IGEEKS TECHNOLOGIES

Software Training Division

Academic Projects for BE,ME,MCA,BCA and PHD Students

IGeekS Technologies (Make Final Year Project)

No: 19, MN Complex, 2nd Cross,

Sampige Main Road, Malleswaram, Bangalore- 560003.

Phone No: 080-32487434 /9590544567

Mail: training@Igeekstechnologies.com , nanduigeeks2010@gmail.com

Website: www.igeekstechnologies.com

Land mark : Near to Mantri Mall, Malleswaram Bangalore

S.No PROJECT TITLE Technology Used

IEEE 2014-15 JAVA PROJECTS 1 Learn to Personalized Image Search from the Photo Sharing Websites IEEE 2012 JDK 1.5, Java Swing, JDBC,

HTML, JSP

2 Towards a Statistical Framework for Source Anonymity in Sensor Networks

IEEE 2013

JDK 1.5, Java Swing

3 Packet-Hiding Methods for Preventing Selective Jamming Attacks IEEE 2012 JDK 1.5, Java Swing, RMI

4 Online Modeling of Proactive Moderation System for Auction Fraud Detection IEEE 2012

JDK 1.5,JSP,HTML,MYSQL

5 Participatory Privacy: Enabling Privacy in Participatory Sensi IEEE 2013

JDK 1.5,JSP,HTML,MYSQL

6 Privacy- and Integrity-Preserving Range Queries in Sensor Networks IEEE 2012 JDK 1.6, Java Swing, RMI,JDBC

7 CAM: Cloud-Assisted Privacy Preserving Mobile Health IEEE 2013 JDK 1.5,JSP,HTML,MYSQL

8 Mobile Relay Configuration in Data-Intensive Wireless Sensor Networks IEEE 2013 JDK 1.6, Java Swing, RMI

9 An Efficient Caching Scheme and Consistency Maintenance in Hybrid P2P System

IEEE 2012

JDK1.6,Java Swing

10 Dynamic Resource Allocation Using Virtual Machines for Cloud Computing

Environment IEEE 2013

JDK 1.5,JSP,HTML,MYSQL

11 Cloud Computing Security: From Single to Multi-Clouds IEEE 2012 JDK 1.5,JSP,HTML,MYSQL

12 Privacy-Preserving Public Auditing for Secure Cloud Storage IEEE 2013 JDK 1.5,JSP,HTML,MYSQL

13 Ensuring Distributed Accountability For Data Sharing In The Cloud IEEE 2012 JDK 1.5,JSP,HTML,MYSQL

14 Optimizing Cloud Resources for Delivering IPTV Services through Virtualization IEEE 2013

JDK 1.5,JSP,HTML,MYSQL

15 A Fast Clustering-Based Feature Subset Selection Algorithm for High

Dimensional Data IEEE 2013

JDK 1.5,JSP,HTML,MYSQL

16 Slicing: A New Approach to Privacy Preserving Data Publishing IEEE 2012 JDK 1.5, Java Swing, JDBC, HTML, JSP

17 RANKING MODEL ADAPTATION FOR DOMAIN-SPECIFIC SEARCH IEEE 2012 JDK 1.5, Java Swing, JDBC, HTML, JSP, Android

18 Multiparty Access Control for Online Social Networks: Model and Mechanism

IEEE 2012

JDK 1.5, Java Swing, JDBC, HTML, JSP, Android

19 Fast Data Collection in Tree-Based Wireless Sensor Networks IEEE 2012 JDK 1.5, Java Swing,J2ME

20 TrPF: A Trajectory Privacy-Preserving Framework for Participatory Sensing

IEEE-2013 JDK 1.5,JSP,HTML,MYSQL

21 Vampire attacks: Draining life from wireless ad-hoc sensor networks

IEEE2013 JDK 1.5,RMI,SWING

22 Fully Anonymous Profile Matching in Mobile Social Networks IEEE2013 JDK 1.5,JSP,HTML,MYSQL

23 Optimum Relay Selection for Energy-Efficient Cooperative Ad Hoc Networks IEEE 2013

JDK 1.5, Java Swing, RMI

24 AMES-Cloud: A Framework of Adaptive Mobile Video Streaming and Efficient

Social Video Sharing in the Clouds IEEE 2013 JDK 1.5,JSP,HTML,MYSQL

25 Anomaly Detection via Online Oversampling Principal Component Analysis.

(IEEE-2013) JDK 1.5,JSP,HTML,MYSQL

26 A system to Filter Unwanted Messages from OSN Uses Walls (IEEE-2013) JDK 1.5,JSP,HTML,MYSQL

27 Captcha as Graphical PasswordsA New Security Primitive Based on Hard AI

