, June 2007.

• J. Sidén, M. Fein, A. Koptioug, H-E. Nilsson, “Logos as RFID Tag Antennas”, sub-mitted to International journal on wireless and optical communications, Special Issue on "Antennas for Emerging Radio Frequency Identification (RFID) Applications", 2007

• T. Olsson, J. Sidén, H-E Nilsson, “Comparative robustness study of planar antennas”, IET Microwaves, Antennas & Propagation Vol. 1, Iss. 3, June 2007 pp:674 - 680

Mid Sweden University Page 5 Department of Information Technology

Page 7: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

• H.-E. Nilsson, C. Mattsson, J. Sidén, U. Geyer, “Printing of UHF modulators on em-bedded silicon in semi-passive RFID tags”, submitted to Smart Systems Integration 2008

• J. Sidén, X. Zeng, T. Unander, H.-E. Nilsson, “Remote Moisture Sensing utilizing Or-dinary RFID Tags”, Proc of IEEE Sensors 2007 Int. Conf. on., 2007

• D. Timpe, L. Olsson, J. Sidén, “Cost analysis of introducing a log identification sys-tem using RFID in the wood supply chain: A case study at a Swedish forest com-pany”, submitted to The Journal of Forest Economics, 2007

• T. Olsson, J. Sidén, M. Hjelm, H.-E. Nilsson, “Robustness of Printed Patch Antenna”, Accepted for publication in IEEE Transactions on Antennas and Propagation, 2007

• X. Zeng, J. Sidén, G. Wang and H-E. Nilsson, “Slots in Metallic Label as RFID Tag Antenna”, Proceedings of IEEE AP-S 2007

• J. Sidén and H.-E. Nilsson, “Line Width Limitations of Flexographic- Screen- and Inkjet printed RFID Antennas”, Proceedings of IEEE AP-S 2007

• X. Zeng, J. Sidén, G. Wang and H.-E. Nilsson, “Silver Ink Patch Antenna for RFID”, Int. Symp. on Ant. and Prop, ISAP’07

• J. Sidén, M. Fein, A. Koptioug, H-E. Nilsson, “Printed Antennas with Variable Con-ductive Ink Layer Thickness”, IET Microwaves, Antennas & Propagation Magazine, Vol. 1, Iss. 2 April 2007

• C. Fröjdh, S. Pettersson, G. Thungström, ” Characterization of 3D thermal neutron semiconductor detectors”, IWORID 8 2007-10-02

• H. Andersson , H.-E. Nilsson, G. Thungström, ” Evaluation of FT Spectrometer utiliz-ing a Lateral Effect Position Sensitive Detector with a scanning slit and Multi Channel Fabry-Perot Interferometer”, 2007

• H. Andersson, H.-E. Nilsson, G. Thungström, ” Principle of FT Spectrometer based on a Lateral Effect Position Sensitive Detector and Multi Channel Fabry-Perot Interfer-ometer”, Measurement 2007, Elsevier

• Claes Mattsson, Göran Thungström, Kent Bertilsson, Hans-Erik Nilsson and Hans Martin, "Fabrication and evaluation of a thermoelectric infrared sensor formed on a thin photosensitive epoxy membrane with low thermal conductivity", Paper accepted for publication in Journal of Physics: Conference Series.

• Claes Mattsson, Göran Thungström, Kent Bertilsson, Hans-Erik Nilsson and Hans Martin, "Development of an infrared thermopile detector with a thin self-supporting SU-8 membrane", Paper accepted for publication in IEEE Sensors Conference Pro-ceeding 2007.

• H. Norell, N. Lawal, M. O'Nils, Automatic Generation of Spatial and Temporal Mem-ory Architectures for Embedded Video Processing Systems, EURASIP Journal on Embedded Systems, Volume 2007, 2007.

• N. Lawal, M. O'Nils, B. Thörnberg, "C++ based System Synthesis of Real-Time Video Processing Systems targeting FPGA Implementation", Proceeding of the Re-configurable Architectures Workshop, 2007.

• N. Lawal, M. O'Nils, B. Thörnberg, "Power-aware Automatic Constraint Generation for FPGA Based Real-Time Video Processing Systems”, Proceedings of the IEEE Norchip Conference, 2007

• P. Österberg, T. Zhang, “Bid-based cost sharing among multicast receivers”, in Pro-ceedings of 4th ACM International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness (QShine), Vancouver, Canada, August 2007

• J. Alfredsson and S. Aunet, "D-latch for Subthreshold Floating-Gate Circuits Exploiting Threshold Elements", IEEE Norchip Conference 2007

Mid Sweden University Page 6 Department of Information Technology

Page 8: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

• S. Aunet, B. Oelmann, P.A. Norseng, Y. Berg, "Real-time Reconfigurable Subthresh-old CMOS Perceptron," IEEE Trans. on Neural Networks.

• P. Österberg and T. Zhang, "Fair Cost Sharing Among Multicast Receivers", In Pro-ceedings of 2nd IEEE International Conference on Digital Telecommunications, ICDT, Silicon Valley, CA, USA, July 2007. (Best Paper Award)

• P. Österberg, T. Zhang and M. Gidlund, "Bandwidth Allocation in Broadband Access Networks", In Proceedings of 12th European Conference on Networks & Optical Communications, NOC, Kista, Sweden, June 2007.

• Qinghua Wang, Tingting Zhang , "Detecting Anomaly Node Behavior in Wireless Sensor Networks", Proc. the 3rd IEEE International Symposium on Security in Net-works and Distributed Systems (SSNDS-07), Niagara Falls, Canada, May 21-23, 2007.

• Qinghua Wang, Tingting Zhang and Stefan Pettersson, "Bounding the Information Collection Performance of Wireless Sensor Network Routing", Proc. The 5th Annual communication networks and services research conference (CNSR2007), Fredericton, New Brunswick, Canada May 14 - 17, 2007. (Best Paper Award).

• U. Jennehag, T. Zhang, and S. Pettersson, "Improving Transmission Efficiency in H.264 Based IPTV Systems", the IEEE Trans. on Broadcasting, March 2007.

• Henrik A. Andersson, Göran Thungström, Hans-Erik Nilsson, "Electroless deposition and silicidation of Ni contacts into p-type Porous Silicon", Journal of Porous Materi-als, 2007

• J. Uher, C. Fröjdh, J. Jakůbek, C. Kenney, Z. Kohout, V. Linhart, S. Parker, S. Peters-son, S. Pospíšil and G. Thungström "Characterization of 3D thermal neutron semicon-ductor detectors", Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, In Press, Corrected Proof, 2007,

• Göran Thungström, C.G. Mattsson and Camilla Rönnqvist "Fabrication and charac-terization of silicon detectors for use in radiotherapy dosimetry, pre-irradiated by high-energy electrons", Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, In Press, Corrected Proof, 2007,

• Cao Cao and Bengt Oelmann, "The Analysis of Power-Related Characteristics of FSM Benchmarks", the 50th IEEE Int'l Midwest Symposium on Circuits & Systems/5th IEEE Int'l Northeast Workshop on Circuits & Systems, Montreol, Canada, 2007.

• Mattias O'Nils, Benny Thörnberg, Najeem Lawal, "C++ based System Synthesis of Real-Time Video Processing Systems targeting FPGA Implementation", Proceedings of the FPGA World Conference, 2007.

• B. Thörnberg, M. Palkovic, Q. Hu, L. Olsson, P. Gunnar Kjeldsberg, M. O’Nils, F. Catthoor, "Bit-Width Constrained Memory Hierarchy Optimization for Real-Time Video Systems", IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems, 2007.

