Automated Indexing Of TEM Diffraction Patterns Using Machine Learning
Nathaniel Tomczak, Sanmukh Kuppannagari
2023 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2023, pp. 1--7
PARAG: PIM Architecture for Real-Time Acceleration of GCNs
Gian Singh, Sanmukh R Kuppannagari, Sarma Vrudhula
2023 IEEE 30th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, 2023, pp. 11--20
Bandwidth efficient homomorphic encrypted matrix vector multiplication accelerator on fpga
Yang Yang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2022 International Conference on Field-Programmable Technology (ICFPT), IEEE, 2022, pp. 1--9
Chung Ming Cheung, Sanmukh Rao Kuppannagari, Ajitesh Srivastava, Rajgopal Kannan, Viktor K Prasanna
IEEE Transactions on Sustainable Computing, vol. 8, IEEE, 2022, pp. 43--55
End to End Framework for CNN Acceleration on FPGAs with Dynamic Algorithm Mapping
Haomei Liu, Yuan Meng, Sanmukh Rao Kuppannagari, Viktor K Prasanna
Proceedings of the 2022 Fourteenth International Conference on Contemporary Computing, 2022, pp. 696--700
Estimating the Impact of Communication Schemes for Distributed Graph Processing
Tian Ye, Sanmukh R Kuppannagari, Cesar AF De Rose, Sasindu Wijeratne, Rajgopal Kannan, Viktor K Prasanna
2022 21st International Symposium on Parallel and Distributed Computing (ISPDC), IEEE, 2022, pp. 49--56
FPGA accelerator for homomorphic encrypted sparse convolutional neural network inference
Yang Yang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2022 IEEE 30th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), IEEE, 2022, pp. 1--9
Input feature pruning for accelerating GNN inference on heterogeneous platforms
Jason Yik, Sanmukh R Kuppannagari, Hanqing Zeng, Viktor K Prasanna
2022 IEEE 29th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, 2022, pp. 282--291
Yang Yang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the 19th ACM International Conference on Computing Frontiers, ACM, 2022
NTTGen: a framework for generating low latency NTT implementations on FPGA
Yang Yang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the 19th ACM International Conference on Computing Frontiers, 2022, pp. 30--39
Safe building HVAC control via batch reinforcement learning
Chi Zhang, Sanmukh Rao Kuppannagari, Viktor K Prasanna
IEEE Transactions on Sustainable Computing, vol. 7, IEEE, 2022, pp. 923--934
Socio-demographic Characteristics Prediction Using Soft Clustering of Load Consumption Data
Chung Ming Cheung, Sanmukh Rao Kuppannagari, Viktor K Prasanna
Proceedings of the Future Technologies Conference (FTC) 2021, Volume 1, Springer International Publishing, 2022, pp. 888--903
BRAC+: Going deeper with behavior regularized offline reinforcement learning
Chi Zhang, Sanmukh Rao Kuppannagari, Viktor Prasanna
2021
Brac+: Improved behavior regularized actor critic for offline reinforcement learning
Chi Zhang, Sanmukh Kuppannagari, Prasanna Viktor
Asian Conference on Machine Learning, PMLR, 2021, pp. 204--219
Dynamap: Dynamic algorithm mapping framework for low latency cnn inference
Yuan Meng, Sanmukh Kuppannagari, Rajgopal Kannan, Viktor Prasanna
The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2021, pp. 183--193
Efficient neighbor-sampling-based gnn training on cpu-fpga heterogeneous platform
Bingyi Zhang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor Prasanna
2021 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2021, pp. 1--7
FGYM: Toolkit for Benchmarking FPGA based Reinforcement Learning Algorithms
Nathaniel Peura, Yuan Meng, Sanmukh Kuppannagari, Viktor Prasanna
2021 31st International Conference on Field-Programmable Logic and Applications (FPL), IEEE, 2021, pp. 404--404
Fpga acceleration of number theoretic transform
Tian Ye, Yang Yang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
High Performance Computing: 36th International Conference, ISC High Performance 2021, Virtual Event, June 24--July 2, 2021, Proceedings 36, Springer International Publishing, 2021, pp. 98--117
Yuan Meng, Sanmukh Kuppannagari, Rajgopal Kannan, Viktor Prasanna
2021 IEEE 28th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, 2021, pp. 81--90
Leveraging Spatial Information in Smart Grids using STGCN for Short-Term Load Forecasting
Chung Ming Cheung, Sanmukh Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the 2021 Thirteenth International Conference on Contemporary Computing, 2021, pp. 159--167
