Silicon-Integrated High-Density Electrocortical Interfaces

Recent demand and initiatives in brain research have driven significant interest toward developing chronically implantable neural interface systems with high spatiotemporal resolution and spatial coverage extending to the whole brain. Electroencephalography-based systems are noninvasive and cost efficient in monitoring neural activity across the brain, but suffer from fundamental limitations in spatiotemporal resolution. On the other hand, neural spike and local field potential (LFP) monitoring with penetrating electrodes offer higher resolution, but are highly invasive and inadequate for long-term use in humans due to unreliability in long-term data recording and risk for infection and inflammation. Alternatively, electrocorticography (ECoG) promises a minimally invasive, chronically implantable neural interface with resolution and spatial coverage capabilities that, with future technology scaling, may meet the needs of recently proposed brain initiatives. In this paper, we discuss the challenges and state-of-the-art technologies that are enabling next-generation fully implantable high-density ECoG interfaces, including details on electrodes, data acquisition front-ends, stimulation drivers, and circuits and antennas for wireless communications and power delivery. Along with state-of-the-art implantable ECoG interface systems, we introduce a modular ECoG system concept based on a fully encapsulated neural interfacing acquisition chip (ENIAC). Multiple ENIACs can be placed across the cortical surface, enabling dense coverage over wide area with high spatiotemporal resolution. The circuit and system level details of ENIAC are presented, along with measurement results.

[1]  Refet Firat Yazicioglu,et al.  A 60 $\mu$W 60 nV/$\surd$Hz Readout Front-End for Portable Biopotential Acquisition Systems , 2007, IEEE Journal of Solid-State Circuits.

[2]  Johann W. Kolar,et al.  High-Efficiency Transcutaneous Energy Transfer for Implantable Mechanical Heart Support Systems , 2015, IEEE Transactions on Power Electronics.

[3]  N. Logothetis,et al.  Direct electrical stimulation of human cortex — the gold standard for mapping brain functions? , 2011, Nature Reviews Neuroscience.

[4]  Babak Ziaie,et al.  New and Emerging Energy Sources for Implantable Wireless Microdevices , 2015, IEEE Access.

[5]  Brian P. Ginsburg,et al.  Low-Power Impulse UWB Architectures and Circuits , 2009, Proceedings of the IEEE.

[6]  Nikolai Dechev,et al.  Wireless Power Transfer for Telemetric Devices With Variable Orientation, for Small Rodent Behavior Monitoring , 2015, IEEE Sensors Journal.

[7]  Peter Spies,et al.  An Overview of Technical Challenges and Advances of Inductive Wireless Power Transmission , 2013, Proceedings of the IEEE.

[8]  Mohamad Sawan,et al.  A Single-Chip Full-Duplex High Speed Transceiver for Multi-Site Stimulating and Recording Neural Implants , 2016, IEEE Transactions on Biomedical Circuits and Systems.

[9]  M. Kobayashi,et al.  A wireless near-infrared energy system for medical implants , 1999, IEEE Engineering in Medicine and Biology Magazine.

[10]  Qiuting Huang,et al.  A low-noise CMOS instrumentation amplifier for thermoelectric infrared detectors , 1997 .

[11]  Reid R. Harrison,et al.  The Design of Integrated Circuits to Observe Brain Activity , 2008, Proceedings of the IEEE.

[12]  D. Miklavčič,et al.  ELECTRIC PROPERTIES OF TISSUES , 2006 .

[13]  Toshiki Yoshimine,et al.  Electrocorticographic Brain–Machine Interfaces for Motor and Communication Control , 2015 .

[14]  Paul L. Nunez,et al.  Electric and Magnetic Fields Produced by the Brain , 2012 .

[15]  Soumyajit Mandal,et al.  Power-Efficient Impedance-Modulation Wireless Data Links for Biomedical Implants , 2008, IEEE Transactions on Biomedical Circuits and Systems.

[16]  P. H. Peckham,et al.  Data transmission from an implantable biotelemeter by load-shift keying using circuit configuration modulator , 1995 .

[17]  T. Sejnowski,et al.  Closed-Loop Brain–Machine–Body Interfaces for Noninvasive Rehabilitation of Movement Disorders , 2014, Annals of Biomedical Engineering.

[18]  L. Miller,et al.  Optimal spacing of surface electrode arrays for brain–machine interface applications , 2010, Journal of neural engineering.

[19]  A.P. Chandrakasan,et al.  An Energy-Efficient All-Digital UWB Transmitter Employing Dual Capacitively-Coupled Pulse-Shaping Drivers , 2009, IEEE Journal of Solid-State Circuits.