• Jan Lundgren, Mattias O’Nils, Bengt Oelmann, Börje Norlin, Suliman Abdalla, "An Area Efficient Readout Architecture for Photon Counting Color Imaging", Nuclear In-struments and Methods in Physics Research Section A, 2007.

• Jan Lundgren, Mattias O’Nils, Bengt Oelmann, Suliman Abdalla, " Power Distribution and Substrate Noise Coupling Investigations on the Behavioral Level for Photon Counting Imaging Readout Circuits ", Nuclear Instruments and Methods in Physics Research Section A, 2007.

Mid Sweden University Page 7 Department of Information Technology

Page 9: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

• Bengt Oelmann and Cao Cao, ”A Mixed Synchronous/Asynchronous Design Ap-proach for Fine-Grained Dynamic,” Book Chapter (Chapt. 13), Brain Inspired Nano Architectures 2007, World Science.

• Fredrik Linnarsson, Peng Cheng, and Bengt Oelmann, ” IEEE Second International Symposium on Industrial Embedded Systems - SIES'2007 2007

• Suliman Abdalla, Bengt Oelmann, Mattias O'Nils, Jan Lundgren, ” Architecture and Circuit Design for Color X-Ray Pixal Array Detector Read-Out Electornics,” IEEE Norchip Conference 2007, pp. 271 – 276.

• Peng Cheng, Fredrik Linnarsson, and Bengt Oelmann, ” Distributed Joint Angular Sensor Based on Biaxial MEMS Accelerometers,” IEEE IECON08, Taipei, Taiwan.

• Cao Cao and Bengt Oelmann, ” Low-Power State-Encoding for FSMs with Mixed Synchronous/Asynchronous State Memory,” VLSI Integration 2007, Elsevier Publ.

• Unander, T., Nilsson, H.-E., Oelmann B., ” Printed touch sensor for interactive pack-aging and display,” Polytronic 2007, the 6th International IEEE Conference on Poly-mers and Adhesives in Microelectronics and Photonics 2007.

• Jon Alfredsson, Snorre Aunet and Bengt Oelmann, ” Small Fan-in Floating-gate Cir-cuits with Application to an Improved Adder Structure,” Proceedings of 20th Interna-tional Conference on VLSI Design 2007

• Jon Alfredsson, Snorre Aunet, ”Performance of CMOS and Floating-Gate Full-Adder Circuits at Subthreshold Power Supply," accepted for publication at PATMOS'07, Gothenburg.

5. PhD examinations during 2007 The STC@MIUN program involves both PhD students and post doc projects. During 2007 we had 8 PhD thesis examinations related to STC@MIUN. Dr. Håkan Norell, Development, Analysis and Implementation of Pre-Processing Video Filters

The usage of video systems in households and industry has increased rapidly over the past few years. The benefits of visual processing, control and inspection have offered great opportunities for real-time video processing systems (RTVPS) for the general public as well as for heavy industries. The high volume market media sys-tems can absorb a great deal of the cost related to the development of standard components, such as Field Programmable Gate Arrays (FPGAs). The development of industrial systems can benefit from this new technology by utilizing these cheap components. In this thesis, examples of video processing algorithms suitable for the pre-processing of digital video, applicable for both industrial and media usage is shown. In addition a methodology supporting the designer in implementing memory architectures suitable for such algorithms is presented.

In this thesis two video processing algorithms are presented and described in detail. The common denominator is their utilization of data from temporally adjacent frames in order to be effective, in terms of compression effi-ciency, and to produce an attractive result for the viewer. However, from the aspect of quality improvement, considerations have to be taken into account in order to enable an actual hardware implementation. Utilizing data from temporally adjacent frames in a real-time data stream is a non-trivial task. From the algorithm designer’s view the data dependencies and memory requirements are not in focus, but for the hardware designer they are. Having the right data available at the right time is the only consideration in order to have a functional system. Present day algorithm and hardware development methods and architectures do not converge into a common design flow, even though this has been attempted. The gap between the algorithm designer and his/her hardware counterpart has to be bridged in order to obtain an efficient and rapid implementation. Methodologies that ab-

Mid Sweden University Page 8 Department of Information Technology

Page 10: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

stract and reduce the amount of time spent on implementing memory architectures for video processing applica-tions are required. The buffering requirements are often too complex to analyze manually in order to efficiently utilize the resources available in FPGAs. In this thesis a method for the synthesis and implementation of memory architectures for real-time video proc-essing systems, IMapper, is presented. The architecture supports the implementation of spatio- and temporal video processing algorithms and utilizes methodologies for global optimization of on-fabric available memory resources for FPGAs. This methodology provides an efficient and flexible implementation environment and also offers the benefits of the global optimizations it utilizes. Håkan Norell is currently working with research and development at Navaero AB in Sundsvall. Dr. Johan Sidén, On the Design, Characterization and Optimization of RFID Tag Anten-nas

photon creates a cloud of ch

Remotely read electronic identification tags are being established as the stan-dard method of identifying objects in transport logistics. They are referred to as RFID tags and with successful research and development they are likely to one day replace all of the present day barcodes, which are found on a wide variety of items and objects. As RFID systems consist of many different parts spanning over just as many academic subjects, this thesis investigates some of the main issues regarding RFID tag antennas. The main focus is placed on the performance and cost optimization of relatively simple one-layer antennas, suitable for mass production in commercial printing presses using electrically conductive ink. Examples of specially designed antennas

include those able to operate upon metallic objects and antennas that can be physical bent. It is also shown how RFID tag antennas that will be widely exposed to the human eye can include a commercial value by allowing their geometric design to originate from group insignias and company logos. The thesis also presents a solution with regards to how pairs of ordinary low cost RFID tags can be used as remotely read moisture sensors. Johan Sidén continues his research in a joint program between the spin-of company Sensible Solutions and Mid Sweden University. He will also take a more active role in the supervision of PhD students within the area of printed electronics. Dr. Börje Norlin, Characterization and application of photon counting X-ray detector systems

This thesis concerns the development and characterization of X-ray imaging sys-tems based on single photon processing. “Color” X-ray imaging opens up new per-spectives within the fields of medical X-ray diagnosis and also in industrial X-ray quality control. The difference in absorption for different “colors” can be used to discern materials in the object. For instance, this information might be used to iden-tify diseases such as brittle-bone disease. The “color” of the X-rays can be identi-fied if the detector system can process each X-ray photon individually. Such a de-tector system is called a “single photon processing” system or, less precisely, a “photon counting system”.

With modern technology it is possible to construct photon counting detector sys-tems that can resolve details to a level of approximately 50 µm. However with such small pixels a problem will occur. In a semiconductor detector each absorbed X-ray arge which contributes to the image. For high photon energies the size of the charge

cloud is comparable to 50 µm and might be distributed between several pixels in the image. Charge sharing is a key problem since, not only is the resolution degenerated, but it also destroys the “color” information in the image.

Mid Sweden University Page 9 Department of Information Technology

Page 11: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

This thesis presents characterization and simulations to provide a detailed understanding of the physical proc-esses concerning charge sharing in detectors from the MEDIPIX collaboration. Charge summing schemes utiliz-ing pixel to pixel communications are proposed. Charge sharing can also be suppressed by introducing 3D-detector structures. In the next generation of the MEDIPIX system, Medipix3, charge summing will be imple-mented. This system, equipped with a 3D-silicon detector, or a thin planar high-Z detector of good quality, has the potential to become a commercial product for medical imaging. This would be beneficial to the public health within the entire European Union.