Problems (IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

28 A System for Denial-of-Service Attack Detection Based on Multivariate Correlation

Analysis (IEEE 2014) JDK 1.6,JSP,HTML,MYSQL

29 Access Control in Decentralized Online Social Networks: Applying a Policy-Hiding

Cryptographic Scheme and Evaluating Its Performance (IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

30 Key-Aggregate Cryptosystem for Scalable Data Sharing in Cloud Storage

( IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

31 Privacy-Preserving Optimal Meeting Location Determination on Mobile Devices (IEEE-2014)

JDK 1.6,JSP,HTML,MYSQL

32 Decentralized Access Control with Anonymous Authentication of Data Stored in

Clouds (IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

33 Personalized Web search Using Browsing History And Domain Knowledge

(IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

34 Cloud-Assisted Mobile-Access of Health Data With Privacy and Audit ability

(IEEE 2014) JDK 1.6,JSP,HTML,MYSQL

35 Oruta: Privacy-Preserving Public Auditing for Shared Data in the Cloud

(IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

36 Dealing With Concept Drifts in Process Mining (IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

37 Supporting Privacy Protection in Personalized Web Search (IEEE-2014) JDK 1.6,JSP,HTML,MYSQL

IEEE 2014-15 DOTNET PROJECTS

1 Secure Mining of Association Rules in Horizontally Distributed Databases

(IEEE-2013)

Visual Studio 2005/ 2008/

ASP.Net with C#, SQL Server 2008

2 Privacy Preserving Delegated Access Control in Public Clouds. (IEEE-2013) Visual Studio 2005/ 2008/ ASP.Net with C#, SQL

Server 2008

3 Attribute-based Access to Scalable Media in Cloud-assisted Content Sharing Networks (IEEE-2013)

Visual Studio 2005/ 2008/ ASP.Net with C#, SQL

Server 2008

4 Privacy Preserving Data Sharing With Anonymous ID Assignment (IEEE-2013) Visual Studio 2005/ 2008/

ASP.Net with C#, SQL

Server 2008

5 EMAP: Expedite Message Authentication Protocol for Vehicular Ad Hoc Networks.

(IEEE-2013)

C#.Net, Visual Studio

2008

6 BECAN: A Bandwidth-Efficient Cooperative Authentication Scheme for Filtering

Injected False Data in Wireless Sensor Networks IEEE 2012

C#.Net, Visual Studio

2008

7 Load-Balancing Multipath Switching System with Flow Slice (IEEE-2012) C#.Net, Asp.Net,

SQLServer 2005

8 Scalable Learning Of Collective Behaviour (IEEE-2012) C#.Net, Asp.Net, SQLServer 2005

9 Towards Secure and Dependable Storage Services in Cloud Computing

(IEEE-2012)

C#.Net, Asp.Net,

SQLServer 2005

10 Bridging Social and Data Networks (IEEE-2012,Knowledge and Data Engineering) C#.Net, Asp.Net, SQLServer 2005

11 Defenses Against Large Scale Online Password Guessing Attacks By Using

Persuasive Click Points (IEEE-2012, Image Processing)

C#.Net, Asp.Net,

SQLServer 2005

13 Efficient Audit Service Outsourcing For Data Integrity In Clouds

(IEEE-2012, Cloud Computing)

C#.Net, Asp.Net,

SQLServer 2005

14 SPOC: A Secure and Privacy-preserving Opportunistic Computing Framework for

Mobile-Healthcare Emergency (IEEE-2013, Parallel and Distributed Systems)

C#.Net, SQLServer 2005

15 Reversible Data Hiding In Encrypted Images By Reserving Room Before Encryption (IEEE -2013)

Visual Studio 2005/2008/

ASP.NetwithC#,SQL

Server 2008

16 Local Directional Number Pattern for Face Analysis: Face and Expression

Recognition (IEEE-2013)

