1. Mrinmay Sasmal, Tresa Joseph, Bindiya T. S.,"Approximate Multiplier Design with LFSR-Based Stochastic Sequence Generators for Edge AI", IEEE Computer Architecture Letters, 2024
2. Tresa Joseph, Bindiya T. S., "Realization and Hardware Implementation of  Gating Units for Long Short Term Memory Network using Hyperbolic Sine Functions", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023 July, 42, pp. 5141 - 5145.
3. Hareesh V. and Bindiya T. S., "An Improved Rational Approximation of Bark Scale using Low Complexity and Low Delay Filter Banks", Circuits, Systems, and Signal Processing (Springer), 2024.
4. Tresa Joseph, Bindiya T. S., "Power and Delay Efficient Matrix Vector Multiplier Units for the LSTM Networks using Activity Span Reduction Technique and Recursive Adders", Circuits, Systems, and Signal Processing (Springer), 2023 Dec;42(12):7494-528.
5. Sreelekha K. R., Bindiya T. S., "Development of Variable 2D FIR Filter Structures using Farrow Approximation and Row-wise Polyphase Decomposition", Digital signal processing (Elsevier), June 2023, 104140.
6. Tresa Joseph, Bindiya T. S., "Performance Driven LSTM Accelerator Hardware using Split-Matrix based MVM", Circuits, Systems, and Signal Processing (Springer), June 2023, 42, pp. 6660 - 6683.
7. Sreelekha K. R., Bindiya T. S., "Development of a 2D Filter Architecture to Obtain Circular Bandwidths Varied by Arbitrary Rational Values without Restructuring, Circuits, Systems, and Signal Processing (Springer), 2023 Apr 6, 42, pp. 5523 - 5544.
8. Sreelekha K. R., Bindiya T. S., "Design of Cost Effective Variable Bandwidth 2D Low-pass, High-pass and Band-pass Filters with Improved Circularity”, Digital signal processing (Elsevier), Mar 2023, 133, p.103842.
9. Hareesh V. and Bindiya T. S., "Design of Hardware Efficient Reconfigurable Merged Partial Cosine Modulated Non-uniform Filter Bank Channelizer and its Power Efficient Implementation using a Novel Approximation Algorithm", Circuits, Systems, and Signal Processing (Springer), 2021, 41, pp. 2118 - 2135
10. Sreelekha K. R., Bindiya T. S., "Design of Variable Elliptical Filters with Direct Tunability in 2D Domain",  Multidimensional Systems and Signal Processing (Springer), 2021, 33, pp. 367 - 400
11. Sudharman S, Bindiya T. S., "Design of Recongurable FRM Channelizer using Resource Shared Non-maximally Decimated Masking Filters", Journal of Signal Processing Systems (Springer), 93, 913–922, 2020
12. Hareesh V. and Bindiya T. S., "Analysis of Different Rational Decimated Filter Banks Derived From the Same Set of Prototype Filters", IEEE Transactions on Signal Processing, 2020, 68, pp.1923-1936.
13. Hareesh V. and Bindiya T. S., "Design of Low-Complex Linear-Phase Non-uniform Filter Bank to Realize Wavelet Approximation of Bark Frequency Partitioning for Real-Time Applications", Circuits, Systems, and Signal Processing (Springer), 2020, pp.1-27.