Börje Norlin continues his research at Mid Sweden University within the sensor technology group. He is also actively involved in the education programs at the University.

Dr. Patrik Österberg, Fair Treatment of Multicast Sessions and Their Receivers: Incen-tives for more efficient bandwidth utilization

Media-streaming services are rapidly gaining in popularity, and new ones are knocking on the door. Standard-definition Internet protocol television (IPTV) has already entered many living rooms, and high-definition IPTV will become common property in the not too distant future. Then even more advanced and resource-demanding services, such as three-dimensional and free-view TV, are next in line. Video streaming is by nature extremely bandwidth intensive, and this development will place significant stresses upon the existing network infrastructure.

In scenarios where many receivers are simultaneously interested in the same data, which is the case with popular live content, multicast transmission is more bandwidth efficient than unicast. The reason is that the receivers of a multicast session share the resources through a common transmission tree where data are only transmitted once along any branch. The use of multicast transmission can therefore yield huge bandwidth savings. There are how-ever no really strong incentives for the Internet service providers (ISPs) to support multicast transmission, and the deployment has consequently been slow.

We propose that more bandwidth is allocated to multicast flows in the case of network congestion. The ratio is based upon the number of receivers and the bit rate that they are able to obtain, since this is what determines the degree of resource sharing. We believe that it is fair to take this into account, and accordingly call the proposed allocation multicast-favorable max-min fair. Further, we present two bandwidth-allocation policies that utilize different amounts of feedback to perform allocations that are reasonably close to being multicast-favorable max-min fair.

We also propose two cost-allocation mechanisms that build upon the assumption that the cost for data transmis-sion should be covered by the receivers. The mechanisms charge the receivers based on their share of the re-sources usage, which in general is favorable to multicast receivers. The two cost-allocation mechanisms differ in that one strives for optimum fair cost allocations, whereas the other might give discounts to some receivers. The discounts facilitate larger groups of receivers, which are also able to provide cheaper services for the non-discounted receivers.

The proposals make multicast transmission more attractive to the users of media-streaming services. If the pro-posals were implemented in multicast-enabled networks, the rest of the ISPs would be forced to support multi-cast, in order to remain competitive.

Patrik Österberg is currently involved in post doc research at Mid Sweden University within the area of com-puter science and development of IPTV services.

Mid Sweden University Page 10 Department of Information Technology

Page 12: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

Dr. Torbjörn Olsson, Antenna Robustness Modelling

Antennas run an increasing risk of being physically damaged as transceivers be-come implemented in applications and environments where they have not been previously used. Military applications with extensive networking, even incorporat-ing artillery shells as communication nodes, civilian applications of electronic marking of goods at the item level where the electronic components are con-structed from conductive ink and polymers, are rapidly growing areas where an-tennas are likely to be damage. However, the systems must maintain functionality even when they are damaged. With an ever increasing number of antennas for various applications and environments the necessity for design rules to improve robustness of antennas is essential. In this thesis the need for special measures in order to achieve robustness against physical damage for planar antennas has been studied. Furthermore, a Monte

Carlo based methodology for antenna robustness monitoring when exposing the antennas to randomly oriented damage of different types has been developed. Finally the methodology has been used to describe the robustness of some commonly used antennas. The result is a significant step forward when it comes to antenna design where the antenna is adapted to its envi-ronment based on aspects other than electromagnetic considerations . The thesis also gives support to the design of robust antennas with smaller, and thus with a reduced cost, conductor area. Torbjörn Olsson is currently working for BAE Systems Bofors in Karlskoga where he is actively taking part in the coordination of research collaboration with academia. Dr. Cao Cao, Automatic Synthesis of Partitioned FSMs Based on Mixed Synchro-nous/Asynchronous State Memory

The rapid development of digital circuits with high density and frequency means that power, in addition to area and speed, has become an important parameter in design constraints. Nowadays, the electronic design industry is confronted by increasingly costly package and cooling systems due to power dissipation. Battery-powered portable devices, such as laptops, mobile phones etc., which provide higher computational capacity and support multi-media information transformation, add greatly to the original slim power budget. Although synchronous digital design has, over the past few decades, become the industry standard, this new challenge suggests that asynchronous design techniques should now be reconsidered, as they possess the potential for a reduction in power dissipation.

Finite state machine (FSM) partitioning has proved to be effective for power optimization. In this thesis, a mixed synchronous/asynchronous state memory structure in the decomposed FSM is proposed, which results in imple-mentations with low power dissipation and low area overhead. The state memory is composed of the synchro-nous local state memory and an asynchronous global state memory, where the former is used to distinguish the states inside a sub-FSM, and the latter is responsible for controlling sub-FSM communication. Although asyn-chronous communication mechanism is introduced between sub-FSMs, the input/output behaviour of the de-composed FSM is still, cycle by cycle, equal to that of a complete synchronous FSM. The power consumption can be further reduced by using the clock gating technique and low power state assignment. Based on this mixed synchronous/asynchronous structure, an automatic synthesis tool was developed, which accepts a state transition graph (STG) as the input and synthesizable VHDL code as the output. The output can be directly used for synthesis at the gate level by the standard tool. The FSM partitioning algorithm, power and area estimation and trade-off and state encoding optimization aimed at this specific structure were integrated into the tool. In addition, the input to the tool was also analyzed and a variation coefficient was proposed as an im-portant measure for the quantitative analysis of power-related characteristics of standard benchmark circuits. The effectiveness of the whole procedure was verified through optimization of standard benchmarks where a power reduction of up to 70% has been demonstrated. Moreover, the proposed asynchronous modules implemented in

Mid Sweden University Page 11 Department of Information Technology

Page 13: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

the tool provide a direction with reference as to how the asynchronous design can be effectively combined into a largely synchronous environment. Cao Cao is currently working on research and development at Aditus Science AB in Lund. Dr. Jan Lundgren-Thim, Simulating Behavioral Level On-Chip Noise Coupling

In this thesis, noise coupling simulation is introduced into the behavioural level. Methods and models for simulating on-chip noise coupling at the behavioural level in a design flow are presented and verified for accuracy and validity. Today, designs of electronic systems are becoming denser and more and more mixed-signal systems such as System-on-Chip (SoC) are being devised. This raises prob-lems when the electronics components start to interfere with each other. Often, digital components disturb analogue components, introducing noise into the sys-tem causing degradation of the performance or even introducing errors into the functionality of the system.

Today, these effects can only be simulated at a very late stage in the design process, causing large design itera-tions and increased costs if the designers are required to return and make alterations, which may have occurred at a very early stage in the process. This is why the focus of this work is centred on extracting noise coupling simulation models that can be used at a very early design stage, such as at the behavioural level and then follow the design through the various design stages. To achieve this, SystemC is selected as a platform and implementation example for the behavioural level models. SystemC supports design refinement, which means that when designs are being refined and are crossing the design levels, the noise coupling models can also be refined to suit the current design. This new method of thinking in primarily mixed-signal designs is called Behavioural level Noise Coupling (Be-NoC) simulation and shows great promise in enabling a reduction in the costs of design iterations due to compo-nent cross-talk and simplifies the work for mixed-signal system designers. Jan Lundgren-Thim remains with Mid Sweden University as a co-supervisor for a new generation of PhD stu-dents working within STC@MIUN.

Dr. Xavier Liopart Cudié, Design and Characterization of 64K Pixels Chips Working in Single Photon Processning Mode

Progress in CMOS technology and in fine pitch bump bonding has made possible the development of high granularity single photon counting detectors for X-ray imaging. This thesis studies the design and characterization of three pulse proc-essing chips with 65536 square pixels of 55 μm x 55 μm designed in a commer-cial 0.25 μm 6-metal CMOS technology. The 3 chips share the same architecture and dimensions and are named Medipix2, Mpix2MXR20 and Timepix.