[20]  Ruslana Shulyzki,et al.  320-Channel Active Probe for High-Resolution Neuromonitoring and Responsive Neurostimulation , 2015, IEEE Transactions on Biomedical Circuits and Systems.

[21]  Guangqiang Jiang,et al.  Technology Advances and Challenges in Hermetic Packaging for Implantable Medical Devices , 2009 .

[22]  A.-T. Avestruz,et al.  A 2 $\mu\hbox{W}$ 100 nV/rtHz Chopper-Stabilized Instrumentation Amplifier for Chronic Measurement of Neural Field Potentials , 2007, IEEE Journal of Solid-State Circuits.

[23]  Refet Firat Yazicioglu,et al.  A 160μW 8-channel active electrode system for EEG monitoring , 2011, 2011 IEEE International Solid-State Circuits Conference.

[24]  Hsin Chen,et al.  An active, flexible carbon nanotube microelectrode array for recording electrocorticograms , 2011, Journal of neural engineering.

[25]  Jan M. Rabaey,et al.  A 4.78 mm 2 Fully-Integrated Neuromodulation SoC Combining 64 Acquisition Channels With Digital Compression and Simultaneous Dual Stimulation , 2015, IEEE Journal of Solid-State Circuits.

[26]  Blake S. Wilson,et al.  Cochlear implants: A remarkable past and a brilliant future , 2008, Hearing Research.

[27]  Chen Zhang,et al.  A 16-Channel Patient-Specific Seizure Onset and Termination Detection SoC With Impedance-Adaptive Transcranial Electrical Stimulator , 2015, IEEE Journal of Solid-State Circuits.

[28]  Yong Lian,et al.  A 1-V 450-nW Fully Integrated Programmable Biomedical Sensor Interface Chip , 2009, IEEE Journal of Solid-State Circuits.

[29]  Jongkil Park,et al.  A 16-channel wireless neural interfacing SoC with RF-powered energy-replenishing adiabatic stimulation , 2015, 2015 Symposium on VLSI Circuits (VLSI Circuits).

[30]  Farhad Goodarzy,et al.  Feasibility of Energy-Autonomous Wireless Microsensors for Biomedical Applications: Powering and Communication , 2015, IEEE Reviews in Biomedical Engineering.

[31]  Charles L. Wilson,et al.  Quantitative analysis of high-frequency oscillations (80-500 Hz) recorded in human epileptic hippocampus and entorhinal cortex. , 2002, Journal of neurophysiology.

[32]  Guillaume Charvet,et al.  WIMAGINE: Wireless 64-Channel ECoG Recording Implant for Long Term Clinical Applications , 2015, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[33]  Thomas Stieglitz,et al.  Parylene-coated metal tracks for neural electrode arrays - Fabrication approaches and improvements utilizing different laser systems , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[34]  Tim Oates,et al.  A Flexible Multichannel EEG Feature Extractor and Classifier for Seizure Detection , 2015, IEEE Transactions on Circuits and Systems II: Express Briefs.

[35]  R. Bakay,et al.  Cortical stimulation for the rehabilitation of patients with hemiparetic stroke: a multicenter feasibility study of safety and efficacy. , 2008, Journal of neurosurgery.

[36]  R. Goodman,et al.  Responsive neurostimulation for the treatment of epilepsy. , 2011, Neurosurgery clinics of North America.

[37]  Andreas Schulze-Bonhage,et al.  Signal quality of simultaneously recorded invasive and non-invasive EEG , 2009, NeuroImage.

[38]  Ying Yao,et al.  An Implantable 64-Channel Wireless Microsystem for Single-Unit Neural Recording , 2009, IEEE Journal of Solid-State Circuits.

[39]  Felice T. Sun,et al.  The RNS System: responsive cortical stimulation for the treatment of refractory partial epilepsy , 2014, Expert review of medical devices.

[40]  byBrooke LaBranche Fully-Implantable Cochlear Implant SoC With Piezoelectric Middle-Ear Sensor and Arbitrary Waveform Neural Stimulation , 2016 .

[41]  G. Schalk,et al.  Brain-Computer Interfaces Using Electrocorticographic Signals , 2011, IEEE Reviews in Biomedical Engineering.

[42]  Keshab K. Parhi,et al.  Low-Complexity Seizure Prediction From iEEG/sEEG Using Spectral Power and Ratios of Spectral Power , 2016, IEEE Transactions on Biomedical Circuits and Systems.

[43]  Joonsoo Jeong,et al.  A Miniaturized, Eye-Conformable, and Long-Term Reliable Retinal Prosthesis Using Monolithic Fabrication of Liquid Crystal Polymer (LCP) , 2015, IEEE Transactions on Biomedical Engineering.

