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Design Next Generation AI Processors

Neuromorphic VLSI, Memristors, ReRAMs, PCM, Graphene Memories, In-memory, Analog computing

Processor Development

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Embedded AI cores

Various Embedded AI cores suitable for low power AI applications.

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Kairali AI core - RISC V Series

Different versions of RISC V based AI cores (on-going)

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Kairali AI core - ARM Series

Different versions of ARM based AI cores (on-going)

Design expertise

Design and verification of analog AI chips - Verilog AMS, SPICE, Mentor IC tools/Open source tools/Cadence
Signal integrity analysis - Multilayer PCB, High Speed Designs
Design and verification of digital AI chips - System Verilog, SPICE, Mentor IC tools/Open source tools/Cadence

Researchers

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A.P. James
Professor
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Aswini AR
PhD student
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Vineeta N.
PhD Student
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Chithra R.
Training Manager
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Anitha G.
PhD student
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Vasudev M.
PhD student
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Sruthi P.
PhD student
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Vrinda N.
Research intern
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Rezim S.
Research intern
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Ajaydas R.
Research intern
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Nima B.
Research intern
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Abel J.
Research intern

Academic Programs

01.

MSc VLSI and AI

The MSc Electronics with Specilisation in VLSI and AI, offers industry ready skills for graduates in any degree. A program designed to make transition to electronics.

02.

M.Tech AI Hardware

The M.Tech in Electronics Engineering with Specilisation on AI hardware is the first such program in India, dedicated for AI chip design.

03.

PhD

The PhD in Electronics offers specilisation in AI chips

Recent Publications (Journals)

  • James AP, Chua LO. Variability-aware Memristive Crossbars-A Tutorial. IEEE Transactions on Circuits and Systems II: Express Briefs. 2022 Apr 22.
  • James AP, Chua LO. Analog neural computing with super-resolution memristor crossbars. IEEE Transactions on Circuits and Systems I: Regular Papers. 2021 May 21;68(11):4470-81.
  • Chithra R, Aswani AR, James AP. TMS-Crossbars with Tactile Sensing. IEEE Transactions on Circuits and Systems II: Express Briefs. 2021 Nov 16.
  • Raj N, Ranjan RK, James A. Chuas Oscillator with OTA based Memcapacitor Emulator. IEEE Transactions on Nanotechnology. 2022 Apr 19.
  • Ajayan A, James AP. Edge to quantum: hybrid quantum-spiking neural network image classifier. Neuromorphic Computing and Engineering. 2021 Sep 9;1(2):024001.
  • James A. The why, what and how of artificial general intelligence chip development. IEEE Transactions on Cognitive and Developmental Systems. 2021 Mar 30.
  • Adam K, Smagulova K, James A. Generalised Analog LSTMs Recurrent Modules for Neural Computing. Frontiers in computational neuroscience. 2021:85.
  • Krestinskaya O, James AP. Analogue neuro-memristive convolutional dropout nets. Proceedings of the Royal Society A. 2020 Oct 28;476(2242):20200210.
  • Irmanova A, Maan A, James A, Chua L. Analog self-timed programming circuits for aging memristors. IEEE Transactions on Circuits and Systems II: Express Briefs. 2020 Oct 20;68(4):1133-7.
  • James A, Krestinskaya O, Maan A. Recursive Threshold Logic—A Bioinspired Reconfigurable Dynamic Logic System With Crossbar Arrays. IEEE Transactions on Biomedical Circuits and Systems. 2020 Sep 29;14(6):1311-22.
  • Krestinskaya O, Salama KN, James AP. Automating analogue AI chip design with genetic search. Advanced Intelligent Systems. 2020 Aug;2(8):2000075.
  • Krestinskaya O, Choubey B, James AP. Memristive GAN in analog. Scientific reports. 2020 Apr 3;10(1):1-4.

Recent publications (Conferences)

  • AR Aswani, R Chitra, A.P. James, Unstructured Weight Pruning in Variability-Aware Memristive Crossbar Neural Networks, IEEE International Symposium on Circuits and Systems, 2022
  • O Krestinskaya, KN Salama, AP James, Analog Image Denoising with an Adaptive Memristive Crossbar Network, IEEE International Symposium on Circuits and Systems, 2022
  • R Chitra, AR Aswani, A James, Memristive CNN for Wafer Defect Detection, IEEE International Symposium on Circuits and Systems, 2022
  • I Vasim, JS Paul, AP James, Interleaved Hybrid Domain Learning for Super-Resolution MRI, IEEE International Symposium on Circuits and Systems, 2022
  • Bakambekova A, Krestinskaya O, James AP. Generate while Sensing-Intelligent Imaging with Memristive Pixel-CNN. In2021 IEEE 21st International Conference on Nanotechnology (NANO) 2021 Jul 28 (pp. 112-115). IEEE.
  • Aswani AR, Kumar R, Tripathi JN, James A. Performance of Crossbar based Long Short Term Memory with Aging Memristors. In2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS) 2021 Jun 6 (pp. 1-4). IEEE.
  • Kumar R, Chordia A, Aswani AR, James A, Tripathi JN. Uncertainty Quantification of Memristor Crossbar Array for Vector Matrix Multiplication. In2021 IEEE 25th Workshop on Signal and Power Integrity (SPI) 2021 May 10 (pp. 1-4). IEEE.
  • Irmanova A, Dolzhikova I, James AP. Self tuning stochastic weighted neural networks. In2020 IEEE International Symposium on Circuits and Systems (ISCAS) 2020 Oct 10 (pp. 1-5). IEEE.
  • James AP. Towards strong ai with analog neural chips. In2020 IEEE International Symposium on Circuits and Systems (ISCAS) 2020 Oct 10 (pp. 1-5). IEEE.
  • Krestinskaya O, Salama K, James AP. Towards hardware optimal neural network selection with multi-objective genetic search. In2020 IEEE International Symposium on Circuits and Systems (ISCAS) 2020 Oct 10 (pp. 1-5). IEEE.
  • Onyejegbu E, Dorzhigulov A, James AP. Biometric-aware pixel fused crossbars. In2020 IEEE International Symposium on Circuits and Systems (ISCAS) 2020 Oct 10 (pp. 1-5). IEEE.
  • Baek S, Eshraghian JK, Ahn SH, James A, Cho K. A memristor-CMOS Braun multiplier array for arithmetic pipelining. In2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS) 2019 Nov 27 (pp. 735-738). IEEE.
  • James A, Sirakoulis GC, Roy K. Smart cameras everywhere: AI vision on edge with emerging memories. In2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS) 2019 Nov 27 (pp. 422-425). IEEE.
  • Zheng C, Eshraghian JK, James A, Iu HH. Chaotic oscillator using coupled memristive pairs. In2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS) 2019 Nov 27 (pp. 462-465). IEEE.
  • Lammie C, Krestinskaya O, James A, Azghadi MR. Variation-aware binarized memristive networks. In2019 26th IEEE international conference on electronics, circuits and systems (ICECS) 2019 Nov 27 (pp. 490-493). IEEE.

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