Anantha P. Chandrakasan's research while affiliated with Massachusetts Institute of Technology and other places

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Publications (711)


MiGUT device overview
a, Schematic representation of the MiGUT device containing electronics housed in an ingestible capsule with linear recording electrodes stored in a rolled configuration. Following ingestion, the electrodes unroll, come into contact with the mucosa and record gastric biopotentials, which can be wirelessly transmitted to an external receiver. The recorded data can be processed to extract heart rate, gastric slow wave and respiration rate. b, Schematic representation of electrodes deployed against the gastric mucosal surface. c, Size of MiGUT device in comparison to a 000 gelatin capsule. d, Unrolling of MiGUT electrodes due to strain of polyimide ribbon following wetting of water-soluble adhesive, showing the initial position (i), initiation of deployment (ii) and unrolling of electrodes (iii). e, Full extent of MiGUT device, total length of 25 cm. Dime and 000 gelatin capsules for scale.
Design and in vivo evaluation of MiGUT system for multi-day, high-quality recordings
a, Schematic of device cross-section. b, Optical image of device components and assembly. c, Block diagram of electronics. d, Battery life of a system configured with different duty cycle ratios and sampling rates. A ratio of 1 indicates the battery life during continuous recording with no device sleep. e, Packets received and communication strength during different activities in a 97 kg, freely moving animal. RSSI, received signal strength indicator.
Acute recordings in an anaesthetized animal using MiGUT device
a, Endoscopic image of MiGUT electrodes deployed against the gastric mucosa. Sensing electrodes (⌀5 mm) are distinguished from the reference (ref) electrode (⌀8 mm) by size. Inset: schematic of electrode and ref configuration. Channel (Ch) 0 was near the pylorus and the capsule body; channel 7 and ref were near the corpus. b, Recording in an anaesthetized animal showing heat map of electrical activity (0.0005 Hz to 15 Hz band-pass filter) over the course of ~1.5 h (i); voltage versus time of channels 0, 1 and 2 clear the pylorus, showing large waves with a period of approximately 500 s putatively related to MMC activities (ii). Grey triangles indicate waves in channel 2. c, Representative single recording channel, sampling rate of 62.5 s⁻¹, showing raw collected data, 200 s (i), ‘slow wave’ band from 0.01 to 0.25 Hz, 200 s (ii), ‘respiration’ band from 0.25 to 5 Hz, 30 s (iii), ‘EKG spikes’ band from 5+ Hz (iv). Third-order Butterworth filters were used to extract all frequency bands. d, Cessation of electrical activities in a channel following animal euthanasia via barbiturate cocktail (delivery time indicated by dashed red line).
Validation of MiGUT measurements
a, Schematic representation of simultaneous recording using MiGUT system delivered orally, Shimmer3 commercial system (Shimmer A) with cutaneous and serosal electrodes and an external cutaneous reference away from the stomach, and another Shimmer3 (Shimmer B) with serosal electrodes and internal abdominal reference. Serosal electrodes and abdominal reference were placed following laparotomy. b, Data from simultaneous recording experiment showing frequency agreement between cutaneous, serosal/C-REF and two representative MiGUT channels. Serosal/A-REF recordings did not yield gastric slow wave recording, showing the importance of reference electrode position for obtaining high-quality signals. c, FFT comparison of serosal electrodes and a MiGUT recording channel at a range of frequencies with dotted lines indicating dominant frequency and higher order peaks for slow wave (black, 3.1 cycles per min), respiration (red, 18 cycles per min) and EKG (green, 85 cycles per min) frequencies. d, Representative channel showing electrical activity before and following azithromycin delivery (0.01–0.25 Hz band-pass filter) in an anaesthetized animal (i). Heat map showing relative differences in signal power before and after azithromycin delivery in slow wave (0.01–0.25 Hz), respiration (0.25–5 Hz) and EKG (5+ Hz) frequency windows (ii). Relative difference was calculated by (initial power − final power)/(initial power) in 25 min windows before and following azithromycin delivery.
High-resolution measurements in an ambulating animal using MiGUT device
a, Eight-channel recording for 3.5 h from a MiGUT device secured in the porcine stomach (0.01–0.25 Hz band-pass filter) of a freely moving animal during feeding, ambulation and napping activities. b, Normalized power of frequencies versus time in the window of 1 to 8 cycles per min, showing a stable slow wave signal of approximately 4 cycles per min throughout animal activities. c, Representative segments of gastric electrical activity from channel 7 shown in b during feeding, ambulation and sleeping.

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An ingestible device for gastric electrophysiology
  • Article
  • Publisher preview available

May 2024

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194 Reads

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2 Citations

Nature Electronics

Siheng Sean You

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Adam Gierlach

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Paul Schmidt

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[...]