[44]  D W Moran,et al.  A chronic generalized bi-directional brain–machine interface , 2011, Journal of neural engineering.

[45]  Huanyu Cheng,et al.  A Physically Transient Form of Silicon Electronics , 2012, Science.

[46]  Maysam Ghovanloo,et al.  A Power-Efficient Wireless System With Adaptive Supply Control for Deep Brain Stimulation , 2013, IEEE Journal of Solid-State Circuits.

[47]  P. Tresco,et al.  Response of brain tissue to chronically implanted neural electrodes , 2005, Journal of Neuroscience Methods.

[48]  E. Fetz,et al.  Direct electrical stimulation of the somatosensory cortex in humans using electrocorticography electrodes: a qualitative and quantitative report , 2013, Journal of neural engineering.

[49]  Maysam Ghovanloo,et al.  Optimal Design of Wireless Power Transmission Links for Millimeter-Sized Biomedical Implants , 2016, IEEE Transactions on Biomedical Circuits and Systems.

[50]  Maysam Ghovanloo,et al.  Design and Optimization of Printed Spiral Coils for Efficient Transcutaneous Inductive Power Transmission , 2007, IEEE Transactions on Biomedical Circuits and Systems.

[51]  Nigel H. Lovell,et al.  CMOS neurostimulation ASIC with 100 channels, scaleable output, and bidirectional radio-frequency telemetry , 2001, IEEE Transactions on Biomedical Engineering.

[52]  Maurits Ortmanns,et al.  Telemetry for implantable medical devices: Part 3 - Data telemetry , 2014, IEEE Solid-State Circuits Magazine.

[53]  David M. Himes,et al.  Prediction of seizure likelihood with a long-term, implanted seizure advisory system in patients with drug-resistant epilepsy: a first-in-man study , 2013, The Lancet Neurology.

[54]  A Vanhoestenberghe,et al.  Corrosion of silicon integrated circuits and lifetime predictions in implantable electronic devices , 2013, Journal of neural engineering.

[55]  Rafael Peña,et al.  Recharging the battery of implantable biomedical devices by light. , 2009, Artificial organs.

[56]  Thomas J. Richner,et al.  Optogenetic micro-electrocorticography for modulating and localizing cerebral cortex activity , 2014, Journal of neural engineering.

[57]  Daniel R. Merrill,et al.  Electrical stimulation of excitable tissue: design of efficacious and safe protocols , 2005, Journal of Neuroscience Methods.

[58]  Reid R. Harrison,et al.  A Wireless Integrated Circuit for 100-Channel Charge-Balanced Neural Stimulation , 2009, IEEE Transactions on Biomedical Circuits and Systems.

[59]  A. Lambacher,et al.  Identifying firing mammalian neurons in networks with high-resolution multi-transistor array (MTA) , 2011 .

[60]  Hao Gao,et al.  21.2 A 3nW signal-acquisition IC integrating an amplifier with 2.1 NEF and a 1.5fJ/conv-step ADC , 2015, 2015 IEEE International Solid-State Circuits Conference - (ISSCC) Digest of Technical Papers.

[61]  Tobias Loddenkemper,et al.  Seizure detection, seizure prediction, and closed-loop warning systems in epilepsy , 2014, Epilepsy & Behavior.

[62]  M. Belluscio,et al.  Closed-Loop Control of Epilepsy by Transcranial Electrical Stimulation , 2012, Science.

[63]  Karim Abdelhalim,et al.  64-Channel UWB Wireless Neural Vector Analyzer SOC With a Closed-Loop Phase Synchrony-Triggered Neurostimulator , 2013, IEEE Journal of Solid-State Circuits.

[64]  Chih-Wei Chang,et al.  A fully integrated 8-channel closed-loop neural-prosthetic SoC for real-time epileptic seizure control , 2013, 2013 IEEE International Solid-State Circuits Conference Digest of Technical Papers.

[65]  Rahul Sarpeshkar,et al.  Feedback Analysis and Design of RF Power Links for Low-Power Bionic Systems , 2007, IEEE Transactions on Biomedical Circuits and Systems.

[66]  Fan Zhang,et al.  Design of Ultra-Low Power Biopotential Amplifiers for Biosignal Acquisition Applications , 2012, IEEE Transactions on Biomedical Circuits and Systems.

[67]  Teresa H. Y. Meng,et al.  HermesE: A 96-Channel Full Data Rate Direct Neural Interface in 0.13 $\mu$ m CMOS , 2012, IEEE Journal of Solid-State Circuits.

[68]  R.R. Harrison,et al.  A Low-Power Integrated Circuit for a Wireless 100-Electrode Neural Recording System , 2006, IEEE Journal of Solid-State Circuits.