14. Sudharman S, Bindiya T. S., "Design of Power Efficient Variable Bandwidth Non-maximally Decimated FRM Filters for Wideband Channelizer", IEEE Transactions on Circuits and Systems II: Express Briefs. 2019,  66(9), pp. 1597 - 1601
15. Sudhi Sudharman, Athul D. Rajan, T. S. Bindiya, "Design of a Power-Efficient Low-Complexity Reconfigurable Non-maximally Decimated Filter Bank for High-Resolution Wideband Channels", Circuits, Systems, and Signal Processing (Springer), 2019, 38(6), pp. 2703-2735.
16. Amir A., Bindiya, T. S. and Elizabeth Elias, "Low-complexity implementation of efficient reconfigurable structure for cost-effective hearing aids using fractional interpolation", Computers & Electrical Engineering (Elsevier), 2019, 74, pp.391-412.
17. Amir A, J Pragadeeshwaran, T. S. Bindiya, Elizabeth Elias, "Reconfigurable filter bank structures for low complexity digital channelizer using fractional interpolation and MFIR filters with cosine modulation", AEU-International Journal of Electronics and Communications (Elsevier), 2018, 94, pp. 262-276
18. Amir A., Bindiya T. S. and Elizabeth Elias, “Design and Implementation of Reconfigurable Filter Bank Structure for Low Complexity Hearing Aids using 2-level Sound Wave Decomposition”, Biomedical Signal Processing and Control (Elsevier), 2018, 43, pp. 96-109
19. Bindiya, T. S. and Elizabeth Elias, "Meta-heuristic evolutionary algorithms for the design of optimal multiplier-less recombination filter banks.", Information Sciences (Elsevier), 2016, 339, pp. 31-52
20. Bindiya, T. S. and Elizabeth Elias, "Design of FRM-based MDFT filter banks in the canonic signed digit space using modified meta-heuristic algorithms.", International Journal of Signal and Imaging Systems Engineering (Inderscience), 2016, 9(1), pp. 20-37.
21. Bindiya T. S. and Elizabeth Elias, “Design of Totally Multiplier-less Sharp Transition Width Tree Structured Filter Banks for Non-uniform Discrete Multitone System", International Journal of Electronics and Communications (Elsevier), 2015 Mar 31; 69(3): 655-65.
22. Bindiya T. S. and Elizabeth Elias, “Modified meta-heuristic Algorithms for the Optimal Design of Multiplier-Less Non-uniform Channel Filters”, Circuits, Systems, and Signal Processing (Springer), March 2014, Volume 33, Issue 3, pp. 815-837.
23. Bindiya T. S. and Elizabeth Elias, “Meta-heuristic Algorithms for the Design of Multiplier-less Non-Uniform Filter Banks based on Frequency Response Masking”, Soft Computing (Springer), July 2014, Volume18, Issue 8, pp. 1529-1547.
24. Bindiya T. S. and Elizabeth Elias, “Design of Multiplier-less Sharp Transition Width Non-Uniform Filter Banks Using Gravitational Search Algorithm”, International Journal of Electronics (Taylor and Francis), 2015 Jan 2;102(1):48-70.

