A DRY ELECTRODE LOW POWER CMOS EEG...

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A DRY ELECTRODE LOW POWER CMOS EEG ACQUISITION SOC FOR SEIZURE DETECTION TEAM 6: MATTHIEU DURBEC, VALENTIN BERANGER, KARIM ELOUELDRHIRI ECE 6414 – SPRING 2017

Transcript of A DRY ELECTRODE LOW POWER CMOS EEG...

Page 1: A DRY ELECTRODE LOW POWER CMOS EEG …mgh-courses.ece.gatech.edu/ece6414/S17/Projects/Team6_Presentatio… · Charge scaling DAC Unit capacitance - 500fF Importance of transmission

A DRY ELECTRODE LOW POWER

CMOS EEG ACQUISITION SOC FOR

SEIZURE DETECTION

TEAM 6: MATTHIEU DURBEC, VALENTIN BERANGER,

KARIM ELOUELDRHIRI

ECE 6414 – SPRING 2017

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• Project motivation

• Design overview

• Body-Electrode Interface

• Voltage references

• Chopper Stabilized LNA

• Low Pass filter

• ADC Driver

• SAR-ADC

• Conclusion

OUTLINE

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Epilepsy neurological disorder Abnormal firing in a group of neurons Clinical onset:

Loss of coherence/cognition Loss of motor control Convulsions

Objective: sense these signals and establish correlation with clinical onset

Use of machine learning techniques and training to patient-specific data

PROJECT MOTIVATION

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Multi Channel EEG Acquisition system Wireless low power chip Digitized EEG signals transmitted for

processing Machine learning algorithm for processing

channel signals IC design specifications

DESIGN OVERVIEW

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Dry-electrode model: Gel free solution Increased impedance in the skin-electrode interface

Circuit model: Resistor : body Resistor & Capacitance: Stratum Corneum

Electrode offset voltage (EOV): 10-100mV EEG Signals: 10-50 μV EEG frequency range: 0.5 - 100 Hz

BODY-ELECTRODE INTERFACE

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A chopper stabilized amplifier system consists of modulating and demodulating carriers with period T= 1/fchop, where fchop is the chopper frequency.

DC servo loop uses for high pass filter and cancel residual offset

Chopping reduces the DC input impedance of the sensing front-end. The low input impedance can result in attenuation of the weak input signals and degradation in noise performance

Chopper-stabilized LNA

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Chopping -> reduces the flicker noise

Upmodulated flicker noise and offset show up as ripples at the output of the amplifier

Sol :a parallel-RC impedance is added immediately after the 1st stage.

A fully differential chopper amplifier

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The EEG signal bandwidth is in the range 0.5-100 Hz

Pseudo-resistor larger than 100 GΩ in the feedback loop. Proccess variations (factor of 100).

Duty-cycled resistors to enable high linearity and reliability

DC servo loop

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Chopping reduces the DC input impedance of the sensing front-end

-> Impedance boosting.

Auxialiary path

Impedance boosting

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The auxiliary-path used charges the input caps Cin at the beginning of every chopping phase using aux-buffers reducing the charge provided by the input voltage, thus boosting Zin.

Impedance boosting

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Vin provides zero charge ->

Problem : Amplification of aux-buffer offset and flicker noise

Impedance boosting

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Sol: Voff is up-modulated to fc/4 by using mixers M1 and M2

Voff creates a benign ripple instead of a DC offset.

Storage capacitors Caux=8pF assist the aux-buffers at the beginning of the pre-charge phase.

Higher input impedance without increasing power consumption

Impedance boosting

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Results

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Results

Metrics Target SpecificationVoltage Supply 3.1V

Power consumption 67µWGain 43.5dBBW 0.5Hz-10kHz

CMRR 55dBInput impedance 8GΩ @1Hz

Input-referred noise 0.75µVRMS (1-200Hz)5.27µVRMS(200-10kHz)

Ripple rejection yesProcess 0.6 um

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Power supply: 3.7V Rechargeable Polymer Li-Ion

battery Tenergy model PL 401225

Bandgap Reference Circuit: Constant Vref independent of

temperature swings CTAT, PTAT and Start-up circuit

Generated Vref: 3.14V at Vdd

VOLTAGE REFERENCES: BGR

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VOLTAGE REFERENCES: BGR

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Voltage Regulator: Ensures constant voltage across the

system Negative feedback control loop Supplies reference voltage to the

entire chip Output of the regulator 95% the

voltage reference generated by BGR

VOLTAGE REFERENCES: REGULATOR

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VOLTAGE REFERENCES: REGULATOR

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VOLTAGE REFERENCES: REGULATOR

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Fully differential topology with common mode feedback and gain enhancement

Provide frequency cut off for EEG signals and gain

Low pass filter specifications

LOW PASS FILTER

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LOW PASS FILTER

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Drive capacitance sample & hold of the ADC