[69]  Maysam Ghovanloo,et al.  A Power-Efficient Switched-Capacitor Stimulating System for Electrical/Optical Deep Brain Stimulation , 2014, IEEE Journal of Solid-State Circuits.

[70]  R. Oostenveld,et al.  A MEMS-based flexible multichannel ECoG-electrode array , 2009, Journal of neural engineering.

[71]  P. Nunez,et al.  Electric Fields and Currents in Biological Tissue , 2006 .

[72]  Shuang Song,et al.  A Low-Voltage Chopper-Stabilized Amplifier for Fetal ECG Monitoring With a 1.41 Power Efficiency Factor , 2015, IEEE Transactions on Biomedical Circuits and Systems.

[73]  W. Liu,et al.  A neuro-stimulus chip with telemetry unit for retinal prosthetic device , 2000, IEEE Journal of Solid-State Circuits.

[74]  Joel D Stitzel,et al.  CT based three-dimensional measurement of orbit and eye anthropometry. , 2010, Investigative ophthalmology & visual science.

[75]  Spencer Kellis,et al.  Platinum microwire for subdural electrocorticography over human neocortex: Millimeter-scale spatiotemporal dynamics , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[76]  Ugur Çilingiroglu,et al.  A Zero-Voltage Switching Technique for Minimizing the Current-Source Power of Implanted Stimulators , 2013, IEEE Transactions on Biomedical Circuits and Systems.

[77]  Brian Otis,et al.  A Low-Power ECoG/EEG Processing IC With Integrated Multiband Energy Extractor , 2011, IEEE Transactions on Circuits and Systems I: Regular Papers.

[78]  Jessy D. Dorn,et al.  Long-Term Results from an Epiretinal Prosthesis to Restore Sight to the Blind. , 2015, Ophthalmology.

[79]  E. Fetz,et al.  New modalities of brain stimulation for stroke rehabilitation , 2012, Experimental Brain Research.

[80]  Kojiro Matsushita,et al.  Patient-Specific Cortical Electrodes for Sulcal and Gyral Implantation , 2015, IEEE Transactions on Biomedical Engineering.

[81]  Brian P. Otis,et al.  A spectrum-equalizing analog front end for low-power electrocorticography recording , 2014, ESSCIRC 2014 - 40th European Solid State Circuits Conference (ESSCIRC).

[82]  David T. Bundy,et al.  Microscale recording from human motor cortex: implications for minimally invasive electrocorticographic brain-computer interfaces. , 2009, Neurosurgical focus.

[83]  Maysam Ghovanloo,et al.  An Integrated Power-Efficient Active Rectifier With Offset-Controlled High Speed Comparators for Inductively Powered Applications , 2011, IEEE Transactions on Circuits and Systems I: Regular Papers.

[84]  Refet Firat Yazicioglu,et al.  A 200 $\mu$ W Eight-Channel EEG Acquisition ASIC for Ambulatory EEG Systems , 2008, IEEE Journal of Solid-State Circuits.

[85]  G. Worrell,et al.  Two-year seizure reduction in adults with medically intractable partial onset epilepsy treated with responsive neurostimulation: Final results of the RNS System Pivotal trial , 2014, Epilepsia.

[86]  Azita Emami-Neyestanak,et al.  A Fully Intraocular High-Density Self-Calibrating Epiretinal Prosthesis , 2013, IEEE Transactions on Biomedical Circuits and Systems.

[87]  Shahriar Mirabbasi,et al.  Design and Optimization of Resonance-Based Efficient Wireless Power Delivery Systems for Biomedical Implants , 2011, IEEE Transactions on Biomedical Circuits and Systems.

[88]  Thomas Stieglitz,et al.  Reliability investigations and improvements of interconnection technologies for the wireless brain-machine interface — ‘BrainCon’ , 2013, 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER).

[89]  Young-Joon Kim,et al.  A $24\,\mu \text{W}$, Batteryless, Crystal-free, Multinode Synchronized SoC “Bionode” for Wireless Prosthesis Control , 2015, IEEE Journal of Solid-State Circuits.

[90]  Milutin Stanacevic,et al.  Optimal position of the transmitter coil for wireless power transfer to the implantable device , 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[91]  R. Bellamkonda,et al.  Biomechanical analysis of silicon microelectrode-induced strain in the brain , 2005, Journal of neural engineering.

[92]  B. Litt,et al.  A novel implanted device to wirelessly record and analyze continuous intracranial canine EEG , 2011, Epilepsy Research.

[93]  A. Levey,et al.  Implanted neural electrodes cause chronic, local inflammation that is correlated with local neurodegeneration , 2009, Journal of neural engineering.

