Towards AI Computing Hardware and Systems - Analog Computing Solutions
Memristive systems, Crossbar arrays, Hardware implementation of deep learning systems, AI hardware.
Nature inspired computing, quantum aware-neural designs, cryptanalysis hardware
Predictive filters, image fusion, big data mining, multimodal inference engine, smart cameras
| NAME | Position | Area | Website |
|---|---|---|---|
| Dr A.P, James | Professor (Group head) | Neuro-Memristor Systems, Imaging, AI Hardware | http://www.iiitmk.ac.in/agins/apj |
| Dr. Dileepkumar R | Industry Partner, Director and CEO, Indriyam Biologics Pvt Ltd | Healthcare | https://www.linkedin.com/in/drdileepkumar/ |
| Shameel Abdulla | Industry Partner, CEO, Clootrack Pvt Ltd | NLP | |
| Sarath SM | Technical Manager, Maker Village | Embedded Systems and Electronics | |
| Dr. A. K. Maan | Visiting postdoc | Memristive systems | https://dblp.org/pid/09/10827.html |
| Dr Chithra R | Visiting postdoc | Signal Processing, Communications | https://orcid.org/0000-0002-3658-8307 |
| Reema Mamman | Research Engineer | Deep Learning, Embedded Systems | |
| Aswani A.R. | Research Intern | Deep Learning, and Machine Learning | |
| Jessy Scaria | Research Intern | Deep Learning, and Machine Learning | |
| Alex Scaria | Research Intern | Deep learning | |
| Gokul P | Research Intern | Deep learning | |
| Srijit Panja | Research Intern | NLP, Neuromoprhic Computing | https://orcid.org/0000-0001-5119-7227 |
| Rohan Giriraj | Research Intern | Machine learning | |
| Joshin Mathew | Industry Collaborator, ARS Pvt Ltd | Computer Vision | https://scholar.google.co.in/citations?user=dgh-FiQAAAAJ&hl=en |
| Arun Ajayan | Visiting researcher | Neuromorphic computing | https://dblp.org/pid/154/6666.html |
| Remya Joyraj | Industry collaborator, Director, EINEN TECHNOLOGY PVT LTD | Electronics | |
| Phyllisa Joseph | Research Intern | Applied machine learning | |
| Sherin Sugathan | Previous member, now at University of Bergen | Computer Vision | https://scholar.google.co.in/citations?user=qbKWqTkAAAAJ&hl=en |
| Dinesh S Kumar | Previous research member, now at KPIT Technologies GmbH, Munich | VLSI | https://scholar.google.co.in/citations?user=YhmJSWEAAAAJ&hl=en |
| Balaji B | Previous research member, now at University of Nebraska-Lincoln | Algorithms | |
| Dr. Swathikiran Sudhakaran | Previous research member, now at Università di Trento | Computer Vision | https://scholar.google.co.in/citations?user=bZgPRV0AAAAJ&hl=en |
| Selected Publications |
|---|
| A.P. James, “A hybrid memristor–CMOS chip for AI", Nature Electronics, 2019 doi: 10.1038/s41928-019-0274-6 |
| A.P. James, "An overview of memristive cryptography", European Physical Journal: Special Topics, “Special Issue on Memristor-based systems: Nonlinearity, dynamics and application”, 2019. |
| O. Krestinskaya, B. Choubay, A.P. James, “Memristive GAN in Analog", Nature Scientific Reports, 2020 |
| K. Aliakhmet and A. P. James, "Temporal G-Neighbor Filtering for Analog Domain Noise Reduction in Astronomical Videos," in IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 66, no. 5, pp. 868-872, May 2019.doi: 10.1109/TCSII.2019.2907817 |
| O. Krestinskaya, K. N. Salama and A. P. James, "Learning in Memristive Neural Network Architectures Using Analog Backpropagation Circuits," in IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 66, no. 2, pp. 719-732, Feb. 2019. doi: 10.1109/TCSI.2018.2866510 |
| K. Smagulova, O. Krestinskaya, and A. P. James, "Who is the winner? Memristive-CMOS hybrid modules: CNN-LSTM versus HTM", IEEE Transactions on Biomedical Circuits and Systems, 2019 |
| D. Sadykova, D. Pernebayeva, M. Bagheri and A. James, "IN-YOLO: Real-time Detection of Outdoor High Voltage Insulators using UAV Imaging," in IEEE Transactions on Power Delivery. doi: 10.1109/TPWRD.2019.2944741 |
| O. Krestinskaya, A. P. James and L. O. Chua, "Neuromemristive Circuits for Edge Computing: A Review," in IEEE Transactions on Neural Networks and Learning Systems., 2020 doi: 10.1109/TNNLS.2019.2899262 |
| O. Krestinskaya, T. Ibrayev and A. P. James, "Hierarchical Temporal Memory Features with Memristor Logic Circuits for Pattern Recognition," in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 37, no. 6, pp. 1143-1156, June 2018. doi: 10.1109/TCAD.2017.2748024 |
| A. K. Maan, D. A. Jayadevi and A. P. James, "A Survey of Memristive Threshold Logic Circuits," in IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 8, pp. 1734-1746, Aug. 2017. doi: 10.1109/TNNLS.2016.2547842 |