The Medipix2 chip is a pixel detector readout chip consisting of 256 x 256 identi-cal elements, each working in single photon counting mode for positive or nega-tive input charge signals. The preamplifier feedback provides compensation for detector leakage current on a pixel by pixel basis. Two identical pulse height discriminators are used to define an energy window. Every event falling inside the energy window is counted with a 13-bit pseudo-random counter. The counter logic, based in a shift register, also behaves as the input/output register for the pixel. Each cell also has an 8-bit configuration register which allows masking, test-enabling and 3-bit individual threshold adjust for each discriminator. The

chip can be configured in serial mode and readout either serially or in parallel. Measurements show an electronic noise ~160 e- rms with a gain of ~9 mV/ke-. The threshold spread after equalization of ~120 e- rms brings the full chip minimum detectable charge to ~1100 e-. The analog static power consumption is ~8 μW per pixel with Vdda=2.2 V.

Mid Sweden University Page 12 Department of Information Technology

Page 14: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

The Mpix2MXR20 is an upgraded version of the Medipix2. The main changes in the pixel consist of: an im-proved tolerance to radiation, improved pixel to pixel threshold uniformity, and a 14-bit counter with overflow control. The chip periphery includes new threshold DACs with smaller step size, improved linearity, and better temperature dependence.

Timepix is an evolution of the Mpix2MXR20 which provides, independently in each pixel, information concern-ing arrival time, time-over-threshold or event counting. Timepix uses, as a time reference, an external clock (Ref_Clk) up to 100 MHz which is distributed all over the pixel matrix during acquisition mode. The preampli-fier is improved and there is a single discriminator with 4-bit threshold adjustment in order to reduce the mini-mum detectable charge limit. Measurements show an electrical noise ~100 e- rms and a gain of ~16.5 mV/ke-. The threshold spread after equalization of ~35 e- rms brings the full chip minimum detectable charge either to ~650 e- with a naked chip (i.e. gas detectors) or ~750 e- when bump-bonded to a detector. The pixel static power consumption is ~13.5 μW per pixel with Vdda=2.2 V and Ref_Clk=80 MHz. This family of chips has been used for a wide variety of applications.

During these studies a number of limitations have come to light. Among those are limited energy resolution and surface area. Future developments, such as Medipix3, will aim to address those limitations by carefully exploit-ing developments in microelectronics.

Xavier Llopart Cudié started his PhD study as collaboration between CERN and the University of Barcelona. The main part of his research has been conducted at CERN in collaboration with Mid Sweden University and STC@MIUN. At the end of his study he transferred his PhD studies to Mid Sweden University and completed his PhD in June 2007. He currently holds a post doc position at CERN in a collaboration sponsored by Mid Swe-den University.

Mid Sweden University Page 13 Department of Information Technology

Page 15: STC Annual Report 2007

The STC@MIUN research program 10/04/2008 Electronic systems for Sensible Things that Communicates

6. STC@MIUN research projects

In the following section we present the ongoing STC@MIUN PhD student projects. In addi-tion we also present some areas where new PhD students will be allocated during 2008.

Mid Sweden University Page 14 Department of Information Technology

Page 16: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

OPTIPOS - OPTICAL POSITION MEASUREMENT IN REAL-TIME FOR CONSUMER PRODUCTS

Background Systems  that  can  measure  their  own  locations are becoming more  frequently used  in different applications.  The  figure  below  shows  two examples  of  applications  that  measure  the position  in  a  3‐  or  2‐dimensional  space:  a)  is  a helmet  for  Virtual  Reality  (VR)  presentation, which also measures its position and orientation in  order  to  track  the  movement  of  the  user’s head  and  b)  is  a  handheld  printer. The  printer operates as a computer mouse, printing text and graphics while  it  is moved over a  large surface. Typically,  these  applications  have  two  major things in common. High precision is required for the  position  measurement  and  they  are  both price sensitive. 

a) b)

Objectives Optical  position measurement methods  and  its related algorithms and  implementations will be investigated  in  this  project. Methods  based  on prepared  environments  already  exist  that  can measure an objects position and orientation in a 3‐dimensional  space  or  over  a  2‐dimensional surface.  We  intend  to  investigate  if  these methods  can  be  enhanced  to  work  in  general unprepared  environments,  if  it  is  possible  to optimize  these  algorithms  in  order  to  reduce 

implementation costs, and also if it is possible to automate the estimation of implementation costs for such algorithms. The automation of cost estimation is aimed to be implemented  in a CAD‐tool. The cost efficiency of an optical position measurement  system will be demonstrated in a prototype. Optical position measurement can be done using a single camera or  using  a  dual  camera  stereo‐vision  based approach.  We  will  study  methods  and algorithms  based  on  a  single  camera  approach, aiming  for  lower  system  complexity  and implementation  costs.  One  of  the  more important  challenges  is  to  exploit  image structures  of  objects  in  the  environment  with known positions. The view of  several objects at known positions enables the system so calculate its own position and orientation.  Planned project start The project is planned to start in April 2008 and will continue for three years.  Budget The total budget is 1.835 MSEK and will cover 20 percentage of a senior researcher together with a new PhD student to be hired.    

For further information contact:Dr. Benny Thörnberg [email protected] 

Page 17: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

OPTICAL ONLINE CHARACTERIZATION OF LARGE SURFACE

TOPOGRAPHY IN PAPER MACHINES

Background The  industry  of  paper manufacturing  is  today looking  for ways  to set a quality value on  their paper  while  it  is  produced.  The  quality  for graphical  paper  products  is  highly  correlated with  the  topography  of  the  paper.  With smoother  surfaces  comes  higher  quality. Additionally,  it  could  be  used  to  control  the paper machine.  In  order  to  realize  this,  an  on‐line characterisation of paper  topography  in  the production chain is required.   Objectives In  this  project,  the  goal  is  to  investigate  the possibilities  and  limitations  of  online topography measurement in a paper production machine,  to develop  an optical  system  that has sufficient  performance,  and  to  construct  a prototype  for  installation  on  an  existing  paper machine.  This work will  include  analysing  the topography  measurement  setup  characteristics to  clearly define  limitations  and  possibilities  in these  kinds  of  measurement  on  paper. Experimental  tests  are  needed  in  the development of lighting source, which produces a  line  on  the  paper  surface  that  is  used  in triangulation  method  that  yields  paper topography at specific positions. The production of  the  actual  prototype will  incorporate  results from  all  previous  experiments  and  model analysis from the project.  Ongoing activities Currently,  a  system  setup  to  produce  the illuminate  line  is being developed. Also, model simulations  on  parameter  limitations  and  error estimations are being done.   

Results A model  has  been  developed  to,  in  the  image sensor  system,  convert  the  incoming  light position data  to  topographic height. A  study  to analyse  the  sub‐pixel  precision  has  been  done. This  analysis  shows  that  methods  like  using adaptive thresholds in the camera readout yields large  gains  in  signal‐to‐noise  ratio,  and  solves the same problems as anamorphic optics do.  A comparison of  light source setups using  laser vs.  LED  has  been  done,  showing  that  a  LED array yields lower noise than a laser source due to lower speckle noise. 