[94]  J. Weiland,et al.  Retinal Prosthesis , 2014, IEEE Transactions on Biomedical Engineering.

[95]  Gert Cauwenberghs,et al.  Integrated Circuits and Electrode Interfaces for Noninvasive Physiological Monitoring , 2014, IEEE Transactions on Biomedical Engineering.

[96]  Maurits Ortmanns,et al.  An Active Approach for Charge Balancing in Functional Electrical Stimulation , 2010, IEEE Transactions on Biomedical Circuits and Systems.

[97]  Gabor C. Temes,et al.  Circuit techniques for reducing the effects of op-amp imperfections: autozeroing, correlated double sampling, and chopper stabilization , 1996, Proc. IEEE.

[98]  Anantha Chandrakasan,et al.  An 8-Channel Scalable EEG Acquisition SoC With Patient-Specific Seizure Classification and Recording Processor , 2013, IEEE Journal of Solid-State Circuits.

[99]  Satoshi Kawata,et al.  An implantable power supply with an optically rechargeable lithium battery , 2001, IEEE Transactions on Biomedical Engineering.

[100]  J. Patrick Reilly,et al.  Applied Bioelectricity: From Electrical Stimulation to Electropathology , 1998 .

[101]  Philip R. Troyk,et al.  Multichannel wireless ECoG array ASIC devices , 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[102]  L. Ukkonen,et al.  Design of Wireless Links to Implanted Brain–Machine Interface Microelectronic Systems , 2012, IEEE Antennas and Wireless Propagation Letters.

[103]  K. Najafi,et al.  Low-power interface circuits for bio-implantable microsystems , 2003, 2003 IEEE International Solid-State Circuits Conference, 2003. Digest of Technical Papers. ISSCC..

[104]  Tzu-Chieh Chou,et al.  A miniaturized ultrasonic power delivery system , 2014, 2014 IEEE Biomedical Circuits and Systems Conference (BioCAS) Proceedings.

[105]  P. Fromherz,et al.  Extracellular stimulation of mammalian neurons through repetitive activation of Na+ channels by weak capacitive currents on a silicon chip. , 2008, Journal of neurophysiology.

[106]  J. Engel,et al.  Functional connectivity of hippocampal networks in temporal lobe epilepsy , 2014, Epilepsia.

[107]  Wentai Liu,et al.  A Fully-Integrated High-Compliance Voltage SoC for Epi-Retinal and Neural Prostheses , 2013, IEEE Transactions on Biomedical Circuits and Systems.

[108]  Amir M. Sodagar,et al.  A compact ECoG system with bidirectional capacitive data telemetry , 2014, 2014 IEEE Biomedical Circuits and Systems Conference (BioCAS) Proceedings.

[109]  M. Fukushima,et al.  Studying brain functions with mesoscopic measurements: Advances in electrocorticography for non-human primates , 2015, Current Opinion in Neurobiology.

[110]  Gert Cauwenberghs,et al.  A CMOS neurostimulator with on-chip DAC calibration and charge balancing , 2013, 2013 IEEE Biomedical Circuits and Systems Conference (BioCAS).

[111]  Wen Li,et al.  Opto-μECoG Array: A Hybrid Neural Interface With Transparent μECoG Electrode Array and Integrated LEDs for Optogenetics , 2013, IEEE Transactions on Biomedical Circuits and Systems.

[112]  Arthur James Lowery,et al.  Restoration of vision in blind individuals using bionic devices: A review with a focus on cortical visual prostheses , 2015, Brain Research.

[113]  Brian Litt,et al.  Flexible, Foldable, Actively Multiplexed, High-Density Electrode Array for Mapping Brain Activity in vivo , 2011, Nature Neuroscience.

[114]  Refet Firat Yazicioglu,et al.  A 200μW Eight-Channel Acquisition ASIC for Ambulatory EEG Systems , 2008, 2008 IEEE International Solid-State Circuits Conference - Digest of Technical Papers.

[115]  Maysam Ghovanloo,et al.  Multichannel Wireless Neural Recording AFE Architectures: Analysis, Modeling, and Tradeoffs , 2016, IEEE Design & Test.

[116]  Rahul Sarpeshkar,et al.  Ultra Low Power Bioelectronics: Fundamentals, Biomedical Applications, and Bio-Inspired Systems , 2010 .

[117]  W. Freeman,et al.  Spatial spectra of scalp EEG and EMG from awake humans , 2003, Clinical Neurophysiology.

[118]  F. Mauguière,et al.  Stimulation of the human cortex and the experience of pain: Wilder Penfield's observations revisited. , 2012, Brain : a journal of neurology.