C#.Net, Visual Studio

2008

17 LBP-Based Edge Texture Features For Object Recoginition (IEEE-2014)

C#.Net, Asp.Net,

SQLServer

18 Panda: Public Auditing for Shared Data with Efficient User Revocation in the Cloud

(IEEE-2014)

C#.Net, Asp.Net,

SQLServer 2008

19 Privacy-Preserving Multi-keyword Ranked Search over Encrypted Cloud Data

(IEEE-2014)

C#.Net, Asp.Net,

SQLServer 2008

20 Secure Data Retrieval For Decentralized Disruption Tolerant Military Networks (IEEE-2014)

C#.Net, Asp.Net, SQLServer 2008

Smart Antenna Projects or Mobile Communication Projects

1 Downlink Vertical Beamforming Designs for Active Antenna Systems

2014 MATLAB

2 Optimal Antenna Allocation in MIMO Radars with Collocated Antennas

2014 MATLAB

3 Reducing the Number of Elements in Multiple-Pattern Linear Arrays by the Extended

Matrix Pencil Methods

2014 MATLAB

4 Rate Adaptation for 802.11 Multiuser MIMO Networks 2014 MATLAB

5 Synthesis of Large Thinned Planar Arrays Using a Modified Iterative Fourier Technique 2014 MATLAB

6 Experimental Analysis of Dense Multipath Components in an Industrial Environment 2014 MATLAB

7 The Generalized Direct Optimization Technique for Printed Reflectarrays 2014 MATLAB

8 Transceiver Optimization for Multi-hop MIMO Relay Multicasting from Multiple Sources 2014 MATLAB

9 An Efficient Transmission Strategy for the Multicarrier Multiuser MIMO Downlink 2014 MATLAB

10 Noncoherent Joint Decision-Feedback Detection in Multi-User Massive MIMO Systems 2014 MATLAB

MATLAB IMAGE PROCESSING PROJECTS-2014

1 Robust Face Recognition for Uncontrolled Pose and Illumination Changes 2013

2 Reversible Watermarking Based on Invariant Image Classification and Dynamic Histogram Shifting 2013

3 Automatic Detection and Reconstruction of Building Radar Footprints From Single VHR SAR Images 2013

4 Linear Distance Coding for Image Classification 2013

5 Interactive Segmentation for Change Detection in Multispectral Remote-Sensing Images 2013

6 Estimating Information from Image Colors: An Application to Digital Cameras and Natural Scenes 2013

7 Casual Stereoscopic Photo Authoring 2013

8 Airborne Vehicle Detection in Dense Urban Areas Using HoG Features 2013

9 Rich Intrinsic Image Decomposition of Outdoor Scenes from Multiple Views 2013

10 A Hybrid Multiview Stereo Algorithm for Modeling Urban Scenes

2013

11 Histology Image Retrieval in Optimized Multifeature Spaces 2013

12 Automatic License Plate Recognition (ALPR) 2013

13 Context-Based Hierarchical Unequal Merging for SAR Image Segmentation 2013

14 Robust Hashing for Image Authentication Using Zernike Moments andLocal Features 2013

15 An Optimized Wavelength Band Selection for Heavily Pigmented Iris Recognition

2013

16 Context-Dependent Logo Matching and Recognition 2013

17 Active Visual Segmentation 2013

18 Hierarchical Prediction and Context Adaptive Coding for Lossless Color Image Compression 2014

19 Robust Carotid Artery Recognition in Longitudinal B-Mode Ultrasound Images. 2014

20 Color Texture Classification Using Shortest Paths in Graphs 2014

21 Shape Vocabulary: A Robust and Efficient Shape Representation for Shape Matching. 2014

22 Ordinal Feature Selection for Iris and Palmprint Recognition 2014

23 Image Authentication Using Stochastic Diffusion 2013

24 Face Detection and Tracking in Video 2013

25 Automated Biometric Based Access in Automatic Teller Machine (ATM) 2013

26 Tumor-Cut: Segmentation of Brain Tumors on Contrast Enhanced MR Images for Radiosurgery Applications 2013

27 Super-Resolution based Inpainting

2013

11 Reduced-Complexity Antenna Selection Schemes in Spatial Modulation 20114 MATLAB