1. Kedarnath R., Bindiya T. S., "Design of a Computationally Efficient 1-D Convolutional Neural Network Hardware for ECG Classification in Portable Devices", 6th International Conference on Recent Advances in Intelligent Computational Systems (RAICS 2024), Mar Athanasius College of Engineering,  Kothamangalam, Kerala, 16 - 17 May 2024
2. Mrinmay Sasmal, Bindiya T. S., "A Power and Area Efficient Approximate Matrix Vector Multiplier Using Stochastic Computing", 2023 IEEE Industrial Electronics and Applications Conference (IEACon), 6 - 7 November 2023, Hard Rock Hotel, Batu Ferringhi Beach, Penang, Malaysia.
3. Sruthi P V, Bindiya T. S., "Spiking Neuron Model With Improved Plausibility Using Artificial Bee Colony Algorithm", 2023 IEEE Industrial Electronics and Applications Conference (IEACon), 6 - 7 November 2023, Hard Rock Hotel, Batu Ferringhi Beach, Penang, Malaysia.
4. Neeraja P. K., Bindiya T. S., Raghu C. V., "Low Power Implementation of Compensated and Sharpened CIC Decimation Filter".,  9th IEEE UP Section International Conference on Electrical, Electronics and Computer Engineering, 2-4 December 2022 - IIIT Allahabad.
5. G. Sandhya, Sreelekha K. R., Bindiya T. S., "Design of Low Complexity Arbitrary Pass-band Filter Hardware using Newton Structure-based Lagrange Interpolators",  IEEE Spons Global Conference for Advancement in Technology 2022, Bangalore, 2022
6. Subhanjan Konwer,  Maria Sojan, Adeeb Kenz P, Sooraj K Santhosh, Tresa Joseph and Bindiya T. S., "Hardware Realization of Sigmoid and Hyperbolic Tangent Activation Functions", 2022 IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications Technology (IAICT), Bali, Indonesia, 28-30 July 2022
7. Sreegul G, Hareesh V, Bindiya TS, "A Heuristic Approximation Algorithm to Design Power and Area Efficient FIR Filters in the Canonic Signed Digit Space", In 2022 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems (SPICES), 2022 Mar 10 (Vol. 1, pp. 72-76).
8. Tresa Joseph, Bindiya T. S., "High Speed and Power Efficient Multiplexer based Matrix Vector Multiplication for LSTM Network", 25th International Symposium on. VLSI Design and Test (VDAT), 2021
9. Sudhi Sudharman, Bindiya T. S., "Multiplier-free Realization of High Throughout Transpose Form FIR Filter", 12th IET International Symposium on Communication Systems, Networks and Digital Signal Processing, CDSNDSP 2020, 20-22 July 2020, Portugal.
10. Naresh E., Hareesh V. and Bindiya T. S., "Realization of Power Efficient FIR Filters using Hybrid Accurate-Inaccurate Adder Architecture", In 2020 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS), 2020 February 22-23, pp. 1-5, MNIT Bhopal.
11. Sreegul, G. and Bindiya, T. S., "An approximation algorithm for reducing the number of non-zero bits in the filter coefficients" In 2020 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS), 2020 February 22-23, pp. 1-6, MNIT Bhopal.
12. Manuprasad V., Hareesh V., Bindiya T. S., “Inexact Addition and Subtraction for the Reconfigurable FIR Filter Implementation using CSD based Common Subexpression Elimination”, 2019 International Conference on Intelligent Computing and Control Systems (ICCS), Madurai, 15-17 May 2019, pp. 946-951.
13. Sreelekha K. R., Bindiya T. S., "A New Multiplier-free Transformation for the Design of Hardware Efficient Circularly Symmetric Wideband 2D Filters", IEEE TENCON 2019, 17 - 20 October 2019 at Hotel Grand Hyatt, Bolgatty, Kochi, Kerala, India.
14. Sudhi Sudharman, Bindiya T. S., "Design and Implementation of Maximally Decimated Polyphase Filter Bank for Power and Delay Efficient Digital Hearing Aids", IEEE TENCON 2019, 17 - 20 October 2019 at Hotel Grand Hyatt, Bolgatty, Kochi, Kerala, India.
15. D. R. Naik, L. B. Das and Bindiya, T. S., “Wireless Sensor networks with Zigbee and WiFi for Environment Monitoring, Traffic Management and Vehicle Monitoring in Smart Cities”, IEEE 3rd International Conference on Computing, Communication and Security (ICCCS), 25 - 27 October, 2018, Kathmandu, Nepal.
16. M. Nasreen, M. Iyer, Jayakumar, E. P. and Bindiya, T. S., “Automobile Safety and Automatic Parking System using Sensors and Conventional Wireless Networks”, IEEE 3rd International Conference on Computing, Communication and Security (ICCCS), 25 - 27 October, 2018, Kathmandu, Nepal.
17. Sudhi Sudharman, Bindiya T. S., "Reconfigurable Non-Maximally Decimated Filter Bank Based Wideband Channelizer for VLBI", Canadian Conference on Electrical and Computer Engineering, 30 April - 3 May 2017, Windsor, Canada.
18. Amir A, Rakesh Inani, Bindiya T. S., Elizabeth Elias, “Reconfigurable Low Complexity Hearing Aid System using Adjustable Filter Bank”, IEEE TENCON 2016, 22 - 25 November 2016, Marina Bay Sands, Singapore.
19. Kaka Radhakrishna, Nisha Haridas, Bindiya T. S., Elizabeth Elias, “Cuckoo Optimization Algorithm for the Design of a Multiplier-less Sharp Transition Width Modified DFT Filter Bank”, International Conference On Advanced Engineering Optimization Through Intelligent Techniques, S.V. National Institute of Technology, Gujarat, India, July 2013.