[119]  Bart Vanrumste,et al.  Journal of Neuroengineering and Rehabilitation Open Access Review on Solving the Inverse Problem in Eeg Source Analysis , 2022 .

[120]  Naveen Verma,et al.  A Micro-Power EEG Acquisition SoC With Integrated Feature Extraction Processor for a Chronic Seizure Detection System , 2010, IEEE Journal of Solid-State Circuits.

[121]  A.-T. Avestruz,et al.  A 5 $\mu$ W/Channel Spectral Analysis IC for Chronic Bidirectional Brain–Machine Interfaces , 2008, IEEE Journal of Solid-State Circuits.

[122]  Jan M. Rabaey,et al.  A Minimally Invasive 64-Channel Wireless μECoG Implant , 2015, IEEE Journal of Solid-State Circuits.

[123]  Peng Zhang,et al.  An Implantable RFID Sensor Tag toward Continuous Glucose Monitoring , 2015, IEEE Journal of Biomedical and Health Informatics.

[124]  Nitish V. Thakor,et al.  Enabling Wireless Powering and Telemetry for Peripheral Nerve Implants , 2015, IEEE Journal of Biomedical and Health Informatics.

[125]  Takeshi Yoshida,et al.  Multichannel neural recording with a 128 Mbps UWB wireless transmitter for implantable brain-machine interfaces , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[126]  Hsi-Pin Ma,et al.  A Battery-Less, Implantable Neuro-Electronic Interface for Studying the Mechanisms of Deep Brain Stimulation in Rat Models , 2016, IEEE Transactions on Biomedical Circuits and Systems.

[127]  Yuanjin Zheng,et al.  A 0.45 V 100-Channel Neural-Recording IC With Sub-µW/Channel Consumption in 0.18 µm CMOS , 2013, IEEE Trans. Biomed. Circuits Syst..

[128]  Gert Cauwenberghs,et al.  Low-Power Integrated Circuit Design for Wearable Biopotential Sensing , 2014 .

[129]  Justin C. Williams,et al.  Advanced Materials for Neural Surface Electrodes. , 2014, Current opinion in solid state & materials science.

[130]  R. Genov,et al.  256-Channel Neural Recording and Delta Compression Microsystem With 3D Electrodes , 2009, IEEE Journal of Solid-State Circuits.

[131]  Gert Cauwenberghs,et al.  A fully integrated 144 MHz wireless-power-receiver-on-chip with an adaptive buck-boost regulating rectifier and low-loss H-Tree signal distribution , 2016, 2016 IEEE Symposium on VLSI Circuits (VLSI-Circuits).

[132]  Christopher M. Twigg,et al.  A Fully Reconfigurable Low-Noise Biopotential Sensing Amplifier With 1.96 Noise Efficiency Factor , 2014, IEEE Transactions on Biomedical Circuits and Systems.

[133]  Yingchieh Ho,et al.  A 0.09 $\mu$ W Low Power Front-End Biopotential Amplifier for Biosignal Recording , 2012, IEEE Transactions on Biomedical Circuits and Systems.

[134]  Alyosha C. Molnar,et al.  An Orthogonal Current-Reuse Amplifier for Multi-Channel Sensing , 2013, IEEE Journal of Solid-State Circuits.

[135]  R. Shepherd,et al.  Electrical stimulation of the auditory nerve: direct current measurement in vivo , 1999, IEEE Transactions on Biomedical Engineering.

[136]  Jonathan Viventi,et al.  A low-cost, open-source, wireless electrophysiology system , 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[137]  Felice T. Sun,et al.  Responsive cortical stimulation for the treatment of epilepsy , 2011, Neurotherapeutics.

[138]  Fan-Gang Zeng,et al.  Cochlear Implants: System Design, Integration, and Evaluation , 2008, IEEE Reviews in Biomedical Engineering.

[139]  Armand R. Tanguay,et al.  Chip-scale packaging for bioelectronic implants , 2013, 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER).

[140]  Lei Liu,et al.  A Digitally Assisted, Signal Folding Neural Recording Amplifier , 2014, IEEE Transactions on Biomedical Circuits and Systems.

[141]  Takeshi Yoshida,et al.  Wireless Multichannel Neural Recording With a 128-Mbps UWB Transmitter for an Implantable Brain-Machine Interfaces , 2016, IEEE Transactions on Biomedical Circuits and Systems.

[142]  P. Nunez,et al.  Fallacies in EEG , 2006 .

[143]  Jongkil Park,et al.  Energy-recycling integrated 6.78-Mbps data 6.3-mW power telemetry over a single 13.56-MHz inductive link , 2014, 2014 Symposium on VLSI Circuits Digest of Technical Papers.