12 Alleviating the Practical Restrictions for MUSIC Algorithm in Actual Microwave Imaging

Systems

2014 MATLAB

13 Alleviating the Practical Restrictions for MUSIC Algorithm in Actual Microwave Imaging

Systems

2014 MATLAB

14 Energy Efficiency of Large-Scale Multiple Antenna Systems with Transmit Antenna

Selection

2014 MATLAB

15 Antenna Bandwidth Optimization With Single Frequency Simulation 2014 MATLAB

16 Geometry Design Optimization of Large-Scale Broadband Antenna Array Systems 2014 MATLAB

17 Non-Omnidirectional Monopoles Forming a UCA and Resulting Resolution Capability of

MUSIC

2014 MATLAB

18 Compact 433 MHz antenna for wireless smart system applications 2014 MATLAB

19 Robust interference suppression using a new LMS-based adaptive beamforming algorithm 2014 MATLAB

20 Non-Omnidirectional Monopoles Forming a UCA and Resulting Resolution Capability of

MUSIC

2014 MATLAB

21 Dual-Band Dual-Polarized Compact Bowtie Antenna Array for Anti-Interference MIMO

WLAN

2014 MATLAB

22 Smart antennas aided wideband detection for spectrum sensing in cognitive radio

networks

2014 MATLAB

23 Downlink soft handover using multi-cell MIMO for 4G-LTE smart-phones 20114 MATLAB

24 Improved Main-Beam Nulling Through Single Switchable Displaced Element for Small

Scale Adaptive Array

2014 MATLAB

25 Suppression of intermittent interference using smart antenna with distributed training

scheme

2014 MATLAB

26 Robust DOA Estimation Using a 2D Novel Smart Antenna Array 2014 MATLAB

VANET Project List 1 A Proxy-Based Authentication and Billing Scheme With Incentive-Aware Multihop

Forwarding for Vehicular Networks

2014 MATLAB

2 An improved cross-layer privacy-preserving authentication in WAVE-enabled VANETs 2014 MATLAB

3 Geocast routing: Recent advances and future challenges in vehicular adhoc networks 2014 MATLAB

4 Vehicular Adhoc Networks Handovers with Metaheuristic Algorithms 2014 MATLAB

5 Data Dissemination in VANETs: A Scheduling Approach 2014 MATLAB

6 Expected capacity based handoff scheme for multimedia data in WLAN 2014 MATLAB

7 LLA: A New Anypath Routing Scheme Providing Long Path Lifetime in VANETs 2014 MATLAB

8 DA2RF: A data aggregation algorithm by restricting forwarders for VANETs 2014 MATLAB

9 Path Loss Characterization for Vehicular Communications at 700 MHz and 5.9 GHz Under LOS and NLOS Conditions

2014 MATLAB

10 Study of Connectivity in a Vehicular Ad Hoc Network with Random Node Speed

Distribution

2014 MATLAB

11 End-to-end performance for SCF-based vehicular routing over multiple communication

gaps

2014 MATLAB

12 Towards a trust management for VANETs 2014 MATLAB

13 A novel approach to efficient and reliable routing in Vanets 2014 MATLAB

14 Vehicle Mobility and Communication Channel Models for Realistic and Efficient Highway

VANET Simulation

2014 MATLAB

15 Efficient vehicle to vehicle communication protocol for VANETs 2014 MATLAB

16 A next-hop selection scheme for emergency message propagation in VANETs 2014 MATLAB

17 A Disturbance-Adaptive Design for VANET-Enabled Vehicle Platoon 2014 MATLAB

18 Impact of Multidirectional Forwarding on the Capacity of Large Wireless Networks 2014 MATLAB

19 MAP: The new clustering algorithm based on multitier network topology to prolong the lifetime of wireless sensor network

2014 MATLAB

20 A Proxy-Based Authentication and Billing Scheme With Incentive-Aware Multihop

Forwarding for Vehicular Networks

2014 MATLAB

Routing Algorithms IEEE 2014 Projects 1 Ant Based Cluster Head Election Algorithm in Wireless Sensor Network to Avoid