PhD

Completed - 4

1. Sreelekha K. R. (Design of Low Complexity Variable Quadrantal and Centrosymmetric Two Dimensional FIR Filters) (08/12/2017 - 21/08/2023)
2. Hareesh V. (Design of Hardware Efficient Rational Decimated Filter Banks Using Partial Cosine Modulation and Sub-Band Merging) (09/12/2016 - 01/06/2022)
3. Sudhi Sudharman, "Design and Synthesis of Reconfigurable-non-maximally Decimated and Maximally Decimated Polyphase Filter Bank Based Structures", 2020 (15/07/2015 - 29/07/2020).
4. Amir A, "Design and Implementation of Fractional Interpolation Based Reconfigurable and Hardware Efficient Digital Filter Structures" (Co-guided with Dr. Elizabeth Elias), 2018. (05/01/2015 - 26/09/2018)

Thesis Submitted - 1

1. Tresa Joseph (Design of Hardware Accelerators for Efficient LSTM Networks in Edge Based AI) (16/12/2019 - 26/03/2024)

Ongoing - 5

Full Time - 4

1. Neeraja P. K. (VLSI implementation of DSP architectures) (Co-guidance with Dr. Raghu C. V.) (28/01/2021 - )
2. Sruthi P. V. (Digital VLSI Architectures for Neural Networks) (18/08/2021 - )
3. Ashna A (Digital VLSI Architectures for Neural Networks) (01/01/2024 - )
4. Ajesh Ashok (Digital VLSI Architectures for Neural Networks) (2024 - )