Fully differential amplifier with common mode feedback and gain enhancement

Additional gain to reach the ADC dynamic range

ADC Driver specifications

ADC DRIVER

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ADC DRIVER

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ADC DRIVER

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12-bit successive approximation register converter

6-bit main-DAC and 6-bit sub-DAC architecture, both implemented as passive charge-redistribution capacitor arrays, providing an inherent sample and hold function

Energy per conversion down to very low speeds (i.e., around 600 S/s)

SAR ADC Design

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Three steps: purging, auto-zeroing and sampling

Management of clocking is crucial in this design

Use of a consequent number of switches

SAR ADC Operation Principle

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Charge scaling DAC

Unit capacitance - 500fF

Importance of transmission gate

Digital to Analog Converter (DAC)

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Successive Approximation Register

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Specifications

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Comparison with State of the Art

CONCLUSION

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[1] N. Verma, A. Shoeb, J. Bohorquez, J. Dawson, J. Guttag and A P. Chandrakasan, “A Micro Power EEG Acquisition SoC With Integrated Feature Extraction Processor for a Chronic Seizure Detection System,” IEEE journal of solid-state circuits, vol.45, no. 4, April 2010.

[2] S. Lim, C. Seok, H. Kim, H. Song and H. Ko, “A Fully Integrated EEG Analog Front-End IC with Capacitive Input Impedance Boosting Loop”, IEEE Custom Integrated Circuits Conference (CICC), 2014.

[3] YM. Chi, T-P Jung, G Cauwenberghs, “Dry-contact and Noncontact Biopotential Electrodes: Methodological Review,” IEEE Reviews in Biomedical Engineering, vol. 3, 2010.

[4] A. Bragin I. Fried R. J. Staba, C. L.Wilson and Jr J. Engel, “Quantitative analysis of high-frequency oscillations (80500 hz) recorded in human epileptic hippocampus and entorhinal cortex,” J. Neurophysiol., vol. 88, pp. 1743 – 1752, 10 2002.

[5] F. Shahrokhi, K. Abdelhalim, D. Serletis, P.L. Carlen, and R. Genov, “The 128-channel fully differential digital integrated neural recording and stimulation interface,” Biomedical Circuits and Systems, IEEE Transactions on, vol. 4, no. 3, pp. 149–161, June 2010.

[6] N.Verma and A.P.Chandrakasan, “An ultra low energy 12-bit rate-resolution scalable SAR ADC for wireless sensor nodes,” IEEE J. Solid- State Circuits, vol. 42, no. 6, pp. 1196–1205, Jun. 2007.

[7] G. Promitzer, “12-bit low-power fully differential noncalibrating successive approximation ADC with 1 MS/s,” IEEE J. Solid-State Circuits, vol. 36, no. 7, pp. 1138–1143, Jul. 2001.

[8] T. Denison, et al., “A 2 μW 100 nV/rtHz chopper-stabilized instrumentation amplifier for chronic measurement of neural field potentials,” IEEE J.Solid-State Circuits, vol. 42, no. 12, pp. 2934–2945, Dec. 2007.

[9] R. Jacob Baker, “CMOS Circuit Design, Layout, and Simulation”, 3rd Edition, IEEE Press Series on Microelectronic Systems, 2010.

[10] Q. Fan, F. Sebastiano, J. H. Huijsing, and K. A. A. Makinwa, , “A 1.8 μW60 nV/√Hz capacitively-coupled chopper instrumentation amplifier in 65 nm CMOS for wireless sensor nodes,” IEEE J. Solid-State Circuits, vol. 46, no. 7, pp. 1534–1543, Jul. 2011.

[11] J. Xu et al., “A 160 μW 8-channel active electrode system for EEG monitoring,” IEEE Trans. Biomed. Circuits Syst., vol. 5, no. 6, pp. 555–567, Dec. 2011.

[12] H. Chandrakumar et.al, “A Simple Area-Efficient Ripple-Rejection Technique for Chopped Biosignal Amplifiers,” IEEE Trans. Circuits and Systems-II: Express Briefs, vol. 62, no. 2, pp.189-193, Feb. 2015.

[13] H. Chandrakumar, et al., “A 2μW 40mVpp Linear-Input-Range Chopper-Stabilized Bio-Signal Amplifier with Boosted Input Impedance of 300MΩ and Electrode-Offset Filtering,” ISSCC, pp. 96-97, Feb. 2016.

[14] H. Chandrakumar, et al., “2.8μW 80mVpp-Linear-Input-Range 1.6GΩ-Input Impedance Bio-Signal Chopper Amplifier Tolerant to Common-Mode Interference up to 650mVpp” IEEE International Solid-State Circuits Conference (ISSCC) 2017

REFERENCES

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