[144]  Scott K. Arfin,et al.  An Energy-Efficient, Adiabatic Electrode Stimulator With Inductive Energy Recycling and Feedback Current Regulation , 2012, IEEE Transactions on Biomedical Circuits and Systems.

[145]  Gerwin Schalk,et al.  A brain–computer interface using electrocorticographic signals in humans , 2004, Journal of neural engineering.

[146]  Gert Cauwenberghs,et al.  A 144MHz integrated resonant regulating rectifier with hybrid pulse modulation , 2015, 2015 Symposium on VLSI Circuits (VLSI Circuits).

[147]  M. Ortmanns,et al.  Telemetry for Implantable Medical Devices: Part 2 - Power Telemetry , 2014, IEEE Solid-State Circuits Magazine.

[148]  W.M.C. Sansen,et al.  A micropower low-noise monolithic instrumentation amplifier for medical purposes , 1987 .

[149]  H. Berger Über das Elektrenkephalogramm des Menschen , 1929, Archiv für Psychiatrie und Nervenkrankheiten.

[150]  John L. Wyatt,et al.  A Power-Efficient Neural Tissue Stimulator With Energy Recovery , 2011, IEEE Transactions on Biomedical Circuits and Systems.

[151]  P. Glenn Gulak,et al.  Maximum Achievable Efficiency in Near-Field Coupled Power-Transfer Systems , 2012, IEEE Transactions on Biomedical Circuits and Systems.

[152]  Gert Cauwenberghs,et al.  Power harvesting and telemetry in CMOS for implanted devices , 2004, IEEE Transactions on Circuits and Systems I: Regular Papers.

[153]  G. Rizzolatti,et al.  Mirth and laughter elicited by electrical stimulation of the human anterior cingulate cortex , 2015, Cortex.

[154]  Guillaume Charvet,et al.  A Low-Power 0.7 $\mu {\rm V_{rms}}$ 32-Channel Mixed-Signal Circuit for ECoG Recordings , 2011, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[155]  Pedram Afshar,et al.  A translational platform for prototyping closed-loop neuromodulation systems , 2013, Front. Neural Circuits.

[156]  Kofi A. A. Makinwa,et al.  A 1.8 $\mu$ W 60 nV$/\surd$ Hz Capacitively-Coupled Chopper Instrumentation Amplifier in 65 nm CMOS for Wireless Sensor Nodes , 2011, IEEE Journal of Solid-State Circuits.

[157]  Anantha P. Chandrakasan,et al.  Ultra-Low-Power Short-Range Radios , 2015 .

[158]  J. Weiland,et al.  A variable range bi-phasic current stimulus driver circuitry for an implantable retinal prosthetic device , 2005, IEEE Journal of Solid-State Circuits.

[159]  Kyung Jin Seo,et al.  Bioresorbable Silicon Electronics for Transient Spatio-temporal Mapping of Electrical Activity from the Cerebral Cortex , 2016, Nature materials.

[160]  Scott K. Arfin,et al.  Wireless neural stimulation in freely behaving small animals. , 2009, Journal of neurophysiology.

[161]  Refet Firat Yazicioglu,et al.  A $160~\mu {\rm W}$ 8-Channel Active Electrode System for EEG Monitoring , 2011, IEEE Transactions on Biomedical Circuits and Systems.

[162]  P. Leleux,et al.  In vivo recordings of brain activity using organic transistors , 2013, Nature Communications.

[163]  Anatoly Yakovlev,et al.  A 11μW Sub-pJ/bit reconfigurable transceiver for mm-sized wireless implants , 2013, Proceedings of the IEEE 2013 Custom Integrated Circuits Conference.

[164]  J.H. Huijsing,et al.  A Chopper Current-Feedback Instrumentation Amplifier With a 1 mHz $1/f$ Noise Corner and an AC-Coupled Ripple Reduction Loop , 2009, IEEE Journal of Solid-State Circuits.

[165]  Minkyu Je,et al.  High-Efficiency Wireless Power Transfer for Biomedical Implants by Optimal Resonant Load Transformation , 2013, IEEE Transactions on Circuits and Systems I: Regular Papers.

[166]  Jeremy Holleman,et al.  An Ultralow-Power Low-Noise CMOS Biopotential Amplifier for Neural Recording , 2015, IEEE Transactions on Circuits and Systems II: Express Briefs.

[167]  Spencer Kellis,et al.  Decoding hand trajectories from micro-electrocorticography in human patients , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[168]  Jan M. Rabaey,et al.  Ultrasonic beamforming system for interrogating multiple implantable sensors , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[169]  Mitsuo Kawato,et al.  A Fully-Implantable Wireless System for Human Brain-Machine Interfaces Using Brain Surface Electrodes: W-HERBS , 2011, IEICE Trans. Commun..