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Giovanni Traverso

The ability to record high-quality electrophysiology data from the gastrointestinal tract and enteric nervous system is of use in understanding a variety of disorders and improving healthcare via early diagnosis. However, such measurements remain challenging because electrodes must be implanted surgically or worn on the skin, which results in a trade-off between signal quality and invasiveness. Here we report an ingestible device for gastric electrophysiology. The non-invasive system, which is termed multimodal electrophysiology via ingestible, gastric, untethered tracking (MiGUT), consists of encapsulated electronics and a sensing electrode ribbon that unrolls in the stomach following delivery to make contact with the mucosa. The device then records and wirelessly transmits biopotential signals to an external receiver. We show that the device can record electrical signals—including the gastric slow wave, respiration signal and heart signal—in a large animal model and can monitor slow wave activity in freely moving and feeding animals.

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An Energy-Efficient Neural Network Accelerator With Improved Resilience Against Fault Attacks

January 2024

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10 Reads

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1 Citation

IEEE Journal of Solid-State Circuits

Embedded neural network (NN) implementations are vulnerable to misclassification under fault attacks (FAs). Clock glitching and injecting strong electromagnetic (EM) pulses are two simple yet detrimental FA techniques that disrupt the NN by: 1) introducing errors in the NN model and 2) corrupting NN computation results. This article introduces the first application-specific integrated circuit (ASIC) demonstration of an energy-efficient NN accelerator equipped with built-in FA detection capabilities. We have integrated lightweight cryptography-based checks for on-chip verification to identify model errors and additionally serve as a fault detection sensor for spotting computational errors. We showcase high error-detection capabilities along with a minimal area overhead of 5.9% and negligible impact on NN accuracy.


SparseLeakyNets: Classification Prediction Attack Over Sparsity-Aware Embedded Neural Networks Using Timing Side-Channel Information

January 2024

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1 Read

IEEE Computer Architecture Letters

This study explores security vulnerabilities in sparsity-aware optimizations for Neural Network (NN) platforms, specifically focusing on timing side-channel attacks introduced by optimizations such as skipping sparse multiplications. We propose a classification prediction attack that utilizes this timing side-channel information to mimic the NN's prediction outcomes. Our techniques were demonstrated for CIFAR-10, MNIST, and biomedical classification tasks using diverse dataflows and processing loads in timing models. The demonstrated results could predict the original classification decision with high accuracy.





A conformable phased-array ultrasound patch for bladder volume monitoring

November 2023

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417 Reads

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10 Citations

Nature Electronics

Ultrasound can be used to image soft tissues in vivo for the early diagnosis and monitoring of disease progression. However, conventional ultrasound probes are rigid, have a narrow field of view and are operator dependent. Conformable transducers have been proposed, but they lack efficient element localization and effective spatial resolution during mechanical deformations. Here we report a conformable ultrasound bladder patch that is based on multiple phased arrays embedded in a stretchable substrate and can provide mechanically robust, conformable and in vivo volumetric organ monitoring. The phased arrays use Sm/La-doped Pb(Mg1/3Nb2/3)O3–PbTiO3 ceramics as the piezoelectric material, which offers superior properties (d33 = 1,000 pC N⁻¹, εr = 7,500 and k33 = 0.77) than conventional piezoelectric ceramics. We use the conformable ultrasound patch in a pilot clinical study of bladder monitoring. Bladder volume estimation with the patch is comparable (relative errors of 3.2 ± 6.4% and 10.8 ± 8.2% with and without ultrasound gel, respectively) to that obtained using standard clinical ultrasound equipment, and not requiring manual translation or rotation by an operator.


Citations (52)


... Wearable ultrasound devices enable comfortable contact with the skin surface for sensing physiological signals in deep tissues [13][14][15][16][17] . However, probing inside the brain is challenging because of the strong signal attenuation (Supplementary Fig. 2 and Supplementary Discussion 2) and phase aberration (Supplementary Fig. 3 and Supplementary Discussion 3) caused by the skull. ...

Reference:

Transcranial volumetric imaging using a conformal ultrasound patch
A conformable phased-array ultrasound patch for bladder volume monitoring

Nature Electronics

... Given their potential applications in sensitive areas such as defense, healthcare, and finance, ensuring the integrity, confidentiality, and availability of data processed by neuromorphic systems is crucial. Furthermore, the unique architecture and operation of neuromorphic systems present both challenges and opportunities in the realm of security, requiring specialized approaches to safeguard them against threats [2,9,10,15,17,20]. Neuromorphic hardware, inspired by the intricate functions of the human brain, seeks to bridge the gap between biological cognition and artificial computation. ...