 

 Sample of a paper topography profile.   For further information contact:

Prof. Mattias O’Nils [email protected] Dr. Jan Thim [email protected] 

Page 18: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

CAD TOOL FOR REAL-TIME VIDEO PROCESSING SYSTEMS

Background FPGA  based  implementations  of  video processing  systems  are  effective  but  have  a complex programming model. The synthesis tool presented  here  reduces  the  design  complexity and still produces effective implementations.  Objectives IMEM  (Interface  and  MEmory  Model),  an extension  of  SystemC  modelling  library, captures  video  processing  systems  as  coarse‐grained  synchronous  dataflow  graph  (Fig  1), where  each  node  represents  an  abstract  video interface, the memory model and the description of the functional behaviour of the task, whereas each edge in the graph represents the data width of each pixel in the video frame.  

p1 p2 p3 p4

p5 p6 p7

in out

A)

B)

IMEM model

C++ function

Task

Figure 1: IMEM model of a video processing system. 

Linebuffers

Window ctrl

Pixel switch

SLWC

...

Task

Sync.

a11 a12 a13 a21 a22 a23 a31 a32 a33

In data

Neighbourhood data

Neighbourhood output

Out data

a)

b)

 Figure 2: Boundary conditions implementation 

architecture. Memory requirements of a video processing are separated  from  its  behavioural C++  description (Fig.  3).  A  memory  model,  which  may  be neighbourhood oriented  (Fig 2)  is  implement  in different  phases, whereas  systems  behaviour  is 

implemented using high  level  synthesis  tool  or manual HDL coding. 

Interface generation

VHDL code for FPGA

FPGA logic compiler

FPGA based execution platform

Simulation Input Stimuli

Functional Simulation Data Output

1

2

3

4

5

6

Memory Hierarchy Optimization

IMEM Conceptual Modelling

IMEM Projector High-level Synthesis Memory

Allocation Address

Generation

VHDL code for FPGA

C++ High level synthesis (Celoxia)

Functional mapping of algorithm

Memory Storage

Estimation

Interface and Memory Model

Figure 3: CAD tool system synthesis workflow 

 Ongoing activities We are currently optimising  the CAD  tool such that  the  generated  hardware  is  optimized  for low power. This optimisation can be achieved at all  levels  of  the  system  synthesis  workflow (Figure 1). Hence we are investigating how each stage of the workflow can independently, and in conjunction  with  other  levels,  lead  to  lower power consumption in the final hardware.  Results The  tool  manages  memory  requirements  of video  processing  systems  and  provides  the designers  with  a  user‐friendly  FPGA programming model while  generating  efficient hardware of the memory sub‐systems.  

For further information contact:Najeem Lawal [email protected] Supervisor: Prof. Mattias O’Nils Dr. Benny Thörnberg 

 

Page 19: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

DEMONSTRATION OF HIGH-PERFORMANCE FPGA

IMPLEMENTATION OF AN OPTICAL NAVIGATION SYSTEM Background Performance of video processing systems can be increased  through  parallel  operation  of  the system  blocks.  It  can  be  further  increased  by implementing  the  video  processing  system  in hardware.  FPGA  provides  the  benefits  of  high hardware  performance  and  reconfigurability.  This  project  targets  to  demonstrate  the effectiveness of  the FPGA  implementation of an imaging system.  Objectives To prepare the demonstration we have modelled the  system  using  Matlab/Simulink  and constructed  optical,  mechanical  and  hardware systems,  see  Figure  1.  The  optical  system captures  image  data,  which  are  used  in  the hardware  system  implementing  a  navigation algorithm  to  define  the  location  of  the mechanical system.   The core of this project is correlation‐based real‐time  image  processing  and  is  implemented  in the  hardware  system.  At  the  beginning  the image  of  a  reference  location  is  captured  and stored  in  memory.  Image  correlation  between the reference image and successive image data is used  to  determine  the  current  position  of  the mechanical system.  

 Figure 1: Experimental setup. 

Ongoing activities We  are  currently  implementing  the  hardware system after verifying  the  simulation models of all  the parts  in  the navigation system  interfaced to the mechanical setup.  Results Figure  2  shows  a  simulation  the  hardware prototype  shown  in  Figure  1 was programmed to  follow  a  sine‐wave.  The  navigation  system was  able  to  determine  and  predict  the  future position with  1%  accuracy.  Figure  2  shows  the discrepancy  between  mechanical  path,  optical sensor ROI position, and predictions. 

520 540 560 580 600

-10

-8

-6

-4

-2

0

2

4

Mech. Path Optical sensor ROI Prediction 

Figure 2: Boundary conditions implementation architecture. 

 For further information contact:Najeem Lawal [email protected] Supervisor: Prof. Mattias O’Nils 

 

Page 20: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

FPGA BASED COMPUTER SYSTEMS

Background The ever‐growing  integration of functionality  in industrial  and  automotive  embedded  systems has  introduced  the  requirement  for  real‐time video  processing  capabilities  in many  systems. An  FPGA‐based  implementation  of  embedded systems provides many attractive characteristics such as high flexibility, low cost, and a high level of  integration.  These  characteristics  make FPGA:s  especially  suitable  for  video  related applications. FPGA:s provide  the possibility  for System‐on‐Chip (SoC) designs where most of the system  components,  such  as CPU:s video‐,  and communication controllers, are all  implemented on  the  FPGA.  In  addition  to  the  various advantages  of  a  SoC design,  FPGAs  also  avoid the  problems  caused  by  the  end‐of‐life  for standard components.   Objectives The  goal  of  this  project  is  to  develop  FPGA‐based architectures that allow the design of cost‐effective  FPGA‐based  computer  systems  with real‐time  video  processing  capabilities.  A frequently occurring requirement  for embedded computer systems is the capability of displaying multiple real‐time video sources combined with computer  generated  graphics.  Real‐time  video processing is a very data intensive task which is often  beyond  the  processing  capabilities  of  the CPU:s used in typical industrial and automotive  applications. With  an  FPGA  based  video  pre‐processor  that  provides  real‐time  video  data directly  to  the  display memory,  any  computer system can be made capable of displaying  real‐time video. 

A B C A B C

55

60

65

70

75

80

85

90

Time

Tem

p

Temp1Temp2Temp3Temp4

RPM1

RPM2 RPM3

RPM4

Results A set of FPGA‐based architectures  that perform cropping, scaling and de‐interlacing of real‐time video  streams  has  been  designed.  These architectures are suitable for use in FPGA‐based video enabled computer systems and allow these systems to be implemented using low cost FPGA devices.  An  FPGA‐based  video  enabled computer  system  that  supports  the  display  of four separate video sources can be implemented using a Xilinx Spartan 3E FPGA with 500 Kgates. The work has been reported in a licentiate thesis.  Ongoing activities Currently a prototype system  is being designed for  further  evaluation  of  the  designed  video processing architectures. For further information contact: Professor Mattias O’Nils 

[email protected] 

  Niklas Lepistö 

[email protected] 

 