 Part Time - 1

1. Rinson Varghese (Beamforming Architectures) (23/12/2022 - )

M. Tech Major Projects

Ongoing - 6

1. Jishnu Mohan
2. Nikhil K D
3. Udit Pratap
4. Kedar Nath R
5. Muhsina Newman
6. Manohar Gajengi

Completed - 39

1. Mrinmay Sasamal (Design of Approximate Multipliers using Stochastic Sequence Generators for Battery-Powered Portable Systems) (2022 - 2023)
2. Animesh Jana (Power and Area Efficient Column-wise Approximate Matrix-Vector Multipliers for the Stall-Free LSTM Networks) (2022 - 2023)
3. Saptarshi Roy (Placement and Routing (PnR) Implementation of Silicon Monitor Macros, Coguided with Mr. Midhun C. K., Nvidia Graphics Pvt Ltd.) (2022 - 2023)
4. Deep Krishnan (DFT RTL Quality Suite Enablement, Coguided with Mr. Nikhil Sudhakaran and Mr. Gaurav Vashist, Nvidia Graphics Pvt Ltd.) (2022 - 2023)
5. Md Qamar Tabish (Hardware Implementation of Sigmoid Function (2021 - 2022)
6. Sandhya G (Design of Low Complexity Arbitrary Pass-Band Filter Hardware using Newton Structure based Lagrange and Hermite Interpolators) (2021 - 2022)
7. Gangireddy Pallavi (Quality Checks and Timing Convergence in Complex Multi-Million Gate SoC Design, Co-guided with Mr. Karthik Ramanathan, Intel Pvt Ltd) (2021 - 2022)
8. Ramavath Mohan Naik (A Memory Efficient Matrix Transposition Architecture using Pipelining) (2020 - 2021)
9. Suresh Reddy (Intel) (2020 - 2021)
10. A Niranjan (Design of Low Power Approximate Binary Logarithmic Multipliers) (2020 - 2021)
11. Sreegul G. (A Heuristic Approach in the Signed Power of Two Space for The Power and Area EfficientRealization of Digital Filters) (2019 - 2020)
12. Naresh Elukati (Realization of Power Efficient FIR Filters using Hybrid Accurate-Inaccurate Adder/Subtractor Architecture) (2019 - 2020)
13. Sajish Francis (Netlist to GDSII Layout Flow for Graphics Processing Unit Macros in Sub-16nm Technology Regime, Coguided with Mr. Vipin Patel, Engineering Manager, NVIDIA Grpahics Pvt. Ltd.) (2019 - 2020)
14. Ankit Vyas (Variation Immune Sense Amplifier for High Speed Memory Applications, Coguided with Mr. Harsha Bharadwaj, Engineering Manager, NVIDIA Grpahics Pvt. Ltd.) (2019 - 2020)
15. Srinivas (Physical Implementation Of Graphics Processing Unit Blocks Targeting Improved Power Performance Area Specifications, Coguided with Mr. Jayanth Prakash, Engineering Manager, NVIDIA Grpahics Pvt. Ltd.) (2019 - 2020)
16. Raviteja (Block Level Layout Design From Netlist to GDS , Coguided with Mr. Jayanth Prakash, Engineering Manager, NVIDIA Grpahics Pvt. Ltd.) (2019 - 2020)
17. Seerapu Naveen (Functional Verification of Time-Sensitive Networking IP Blocks in Pre-Si Environment, Coguided with Mr. Praveen P., IP Verification Engineer, Intel Technology India Pvt. Ltd.) (2019 - 2020)
18. Nisha Vaishnav (Global Clock Distribution Design for Microprocessor Core with Lowpower and Low Clock Skew Variation, Coguided with Mr. Paresh Udawant, Technical Lead, Intel Technology India Pvt. Ltd.) (2019 - 2020)
19. Manuprasad V. (Implementation of Power and Area Efficient Reconfigurable FIR Filters Using Inexact Adders and Subtractors) (2018 - 2019)
20. Balaraj M. (Fault Injection Framework Deployment to Enable Concurrent Fault Simulations and Diagnostic Coverage Validation, Coguided with Mr. Siva Prasad Kota, Technical Lead, Intel Technology India Pvt. Ltd.) (2018 - 2019)
21. Shivaramakrishna (2018 - 2019)
22. Niyas K. (Performance Analysis of SoC Interconnect Bus Using System C, Coguided with Mr. Raja Jondhle, Project Program Manager, Intel Technology India Private Limited, Bangalore) (2018 - 2019)
23. Ananya Suresh (Power Optimization in High Frequency CPU Core Through Multiple Voltage Domain, Coguided with Mr. Tiju Jacob and Mr. Satish Sethuraman, Intel Technology India Private Limited, Bangalore) (2018 - 2019)
24. Reshma Abraham (Design of Scalable and Configurable IP And IP Collaterals, Coguided with Mr. Sunil Aggarwal, Sr. Logic Design Engineer, Intel Technology India Private Limited, Bangalore) (2018 - 2019)

• Associate Dean (R&C), (February 2022 - February 2024)
• Reviewer of IEEE TCAS II, Wiley, Taylor and Francis, Springer Journals
• ECED Time Table in charge (2015 - 2022)
• ECED Purchase Coordinator (2018 - 2022)
• Faculty in charge of Dept. Staff amenities/Seminar Halls/Projectors (2015 - 2016)
• Member of ECED Time Table Committee (2013 - 2015) 
• Member, B Tech major project evaluation committee (2015 - 2018, 2020 Onwards)
• Member, B Tech mini project evaluation committee (2012 - 2015)
• Faculty advisor of 2009 - 2013, 2013 - 2017, 2017 - 2021, 2022 - 2026 ECE B. Tech Batches
• Ladies Hostel Warden (2009 - 2010)

FPGA/ASIC Implementation of Signal Processing/Neural Network Architectures, Digital VLSI Circuits/Systems, DSP Algorithms/Architectures

UG Courses

1. VLSI Circuits and Systems
2. Modeling and Testing of Digital Systems
3. Logic Design 
4. Computer Organization and Architecture
5. Network Theory  
6. Signals and Systems
7. Basic Electronics

PG Courses

1. Physical Design Automation 
2. Digital Integrated Circuit Design
3. Digital System Design
4. Low Power VLSI
5. Testing and Verification of VLSI Circuits 
6. DSP System Design
7. Multirate Signal Processing