An Energy-Efficient Neural Network Accelerator with Improved Protections Against Fault-Attacks
  • Citing Conference Paper
  • September 2023

... A-mode ultrasound imaging is performed in [43] for muscle deformation and prosthesis control applications. A 4 × 4 PZT-5A array transducer and biomedical-grade polydimethylsiloxane (PDMS) for the substrate that adheres to skin improved the flexibility of the wearable module to Fig. 1. a.) Flopatch-carotid artery Doppler ultrasound [19]- [22] b.) Bladder imager [32]- [36], c.) Muscle monitoring [43]- [46], d.) Cardiac imager patch and deep tissue patch [12], [40], e.) Carotid artery neck band [17], [30], [38] accommodate the muscle motion in [44], [45]. This can be substituted for surface electromyography (sEMG) [47] which is a measure of muscle activity. ...

Memory-efficient low-compute segmentation algorithms for bladder-monitoring smart ultrasound devices

Scientific Reports

... Ultrasound is a modality that has been used by the medical community for half of a century as a tissue-safe medium of energy transduction. Conformable ultrasound electronics interface intimately with soft tissues to image, deliver drugs to, or stimulate organs [7][8][9] . Unobstructed transcranialfocused ultrasound (tFUS) beams can achieve millimeter-scale resolution in neural tissue and penetrate several centimeters to excite neurons by affecting mechanoreceptive and other membrane-bound ion channels [10][11][12][13] . ...

Conformable ultrasound breast patch for deep tissue scanning and imaging

Science Advances

... In particular, native Escherichia coli promoters have been used for reporting on various physiological stressors. These include chemicals like hydrogen peroxide and nitric oxide [121][122][123], heavy metal contaminants such as copper, cadmium, magnesium, and zinc [39,124,125], methylating compounds [37], as well as general biomarkers like oxygen [27,126], pH [127,128], temperature [129], and dietary metabolites [123,130,131]. These sensing systems have found applications in diagnosing disease states [122,123], multiplexed sensing for environmental contaminants [39], and the incorporation of kill switches for efficient biocontainment [128,129]. ...

Sub-1.4 cm capsule for detecting labile inflammatory biomarkers in situ

Nature

... Considering these situations, a compelling solution for applications requiring both wide-bandwidth operation and the benefits of CT signal processing could be an architecture that combines the CT benefits from CT ΔΣ ADCs and the wide-bandwidth operations from DT pipelined ADCs as in Fig. 1. The CT pipelined ADC [12][13][14][15][16][17][18][19][20][21] is one such architecture developed with this motivation in mind. ...

A 6.4-GS/s 1-GHz BW Continuous-Time Pipelined ADC with Time-Interleaved Sub-ADC-DAC Achieving 61.7-dB SNDR in 16-nm FinFET
  • Citing Conference Paper
  • June 2023

... [1][2][3] Electroceutical applications of these implantable devices hold promise in the drug-free treatment of various diseases through vagus nerve and other nervous system stimulations. [4][5][6] However, the rigid devices face challenges due to poor tissuedevice contact and unwanted mechanical damage to the interfacing organs. These issues can reduce the signal-to-noise ratio in biosensing, lead to electrical stimulation fatigue, and cause scar formation and inflammatory responses. ...

Multifunctional microelectronic fibers enable wireless modulation of gut and brain neural circuits

Nature Biotechnology

... Chen et al. [6] proposed modifying the LSB-first SAR conversion algorithm [17] into a random-bitfirst SAR conversion algorithm so that the same V in would go through different CDAC switching patterns each time it has to be converted. Power and EM side-channel attack detection circuits can be added to activate only the secure SAR algorithms when a power or EM probe is detected [18]. ...

Sniff-SAR: A 9.8fJ/c.-s 12b secure ADC with detectiondriven protection against power and EM side-channel attack
  • Citing Conference Paper
  • April 2023

... The planar 2DMFETs are the most well developed; however, integrating two different materials in a scaled dimension in a coplanar fashion might pose a challenge. In this study, the space between the nFET and pFET is considered a gate-cut, and the effective width of the 2DMFETs is determined by considering Two-dimensional material (2DM)-based FETs have made significant advancements in recent years, with wafer-scale monocrystalline growth 1-3 , improved metal-2DM contact resistance 4-6 and dielectrics 7-10 , and integration into back-end-of-line (BEOL) [11][12][13] . Such advancements have promoted 2DM as one of the top contenders to enable scaling beyond the 1 nm node 14 and integrate with Si-complementary metal-oxide-semiconductor (CMOS) 12,15-17 . ...

Low-thermal-budget synthesis of monolayer molybdenum disulfide for silicon back-end-of-line integration on a 200 mm platform

Nature Nanotechnology

... The design of an FPGA-based accelerator with bootstrappable FHE is given by Agrawal, Rashmi et al. in [17] for the first time. This design is not a memory-bound design compared to the previous design which consumed more resources and was taking more execution time. ...

FAB: An FPGA-based Accelerator for Bootstrappable Fully Homomorphic Encryption
  • Citing Conference Paper
  • February 2023