| O. Krestinskaya, I. Dolzhikova and A. P. James, "Hierarchical Temporal Memory Using Memristor Networks: A Survey," in IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 2, no. 5, pp. 380-395, Oct. 2018. doi: 10.1109/TETCI.2018.2838124 |
| Maan, A.K., Kumar, D.S., Sugathan, S. and James, A.P.., "Memristive threshold logic circuit design of fast moving object detection", IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 23, no. 10, 2015, pp. 2337–2341 |
| A. P. James, D. S. Kumar and A. Ajayan, "Threshold Logic Computing: Memristive-CMOS Circuits for Fast Fourier Transform and Vedic Multiplication", IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2014 |
| A. P. James, L. R. V. Francis and D. S. Kumar, "Resistive threshold logic", Very Large Scale Integration (VLSI) Systems, IEEE Transactions on, vol. 22, no. 1, 2014, pp. 190–195 |
| J. Mathew, A. Zollanvari and A. P. James, "Edge-Aware Spatial Denoising Filtering Based on a Psychological Model of Stimulus Similarity", IEEE Access, vol. 6, 2018, pp. 3433–3447 |
| Dastanova, N., Duisenbay, S., Krestinskaya, O. and James, A.P.. "Bit-plane extracted moving-object detection using memristive crossbar-cam arrays for edge computing image devices." IEEE Access 6 (2018): 18954-18966. |
| D. Bakir, A. P. James and A. Zollanvari, "An efficient method to estimate the optimum regularization parameter in RLDA", Bioinformatics, vol. 32, no. 22, 2016, pp. 3461–3468 |
| S. Sudhakaran, A. P. James, "Sparse distributed localized gradient fused features of objects", Pattern Recognition, vol. 48, no. 4, 2015, pp. 1538–1546 |
| J. J. Mathew, A. P. James, "Spatial stimuli gradient sketch model", IEEE Signal Processing Letters, vol. 22, no. 9, 2015, pp. 1336–1339 |
| A. James, B. Dasarathy, "Medical Image Fusion: A survey of the state of the art", Information Fusion, 2014 |
| A. P. James, "Heart rate monitoring using human speech spectral features", Human-centric Computing and Information Sciences, vol. 5, no. 33, 2015. |
| A. K. Maan, A. P. James and S. Dimitrijev, "Memristor pattern recogniser: isolated speech word recognition", IET Electronics Letters, vol. 51, no. 17, 2015, pp. 1370–1372. |
| O. Krestinskaya, A. Irmanova and A. P. James, "Memristive Non-Idealities: Is There Any Practical Implications for Designing Neural Network Chips?", in IEEE International Symposium on Circuits and Systems, 2019. |
| A. Dorzhigulov, A. P. James, "Generalized Bell-Shaped Membership Function Generation Circuit for Memristive Neural Networks", in IEEE International Symposium on Circuits and Systems, 2019 |
| Y. Akhmetov, A. P. James, "Probabilistic Neural Network with Memristive Crossbar Circuits", in IEEE International Symposium on Circuits and Systems, 2019 |
| A. P. James, V. Kizheppatt and B. Choubey, "Reconfigurable Threshold Logic Networks in FPGA for Moving Object Detection", in 62nd IEEE International Midwest Symposium on Circuits and Systems, 2019. |
| F. P. Sijin, J. Mathew, A.P. James, "Extended Neighbourhood Filter for LDR Displays", in 62nd IEEE International Midwest Symposium on Circuits and Systems, 2019. |
| O. Krestinskaya, A. P. James, "Binarized Neural Network with Stochastic Memristors", in 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS). |
| O. Krestinskaya, O. Otaniyozov and A. P. James, "AnalogHTM: Memristive Spatial Pooler Learning with Backpropagation", in 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) |
| O. Krestinskaya, A. Bakambekova and A. P. James, "AMSNet: Analog Memristive System Architecture for Mean-Pooling with Dropout Convolutional Neural Network", in 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) |
| O. Krestinskaya, A. Maan and A. P. James, "Programmable Memristive Threshold Logic Gate Array", in IEEE Asia Pacific Conference on Circuits and Systems (IEEE APCCAS 2018) |
| A. Dorzhigulov, B. Choubey and A. P. James, "Current Controlled neuro-Fuzzy Membership Function Generation", in IEEE International Midwest Symposium on Circuits & Systems, 2018. |
| D. Mikhailenko, A. P. James and K. Roy, "M^2CA: Modular Memristive Crossbar Arrays", in IEEE International Symposium on Circuits and Systems, 2018 |
| K. Adam, K. Smagulova and A. James, "Memristive LSTM network hardware architecture for time-series predictive modeling problems", in IEEE Asia Pacific Conference on Circuits and Systems, 2018 |
| Y. Akhmetov, J. J. Mathew and A. P. James, "Variable pixel G-neighbor filters", in Circuits and Systems (ISCAS), 2017 IEEE International Symposium on, pp. 1–4 |