Page 21: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

SIMULATING BEHAVIORAL LEVEL ON-CHIP NOISE COUPLING

Background The  integration  of  analog  and  digital  systems onto  a  single  chip  causes  significant  problems related  to  noise  coupling,  which  appears  as switching currents that couple from digital logic to sensitive analog nodes. In order for designers of mixed‐signal systems to be able to locate noise coupling  problems  and  to  insert  counter‐measures,  means  of  simulating  the  source  of noise coupling problems are required. Since  the only  simulation  tools  available  for  noise coupling    are  intended  for  layout  level,  the problem  at  hand  is  to  define  how  to  simulate noise coupling throughout an entire design flow, where  the  starting  point  occurs  at  an  early design level.   Objectives The contribution of this project and this thesis is the  introduction of  the simulation methods and models  called  BeNoC  (Behavioral  level  Noise Coupling), which can be used  to quantify noise coupling  problems  in  behavioral  level  designs. In  an  application  test  case,  noise  coupling  in photon counting pixel detector  readout systems will be investigated.  Ongoing activities The work has resulted in a doctoral thesis (ISBN: 978‐91‐85317‐54‐7) that has attracted attention by a Norwegian  company,  resulting  in  an  idea  to apply for project funding for the development of applicable  simulation  models  in  a  design environment.  Results A  low‐level motivational  study  of  the  on‐chip noise  coupling  problems,  which  can  occur  in photon counting pixel detector readout systems, has  been  done.  Simulation  models  have  been 

developed,  resulting  in  BeNoC  that  is  a behavioural  level  noise  coupling  simulation method consisting of several models for physical properties  and  noise  injection.  Adaptations  of existing  models  have  been  made  for  physical properties  and noise  injection  for use  in higher design  levels such as  the behavioural  level. The adoption includes an increase of accuracy for an interpolation  method  used  in  substrate resistance  extraction.  A  simplification  of  gate level  noise  injection  models  for  capacitive coupling  and  impact  ionization  noise  has  also been  developed.  Finally,  a  test  has  been conducted using BeNoC  in a real system design example  of  a  photon  counting  pixel  detector readout system.   

Noise models

Capacitive coupling Impact ionization

Physical properties

Substrate model Power distribution model

Noise injection Noise coupling simulation models

Final noise spread

 Schematic image of the different models needed in an on‐chip noise coupling simulation method.    

For further information contact:Ph. D. Jan Thim [email protected] 

Page 22: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

PERFORMANCE OF INFORMATION COLLECTION OF WIRELESS SENSOR

NETWORK ROUTING

Background Handling routing problems is considered to be 

the  core  of  a  wireless  sensor  network  design. This  is  particularly  true  for  those  ubiquitous information‐collecting purpose sensor networks, where  communication  dominates  the  critical sensor  energy  usage  and  the  efficiency  of  the underlying  routing  algorithm  determines  the efficiency  of  the whole  network. However,  the fundamental  performance  bounds  or  reference to  the  “optimal”  solution  for  maximizing  the information  during  the  “lifetime”  of  a wireless sensor network still remain unclear.   Objectives     In  this  project,  the  goal  is  to  find  a  formal routing analysis model  that  can provide a  tight upper  bound  of  the  information  collection.  Accordingly  thus  the  model  can  be  used  to evaluate  existing  and  upcoming  routing algorithms.  Ongoing activities Currently  our  optimization  model  is  under 

evaluation. The  result  shows  that  the proposed model  can  be  used  as  a  benchmark  for performance  evaluation  of  sensor  network routing algorithms.  However,  the  model  does  not  take  the  link 

quality  routing  overhead  into  consideration. This can be the future work.   Results We  propose  an  analytical  model  where  the 

lifetime  of  an  information‐collecting  sensor network was  determined  by  the  condition  that the  residual  network  power  should  not  fail  to supply the power requirement of the underlying application. This new and more realistic network 

lifetime  definition  increases  the  difficulty  in building  formal  mathematical  models,  ,  since there  is  no  fixed  reference  for  the    application power  requirement.  We  have,  however, achieved a formal routing analysis method using this information metric and the new information based  network  lifetime  definition.  Experiments have  shown  that  our model  can  generate  tight upper bounds for different situations, and that it can be used to evaluate existing algorithms, such as  minimum  hop  (MH),  minimum  energy consuming path  (MTE)  and  flow  augmentation (FA), as well as future routing algorithms.  

0 0.2 0.4 0.6 0.8 10

500

1000

1500

2000

2500

3000

3500

4000

Guaranteed normalized network information-collecting ability

Info

rmat

ion

colle

cted

thro

ugho

ut n

etw

ork

lifetim

e BoundMHMTEFA

     For further information,

contact: Qinghua Wang [email protected] Supervisor: Doc. Tingting Zhang 

Page 23: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

SECURITY IN WIRELESS SENSOR NETWORK

Background The  security  threats  to wireless  sensor network are  quite  different  from  those  in  Internet  and mobile  ad  hoc  networks.  The  wireless communication,  large scale and possible human unattended  deployment  make  attacks  on wireless  sensor  networks  relatively  easier  to perform.  Furthermore,  all  features  that  make sensor  nodes  cheap  and  affordable,  such  as limited energy resource,  limited bandwidth and limited  memory,  also  make  many  established security  mechanisms  inappropriate  in  sensor networks.   Objectives In  this  project,  the  goal  is  to  develop  sensor network  security  mechanisms,  both  technical and at management level, that are power aware.   Ongoing activities Currently our profile‐based anomaly detection model is evaluated. We are building sensor node profiles in a simulated wireless sensor network and check its performance in detecting different kinds of attacks. An automatic emergency response system is on the way to be investigated.  Results 1. A  study of secure and energy‐efficient group communication  for  sensor  networks  has  been performed. 2. We  have  presented  a method, which  builds accurate node profiles based on traffic modeling of  each  interested  node.  For  the  first  time,  the traffic  patterns  are  recorded  according  to  the packet  arrival  event  order  in  the  network.  To make  the  traffic‐based  recording  strategy scalable in networks of different sizes, the nodes are  classified  in  categories  such  as  local  nodes, non‐local nodes etc., centering on each interested 

node.  Correspondingly,  the  traffic  transmitted between different nodes is classified. Obviously, such a  classification  limits  the  size of  the  set of translated  packet  events  and  the  set  of  traffic patterns  recorded  based  on  these  events. As  a consequence  the  node  profiles  recorded  are appropriate  for  anomaly  detection  on  sensor nodes  with  limited  resources.  The  analysis  of detection  of  example  attacks  shows  that  node profiles  built  like  this  has  the  ability  to differentiate  between  normal  behavior  and  an attack.  

Translation Table

Src Dest Packet Type

... … … 15 00 RREQ 00 15 RREP 12 10 HELLO 15 00 DATA 15 00 DATA … … …

Src Dest Packet Type

… … … Local Sink RREQ Sink Local RREP Neighbor Me HELLO Local Sink DATA Local Sink DATA

Local Sink RREQ A Local Sink RREP B Local Sink DATA C Neighbor Me HELLO D ... … … …

(a) Extract selected features from arriving packets

(b) Packet Classification

Node Address: 00—Sink, 10—“me”

Event … A B D C C

  For further information,

contact: Qinghua Wang [email protected] Supervisor: Doc. Tingting Zhang 

Page 24: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

PERFORMANCE OF DIGITAL FLOATING-GATE CIRCUITS OPERATING AT

SUBTHRESHOLD POWER SUPPLY VOLTAGES

Background All who are involved in electronic design knows that one of the critical issues in todays electronic is the power consumption. Designers are always looking  for new  approaches  in  order  to  reduce currents  while  still  retaining  the  performance. Floating‐gate  (FGMOS)  circuits have previously been  shown  to  be  a  promising  technique  to improve  speed  and  still  keep  the  power consumption  low,  when  the  power  supply voltage  is  reduced  below  subthreshold  voltage for the transistors.  Objectives In this project, the goal is to determine how good floating‐gate  circuits  can  be  compared  to conventional static CMOS when  the circuits are working  in subthreshold. The  investigation also includes  trade‐offs  between  speed  and  power consumption  for  better  performance,  how  to select  floating‐gate  capacitances,  how  a  large circuit  fan‐in  will  affect  performance  and  also the  influence  of  different  kinds  of  refresh circuits.  Ongoing activities Currently  the yield  issue  for FGMOS  circuits  is investigated for low‐voltage operation.  Results The first simulations of the FGMOS circuits in a 0.13 μm process have several interesting results. First  of  all,  in  the  best  case  it  is  shown  that FGMOS has potential to achieve up to 260 times in  better  EDP‐performance  compared  with  

CMOS at 150 mV power supply. Other aspects of FGMOS design have been to look at how refresh circuits  will  affect  performance  (semi‐floating‐gate circuits) and how a larger fan‐in will change noise margin and EDP. When  it comes to fan‐in the simulations shows that a maximum fan‐in of 5 is possible at 250 mV supply and it decrease to 3 when supply voltage is reduced to 150 mV.  