Parallel actors and learners: A framework for generating scalable RL implementations
Chi Zhang, Sanmukh Rao Kuppannagari, Viktor K Prasanna
2021 IEEE 28th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, 2021, pp. 1--10
Performance modeling and FPGA acceleration of homomorphic encrypted convolution
Tian Ye, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2021 31st International Conference on Field-Programmable Logic and Applications (FPL), IEEE, 2021, pp. 115--121
PPOAccel: A high-throughput acceleration framework for proximal policy optimization
Yuan Meng, Sanmukh Kuppannagari, Rajgopal Kannan, Viktor Prasanna
IEEE Transactions on Parallel and Distributed Systems, vol. 33, IEEE, 2021, pp. 2066--2078
Spatio-temporal missing data imputation for smart power grids
Sanmukh R Kuppannagari, Yao Fu, Chung Ming Chueng, Viktor K Prasanna
Proceedings of the twelfth ACM international conference on future energy systems, 2021, pp. 458--465
Accelerating proximal policy optimization on cpu-fpga heterogeneous platforms
Yuan Meng, Sanmukh Kuppannagari, Viktor Prasanna
2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), IEEE, 2020, pp. 19--27
A high throughput parallel hash table accelerator on HBM-enabled FPGAs
Yang Yang, Sanmukh R Kuppannagari, Viktor K Prasanna
2020 International Conference on Field-Programmable Technology (ICFPT), IEEE, 2020, pp. 148--153
A high throughput parallel hash table on fpga using xor-based memory
Ruizhi Zhang, Sasindu Wijeratne, Yang Yang, Sanmukh R Kuppannagari, Viktor K Prasanna
2020 IEEE High performance extreme computing conference (HPEC), IEEE, 2020, pp. 1--7
Crowdsourced edge: a novel networking paradigm for the collaborative community
St{\'e}phane K{\"u}ndig, Constantinos Marios Angelopoulos, Sanmukh R Kuppannagari, Jos{\'e} Rolim, Viktor K Prasanna
2020 16th International Conference on Distributed Computing in Sensor Systems (DCOSS), IEEE, 2020, pp. 474--481
DEEP solar: Data DrivEn modeling and analytics for enhanced system layer ImPlementation
Viktor Prasanna, Rajgopal Kannan, Sanmukh Kuppannagari, Ajitesh Srivastava, Chung Ming Cheung, Athanasios Rompokos, Chi Zhang
Univ. of Southern California, Los Angeles, CA (United States), 2020
Disaggregation of behind-the-meter solar generation in presence of energy storage resources
Chung Ming Cheung, Sanmukh Rao Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2020 IEEE Conference on Technologies for Sustainability (SusTech), IEEE, 2020, pp. 1--7
FASTHash: F PG A-Ba s ed High T hroughput Parallel Hash Table
Yang Yang, Sanmukh R Kuppannagari, Ajitesh Srivastava, Rajgopal Kannan, Viktor K Prasanna
High Performance Computing: 35th International Conference, ISC High Performance 2020, Frankfurt/Main, Germany, June 22--25, 2020, Proceedings 35, Springer International Publishing, 2020, pp. 3--22
Yuan Meng, Yang Yang, Sanmukh Kuppannagari, Rajgopal Kannan, Viktor Prasanna
2020 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2020, pp. 1--7
Load demand user profiling in smart grids with distributed solar generation
Chung Ming Cheung, Sanmukh Rao Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2020 IEEE Power \& Energy Society Innovative Smart Grid Technologies Conference (ISGT), IEEE, 2020, pp. 1--5
Maximum entropy model rollouts: Fast model based policy optimization without compounding errors
Chi Zhang, Sanmukh Rao Kuppannagari, Viktor K Prasanna
arXiv preprint arXiv:2006.04802, 2020
Parallel Totally Induced Edge Sampling on FPGAs 1
Akshit Goel, Sanmukh R Kuppannagari, Yang Yang, Ajitesh Srivastava, Viktor K Prasanna
Parallel Computing: Technology Trends, IOS Press, 2020, pp. 671--680
Qtaccel: A generic fpga based design for q-table based reinforcement learning accelerators
Rachit Rajat, Yuan Meng, Sanmukh Kuppannagari, Ajitesh Srivastava, Viktor Prasanna, Rajgopal Kannan
Proceedings of the 2020 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2020, pp. 323--323
QTAccel: A generic FPGA based design for Q-table based reinforcement learning accelerators
Yuan Meng, Sanmukh Kuppannagari, Rachit Rajat, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna
2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), IEEE, 2020, pp. 107--114
QTAccel: Generic FPGA Design for Q-Table based Reinforcement Learning Accelerators
Rachit Rajat, Yuan Meng, Sanmukh R Kuppannagari, Ajitesh Srivastava, Rajgopal Kannan, Viktor K Prasanna
28th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA), 2020