Redundancy 2014 MATLAB/JAVA

2 Mobile Traffic Sensor Routing in Dynamic Transportation Systems 2014 MATLAB/JAVA

3 A Transmission Scheme for Wireless Sensor Networks Using Ant Colony 2014 MATLAB/JAVA

Optimization With Unconventional Characteristics

4 Distributed grooming, routing, and wavelength assignment for dynamic optical

networks using ant colony optimization 2014 MATLAB/JAVA

5 A swarm based global routing optimization scheme 2014 MATLAB/JAVA

6 Performance improvement of MANET under DSR protocol using swarm optimization 2014 MATLAB/JAVA

7 On Swarm Intelligence Inspired Self-Organized Networking: Its Bionic Mechanisms, Designing Principles and Optimization Approaches

2014 MATLAB/JAVA

8 Fuzzy Cost Based Multipath Routing Protocol for MANETS 2014 MATLAB/JAVA

9 Locoduo - Low Cost Dual Hop Clustering Based Routing Protocol for Wireless Sensor

Network 2014 MATLAB/JAVA

10 Stabilizing Route Selection in BGP 2014 MATLAB/JAVA

11 Stackelberg Routing on Parallel Networks With Horizontal Queues 2014 MATLAB/JAVA

12 Reward based cooperative routing in Mobile Ad hoc Network by using Markov

Decision Process 2014 MATLAB/JAVA

13 OpenFlow based hybrid routing in Wireless Sensor Networks 2014 MATLAB/JAVA

14 Achieving Reliable Transmission Using Topology Control in MANET 2014 MATLAB/JAVA

15 Localized QoS Routing Based on Links Blocking Probability 2014 MATLAB/JAVA

16 Enhanced Flooding Scheme for AODV Routing Protocol in Mobile Ad Hoc Networks 2014 MATLAB/JAVA

17 Energy-Efficient Reliable Routing Considering Residual Energy in Wireless Ad Hoc

Networks 2014 MATLAB/JAVA

18 Flow-Level Stability of Wireless Networks: Separation of Congestion Controland Scheduling

2014 MATLAB/JAVA

19

Optimal degree centrality based algorithm for cluster head selection in wireless sensor networks

2014 MATLAB/JAVA

20 Maximizing the lifetime of delay-sensitive sensor networks via joint routing and

sleep scheduling 2014 MATLAB/JAVA

21 Enhanced DSR: An efficient routing protocol for MANET 2014 MATLAB/JAVA

22 Improved energy efficiency semi static routing algorithm using sink mobility for

WSNs 2014 MATLAB/JAVA

23 Using network traffic to infer power levels in wireless sensor nodes 2014 MATLAB/JAVA

24 SAERP: An energy efficiency Real-time Routing protocol in WSNs 2014 MATLAB/JAVA

25 Quality of service enhancement in MANETs with an efficient routing algorithm 2014 MATLAB/JAVA

26 Improvement delay and capacity (throughput) in Mobile Ad Hoc Networks using a

new routing algorithm 2014 MATLAB/JAVA

27 Influence of crossover and mutation on the behavior of Genetic algorithms in Mobile

Ad-hoc Networks 2014 MATLAB/JAVA

28 Reliable Attribute Based Flooding in Distributed WSN 2014 MATLAB/JAVA

29 A Network Lifetime Enhancement Method for Sink Relocation and Its Analysis in

Wireless Sensor Networks 2014 MATLAB/JAVA

30 An Energy-Aware Trust Derivation Scheme With Game Theoretic Approach in

Wireless Sensor Networks for IoT Applications 2014 MATLAB/JAVA

31 An Improved DV-Distance Algorithm with Assistant Anchor for Nodes Localization in

WSNs 2014 MATLAB/JAVA

32 A Transmission Scheme for Wireless Sensor Networks Using Ant Colony

Optimization With Unconventional Characteristics 2014 MATLAB/JAVA

33 Reliability-Oriented Single-Path Routing Protocols in Wireless Sensor Networks 2014 MATLAB/JAVA

34 Energy Efficient Grid Based Clustering and Routing Algorithms for Wireless Sensor

Networks 2014 MATLAB/JAVA

35 (ACH)2: Routing Scheme to Maximize Lifetime and Throughput of Wireless Sensor Network