   For further information contact:

Lic. Eng. Jon Alfredsson [email protected] Supervisor: Prof. Bengt Oelmann

Page 25: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

POWER AWARE WIRELESS CLOSED LOOP CONTROL SYSTEM FOR

LOADER CRANES

Background Advances  in  microelectronics  and  wireless communication  technology  provide opportunities  for  many  different  application fields.  A  vast  number  of  systems  that traditionally  have  been wired  and  inhibited  by cost and feasibility of wiring, can today often be replaced by wireless  solutions. However, when going wireless,  several new  challenges must be overcomed. One  challenge  is  the power  supply for all sensor devices. To expand  the  lifetime of the  network  it  is  therefore  a  key  design parameter  to minimize  the power  consumption in the sensor devices.  

  Objectives One  goal  is  to  build  a  technology  platform  for exploring  different  sensor  configurations  to verify  the  theoretical models  experimentally  in field  tests  (resulting  in  the  SENTIO  platform). The  project  should  also  answer  the  questions: What  are  the  limitations  of  currently  proposed standards  for  wireless  sensor  networks  in closed‐loop control systems? How to organise   

the wireless sensor network on a loader crane for a local positioning system?  

  Ongoing activities Currently a framework for describing the design of a wireless sensor network for local positioning system  taking  real‐time,  low‐power,  and reliability aspects into account is developed.   Results A hardware/software platform for short‐range wireless sensor networks has been developed and used in various applications. Also, the limitations of the proposed standard IEEE802.15.4 has been identified and described. An alternative protocol has been proposed for wireless closed‐loop control systems with hard real‐time requirements. 

For further information contact:MSc. Fredrik Linnarsson [email protected] Supervisor: Prof. Bengt Oelmann

Page 26: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

JOINT ANGULAR SENSORS FOR CONTACT-LESS MEASUREMENTS

Background Joint  angular  sensors  are  widely  used  in  the industry, from highly effective robots in product line  and  heavy  construction  machines  in building  sites  to  small  knobs  on  home appliances.  There  are  contact‐less  joint  angular sensing  methods  available,  such  as  inertial measurement  by  Micro‐Electro‐Mechanical System (MEMS) gyroscopes and accelerometers. The big advantage of these contacts‐less sensing methods over  their conventional counterparts  is that  they  do  not  have  relative  mechanical movements, which can make them more reliable, cost less as well as last longer. 

Objectives  The goal of this project is to develop methods for contacts‐less measurements  that  can withstand harsh  environments  often  found  in  industrial and automotive applications. The initial problem addressed  is  the  development  error‐models  for 

different  sensor  configurations  based  on accelerometers.   Ongoing activities Currently,  hardware  for  accurate  sensor electronics  is  developed.  These  devices will  be used  for  several purposes. The  results obtained for the DCMR method that is theoretically error‐free  contains  small errors  that we  so  far  cannot explained.  Here  the more  accurate  sensor  electronics will hopefully guide us to the sources of these errors. It  will  also  be  used  for  field  tests  on  HIABs cranes  to  explore  performances  of  the distributed wireless  sensor  network  as well  as redundancy schemes.  Results On  the  basis  of  the  error  model  of  the  CMR method,  we  give  an  analysis  outlining  the advantage of  the  theoretically  error‐free DCMR method. The sensor calibration and alignment is described  and  both  methods  are  characterized on  a  rigid  body  robot  arm  model.  The experiment shows the angular error up to 0.4 rad from  the  CMR  method  whereas  just  0.03  rad from the DCMR method. 

For further information contact:MSc. Peng Cheng [email protected] Supervisor: Prof. Bengt Oelmann

Page 27: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

INNOVATIVE RFID SOLUTIONS AND PRINTED ELECTRONICS

Johan Sidén works within the area of RFID as well as printed  electronics  and  graduated  from  his  PhD studies  in  May  2007.  He  now  divides  his  time between a continued academic career and at the spin‐off company Sensible Solutions Sweden AB.  Background Radio  Frequency  IDentification  (RFID)  is  a collection  of  technologies  for  wireless identification  and/or  to  retrieve  information about  an  object.  The  academic  focus  is  put  on innovative antenna solutions that allow effective implementation of RFID, where it earlier was not technically or economically possible.  

Typical RFID Tag  

Objectives and Ongoing activities In  this  project,  one  of  the  goals  is  to  develop RFID  tag  antennas  for  applications,  where commercially available products do not  live up to  the requirements. Another  technical objective is  to  combine  available  low‐cost  RFID technology with  sensors. A  third objective  is  to together with  local  industries  form  an  interest organisation within the general area of RFID.  

For further information contact:Dr. Johan Sidén  [email protected] Tel. +46 70 671 71 71 

 

Moisture measurement  system  based  upon  pairs of ordinary RFID tags 

  Results The group has for example shown how pairs of ordinary  RFID  tags  can  be  configured  and applied  similar  to  a  sticker  to  be  used  as remotely read as moisture sensors, placed within floors and walls. In  collaboration  with  industry,  the  group  has also  developed  an  extremely  small  RFID  tag (relative to the wavelength) which can be placed within metallic  cavities and  survive under very hard  conditions.  Similar  examples  involve integration of RFID tags in a metallic  label used by the local industry without changing the outer dimensions. The printed electronics has also demonstrated a printed magneto static speaker.  

Left: Printed Magneto static speaker Middle:  An  UHF  RFID  tag  measuring  only  0.05 wavelengths in diameter to be put in metallic cavities. Right: A metallic label with integrated RFID antenna. 

Page 28: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

ARCHITECTURE AND CIRCUIT DESIGN OF PHOTON-COUNTING READOUT

FOR X-RAY IMAGING SENSORS

Background Hybrid pixel  array detectors  for X‐ray  imaging are  based  on  different  technologies  for  sensor and readout electronics. The readout electronics are based on  standard CMOS  technologies  that are  experiencing  continuously  rapid improvements  by  means  of  down‐scaling  the feature  sizes,  which  in  turn  leads  to  higher transistor  densities,  lower  power  consumption, and faster circuits.  The  advantages  of  down‐scaling  the  CMOS technology can be utilized to increase the spatial resolution  by  reducing  the  pixel  sizes.  Recent research indicates however that the bottleneck in reaching  further  spatial  resolution  in  X‐ray imaging  sensors  may  not  be  limited  by  the circuit area occupied by  the  functions necessary in  the pixels, but  is  instead  related  to problems associated  with  charge‐sharing  of  charges generated  by  the  sensor which  are  distributed over a neighbourhood of pixels and will limit the spatial resolution and  lead to a distortion of the energy spectrum.  Objectives The improvements in CMOS technology can also be used to extend the range of applications for X‐ray imaging sensors. In this project, the objective is  to explore different readout architectures  that can  take  advantage  of  the  down‐scaled  CMOS technology  to  advance  the  readout  electronics’ capability  to  increase  spatial  resolution  and multiple  energy  discrimination  to  be  used  in future colour X‐ray imagers. 