[170]  K. Najafi,et al.  A Wireless Implantable Microsystem for Multichannel Neural Recording , 2009, IEEE Transactions on Microwave Theory and Techniques.

[171]  Dong Han,et al.  A 0.45 V 100-Channel Neural-Recording IC With Sub-$\mu {\rm W}$/Channel Consumption in 0.18 $\mu{\rm m}$ CMOS , 2013, IEEE Transactions on Biomedical Circuits and Systems.

[172]  Linh Hoang,et al.  An Integrated 256-Channel Epiretinal Prosthesis , 2010, IEEE Journal of Solid-State Circuits.

[173]  Rahul Sarpeshkar,et al.  A Low-Power Blocking-Capacitor-Free Charge-Balanced Electrode-Stimulator Chip With Less Than 6 nA DC Error for 1-mA Full-Scale Stimulation , 2007, IEEE Transactions on Biomedical Circuits and Systems.

[174]  Maurits Ortmanns,et al.  A Neural Stimulator Frontend With High-Voltage Compliance and Programmable Pulse Shape for Epiretinal Implants , 2012, IEEE Journal of Solid-State Circuits.

[175]  L. Fadiga,et al.  PEDOT-CNT-Coated Low-Impedance, Ultra-Flexible, and Brain-Conformable Micro-ECoG Arrays , 2015, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[176]  L. Carin,et al.  Relationship between intracortical electrode design and chronic recording function. , 2013, Biomaterials.

[177]  P. Glenn Gulak,et al.  Fully Integrated On-Chip Coil in 0.13 $\mu {\rm m}$ CMOS for Wireless Power Transfer Through Biological Media , 2015, IEEE Transactions on Biomedical Circuits and Systems.

[178]  Mohsen Mollazadeh,et al.  Micropower CMOS Integrated Low-Noise Amplification, Filtering, and Digitization of Multimodal Neuropotentials , 2009, IEEE Transactions on Biomedical Circuits and Systems.

[179]  Felice Sun,et al.  Building a bionic nervous system , 2015, IEEE Spectrum.

[180]  Nicolas Y. Masse,et al.  Advantages of closed-loop calibration in intracortical brain–computer interfaces for people with tetraplegia , 2013, Journal of neural engineering.

[181]  Reid R. Harrison,et al.  A low-power, low-noise CMOS amplifier for neural recording applications , 2002, 2002 IEEE International Symposium on Circuits and Systems. Proceedings (Cat. No.02CH37353).

[182]  W. van Drongelen,et al.  Electrical control of epilepsy. , 2014, Annual review of biomedical engineering.

[183]  Thomas Stieglitz,et al.  Hermetic electronic packaging of an implantable brain-machine-interface with transcutaneous optical data communication , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[184]  Justin A. Blanco,et al.  Dissolvable films of silk fibroin for ultrathin conformal bio-integrated electronics. , 2010, Nature materials.

[185]  Refet Firat Yazicioglu,et al.  A 680 nA ECG Acquisition IC for Leadless Pacemaker Applications , 2014, IEEE Transactions on Biomedical Circuits and Systems.

[186]  T. Meng,et al.  Optimal Frequency for Wireless Power Transmission Into Dispersive Tissue , 2010, IEEE Transactions on Antennas and Propagation.

[187]  Jörg Daniel Fischer The Braincon Platform Software - a closed-loop brain-computer interface software for research and medical applications , 2015 .

[188]  Walter Lang,et al.  A Multi-Channel, Flex-Rigid ECoG Microelectrode Array for Visual Cortical Interfacing , 2015, Sensors.

[189]  M. Ortmanns,et al.  A 232-Channel Epiretinal Stimulator ASIC , 2007, IEEE Journal of Solid-State Circuits.

[190]  Tobi Delbrück,et al.  Adaptive photoreceptor with wide dynamic range , 1994, Proceedings of IEEE International Symposium on Circuits and Systems - ISCAS '94.

[191]  W. Freeman,et al.  Spatial spectral analysis of human electrocorticograms including the alpha and gamma bands , 2000, Journal of Neuroscience Methods.

[192]  W. Penfield,et al.  SOMATIC MOTOR AND SENSORY REPRESENTATION IN THE CEREBRAL CORTEX OF MAN AS STUDIED BY ELECTRICAL STIMULATION , 1937 .

[193]  Liu Liu,et al.  A 1600-pixel Subretinal Chip with DC-free Terminals and ±2V Supply Optimized for Long Lifetime and High Stimulation Efficiency , 2008, 2008 IEEE International Solid-State Circuits Conference - Digest of Technical Papers.