2014 MATLAB/JAVA

36 Lightweight Balanced Power Saving MAC Protocol for Wireless Sensor Networks 2014 MATLAB/JAVA

37 EDAL: An Energy-Efficient, Delay-Aware, and Lifetime-Balancing Data Collection

Protocol for Heterogeneous Wireless Sensor Networks

2014 MATLAB/JAVA

38 Detection of HELLO flood attack on LEACH protocol 2014 MATLAB/JAVA

39 QoS based evaluation of routing protocols in WSN 2014 MATLAB/JAVA

40 Designing a Secure and Reliable Node Disjoint Multipath Routing Algorithm and a

Survey on Existing Techniques

2014 MATLAB/JAVA

41 Network lifetime enhanced tri-level clustering and routing protocol for monitoring of 2014 MATLAB/JAVA

Web Mining IEEE 2014 -JAVA 1 A Hybrid Approach for Predicting User's Future Request

2 Interpreting the Public Sentiment Variations on Twitter

3 WebMate: Web Application Test Generation in the Real World

4 Content based news recommendation system based on fuzzy logic

5 Mining Social Media Data for Understanding Students' Learning Experiences

6 The Influence of Negative Emotions in an Online Brand Community on Customer Innovation Activities

7 Prioritizing web links based on web usage and content data

8 Exploiting Web Browsing Activities for User Needs Identification

9 A novel approach for content extraction from web pages

10 Semantic Properties of Customer Sentiment in Tweets

11 An approach towards comprehensive sentimental data analysis and opinion mining

12 A New Clustering and Preprocessing for Web Log Mining

13 Web search personalization using machine learning techniques

14 Book recommendation system based on combine features of content based filtering, collaborative filtering

and association rule mining

15 News recommendation based on Web usage and Web content mining

offshore wind farms

42 An Energy-Balanced Routing Method Based on Forward-Aware Factor for Wireless

Sensor Networks

2014 MATLAB/JAVA

Embedded with Android ( Hardware + Software projects)

1 Child Activity Recognization Using Accelerometer And RFID Reader Hardware+Android

2 Centralized LPG Cylinders Theft Detection System With Security Alerts Hardware+Android

3 NFC-Enabled Smartphone Application for Drug Interaction and Drug Allergy Detection Hardware+Android

4 Reactive Navigation Of Multiple Moving Agents In Room Environment Hardware+Android

5 Health @ Home Remote monitoring of vital signs Hardware+Android

6 Advanced Sofesticated Techniques In Vehicles For Prevention Of Accidents Hardware+Android

7 GPS based child tracking with server & SMS alert to parents Hardware+Android

8 Remote Electronic Lab Using Wireless Network Technology Hardware+Android

9 MEMS (Accelerometer) based robot motion control with fire, gas detection & control

system with voice alert Hardware+Android

10 Speech based monitoring using Android phone Hardware+Android

11 A Fair Fare System TO Detect Tampering Using Andriod Phone Hardware+Android

12 Building Lighting Automation through the Integration with Wireless Sensor Network Hardware+Android

13 Speech Recognition Based Wireless Automation Of Home Loads With Fault Identification

For Physically Challenged Hardware+Android

14 More Efficient Home Energy Management System using Android Phone Hardware+Android

15 Lab automation using Android phone through Bluetooth technology Hardware+Android

16 Human detection in natural disaster using PIR sensor Hardware+Android

17 Evidence Collection From Car Black Boxes Using Smart Phones Hardware+Android

18 Android Based Temperature And Voltage Measurement Hardware+Android

19 Robotic Aid For Survilence Of Human Beings Using ZIGBEE Hardware+Android

20 Auromatic Ordering And Billing In Hotels Hardware+Android

21 Industrial Automation for Mobile Device using Bluetooth Technology Hardware+Android

22 Android Based Robot Control Hardware+Android

23 Health at the home:Remote health monitoring for patients and senior citizens at the

home by using centralized web server Hardware+Android

24 Transport/Travel Management System: Detection of Aggressive driving of commercial

vehicles, along with Fuel theft detection, using centralized web server Hardware+Android

25 Intelligent Food Management System: Maintenance of Agro and Non-Agro Foods in Cold

Storage/Warehouse Hardware+Android