 Ongoing activities Currently  an  experimental  platform  is developed  to  support  elaboration  of  different readout architectures through experiments.  Results The  method  is  based  on  colour  sub‐sampling with  intensity  biasing.  For  three‐level  energy discrimination,  that  corresponds  to  colour imaging systems for visible light with R, G, and B  colour  components,  the  increase  in  circuit complexity will be only 20% higher than that for the Bayer method  but  it  results  in  significantly better image quality.  The  proposed  architecture  and  its  circuit implementation  are  evaluated  with  respect  to circuit  complexity  (area)  and  power consumption.  For  a  photon‐counting  pixel  it  is demonstrated  that  the  complete  pixel,  with charge‐sharing  suppression mechanism,  can  be implemented using  300  transistors with  an  idle power consumption of 2.7μW in a 120nm CMOS technology operating with a 1.2V power supply.   

For further information contact: Lic. Eng. Suliman Abdalla [email protected] Supervisor:  Prof. Bengt Oelmann 

Page 29: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

INTEGRATED COMPACT FT SPECTROMETER BASED ON A POSITION

SENSITIVE DETECTOR AND FABRY-PEROT INTERFEROMETER WEDGE Background For  many  applications  there  is  an  interest  in developing  compact  and  cost‐effective spectrometers  for  handheld  and  compact stationary instruments.   Objectives To  construct  and  evaluate  these  compact  and cost‐effective  spectrometers  based  on  Fabry‐Perot wedge interferometers.  Ongoing activities An  FT  spectrometer  based  on  a multi  channel wedge  Fabry‐Perot  interferometer  using  a scanning  slit  and  a  lateral  effect  position sensitive detector  (PSD) has been manufactured and evaluated.    Results The spectrometer is based on a multi channel Fabry-Perot interferometer manufactured as a glass wedge, where the transmission function for each wavelength and thickness of the wedge is given by the equation

( ) ( )( ) ( )λθπ

λ/cos2sin41

122

2

ndRRRT

+−−

=

The resulting interferogram is detected using a PSD by scanning a slit in front of the interferometer wedge and PSD, thereby obtaining both the intensity and position for each measurement. The position of the slit is accurately known for each measurement thereby eliminating the need for a high-precision scanning mechanism or calibration source. The spectral resolution can potentially be very high because of the high resolution of PSDs. Using a long detector combined with a narrow slit gives a large

number of measurement points, equivalent to pixels on a CCD, and thereby a large spatial resolution. In the figure is shown a spectra of a green Diode Pumped Solid State laser (DPSS) displaying the primary green frequency-doubled wavelength at 532 nm from the KTP crystal as well as the 1064 nm primary lasing wavelength and the IR pump laser diode at 808 nm.The resolution is approximately 5 nm for the constructed device but can potentially be higher. The advantage of using a PSD for readout is the simplicity of the electronics and that the position of each measurement is accurately known without the need for a high precision scanning mechanism or calibration source.

     

For further information contact:Lic. Eng. Henrik Andersson [email protected] Supervisor:  Dr. Göran Thungström

Page 30: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

DEVELOPMENT OF LOW-COST THERMAL DETECTOR FOR DETECTION OF

CO2 USING NDIR METHOD

Background Thermal  sensors  for  IR  detection,  such  as bolometers  and  thermopiles  are  used  in  a number  of  applications.  These  applications include  remote  temperature  control  and  gas detection. One  step  in  the  direction  towards  a  low‐cost system  is  the  usage  of  a  low‐cost  infrared detector.  Objectives The  goal  of  this  research  project  has  been  to produce  a  low‐cost  thermal  detector  using standard  processing  techniques  and  new materials.  In many existing thermal detectors the thermal link is formed by a thin membrane of either Si or Si3N4. In a low‐cost detector, a polymer such as SU‐8 could be an alternative to regular Si and Si3N4 membranes. SU‐8 has low thermal conductivity and requires only standard silicon lithography processing.  Ongoing activities The  current work  is  concentrated on  increasing the yield of the process and the sensitivity of the detectors.  Results A metal film resistance bolometer and a thermopile detector were fabricated. Both types of detectors consisted of a 4 μm thin SU‐8 membrane, into which the temperature sensitive elements where encapsulated. The IR sensitivity was evaluated using an infrared diode laser with a power of 4.5 mW and a wavelength of 1.56 μm. The thermopile show a sensitivity of about 5.6 

V/W. Biasing the bolometer with 2.5 V @ 10Hz resulted in a sensitivity of 9.3 V/W.  

    

    

For Further information contact: Lic. Eng. Claes Mattsson [email protected] Supervisor: Dr. Göran Thungström 

Thermopile IR response

Page 31: STC Annual Report 2007

PROJECT INFORMATION – February, 2008 STC – Sensible Things that Communicate

     Mid Sweden University Phone: 0771-975 000 STC – Sensible Things that Communicates Fax: 060-14 84 56 851 70 Sundsvall Internet: www.miun.se/stc www.kks.se

INTEGRATION OF RADIATION DETECTORS IN WIRELESS SENSOR

NETWORKS Background There  is  an  increasing  demand  for  security solutions  in  order  to  ensure  sustainable  and responsible usage of  radioactive  resources. This is especially true as nuclear energy production is considered  in  regions with  significant  political instability.  Global  sensor  networks  based  on global mobile telephone platforms maybe a very interesting way  to  create  a world wide nuclear watch dog service.   Objectives  The aim of the project is to promote world wide integration of sensor functions in mobile phones that  may  be  used  to  monitor  the  nuclear radiation world wide. The project restricts  itself to  technology  issues. However, we  also would like  to  initiate  a discussion  regarding using  the mobile  phone  systems  for  surveillance  of environmental  parameters  of  interest  for humanity world wide. We  hope  to  do  this  by showing sensor  functionalities related  to mobile phone  that  can  provide  the  desired functionalities.  In  addition  we  would  like  to investigate  optimal  sensor  functions  for  such surveillance application by answering questions like  

‐ Is  the  total  radioactive  dose  the  main issue or do we need energy resolution in the detector? 

‐ How  should  the  communication protocol be organized? 

‐ What kind of intelligence do we need to threshold the communication? 

‐ Can  such detector system be developed utilizing a Wikinomics  type of business model  or  is  it  entirely  an  issue  for national security organisations? 

 Ongoing activities The  project  is  a  new  identity  within  the STC@MIUN  but  is  based  on  the  knowledge platform  for  integrated  radiation  detectors developed  since  1996  at  the  Mid‐Sweden University.  Together  with  researchers  in computer  science  and  informatics  the  more general  society  oriented  questions  can  be addressed.   Results This  is  a  new  research  project  based  on  earlier research  results obtained  in  the area of medical imaging  and  direct  photon  counting  colour  X‐.ray imaging. The new application area demands technologies  that  offers  extremely  low  noise readout  of  sensor  data.  The  photon  counting readout  technique  can  deliver  such  low  noise operation.   To get a small size, a semiconductor detector  is preferred. Heavy compounds like CdTe or GaAs have  much  better  absorption  than  Si  for  high energies,  but  the  internal  fluorescence  in  the material  distorts  the  energy  signature.  The influence  of  fluorescence  in  CdTe  has  been studied in several recent publications.     

For further information contactDr. Börje Norlin  [email protected] Mid‐Sweden University 

Page 32: STC Annual Report 2007

A research program at Mid Sweden University, sponsored by The Knowledge Foundation, in partnership with:

Adal AB