QTAccel: Generic FPGA Design for Q-Table based Reinforcement Learning Accelerators
Yuan Meng, Sanmukh R Kuppannagari, Rachit Rajat, Ajitesh Srivastava, Rajgopal Kannan, Viktor K Prasanna
27th Reconfigurable Architectures Workshop (RAW), 2020
Chi Zhang, Sanmukh R Kuppannagari, Chuanxiu Xiong, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the international conference on internet of things design and implementation, 2019, pp. 59--69
Approximate scheduling of ders with discrete complex injections
Sanmukh Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the Tenth ACM International Conference on Future Energy Systems, 2019, pp. 204--214
Building HVAC scheduling using reinforcement learning via neural network based model approximation
Chi Zhang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the 6th ACM international conference on systems for energy-efficient buildings, cities, and transportation, 2019, pp. 287--296
HiPC 2019 WORKSHOP 1: 1st Workshop on Data Science for Future Energy Systems
Sanmukh R Kuppannagari, Chayan Sarkar
2019 26th International Conference on High Performance Computing, Data and Analytics Workshop (HiPCW), IEEE, 2019, pp. 1--1
Ip cores for graph kernels on fpgas
Sanmukh R Kuppannagari, Rachit Rajat, Rajgopal Kannan, Aravind Dasu, Viktor K Prasanna
2019 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2019, pp. 1--7
Minimizing cost of smart grid operations by scheduling mobile energy storage systems
Ajitesh Srivastava, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
IEEE Letters of the Computer Society, vol. 2, IEEE, 2019, pp. 20--23
Chung Ming Cheung, Sanmukh Rao Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the Tenth ACM International Conference on Future Energy Systems, 2019, pp. 447--455
Discrete Optimization for Supply Demand Matching in Smart Grids
Sanmukh Rao Kuppannagari
University of Southern California, 2018
Generative adversarial network for synthetic time series data generation in smart grids
Chi Zhang, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2018 IEEE international conference on communications, control, and computing technologies for smart grids (SmartGridComm), IEEE, 2018, pp. 1--6
Minimizing Cost of Load Matching in Multiple Micro-Grids Using MESS
Athanasios A Rompokos, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2018 IEEE Conference on Technologies for Sustainability (SusTech), IEEE, 2018, pp. 1--7
NO-LESS: Near optimal curtailment strategy selection for net load balancing in micro grids
Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2018 IEEE Power \& Energy Society Innovative Smart Grid Technologies Conference (ISGT), IEEE, 2018, pp. 1--5
Optimal discrete net-load balancing in smart grids with high PV penetration
Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
ACM Transactions on Sensor Networks (TOSN), vol. 14, ACM New York, NY, USA, 2018, pp. 1--30
Risk aware net load balancing in micro grids with high DER penetration
Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2018 IEEE Power \& Energy Society Innovative Smart Grid Technologies Conference (ISGT), IEEE, 2018, pp. 1--5
Subset level detection of false data injection attacks in smart grids
Stefan Binna, Sanmukh R Kuppannagari, Dominik Engel, Viktor K Prasanna
2018 IEEE Conference on Technologies for Sustainability (SusTech), IEEE, 2018, pp. 1--7
Optimal net-load balancing in smart grids with high PV penetration
Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017, pp. 1--10
Automated Dynamic Demand Response Implementation on a Micro-grid
Sanmukh R Kuppannagari, Rajgopal Kannan, Charalampos Chelmis, Viktor K Prasanna
City of Los Angeles Department, 2016
Implementation of Learning-Based Dynamic Demand Response on a Campus Micro-Grid.
Sanmukh R Kuppannagari, Rajgopal Kannan, Charalampos Chelmis, Viktor K Prasanna
IJCAI, 2016, pp. 4250--4251
Improved protection scheme for data attack on strategic buses in the smart grid
Charith Wickramaarachchi, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2016 IEEE Conference on Technologies for Sustainability (SusTech), IEEE, 2016, pp. 96--101
Optimal customer targeting for sustainable demand response in smart grids
Sanmukh R Kuppannagari, Rajgopal Kannan, Charalampos Chelmis, Arash S Tehrani, Viktor K Prasanna
Procedia Computer Science, vol. 80, Elsevier, 2016, pp. 324--334
An ilp based algorithm for optimal customer selection for demand response in smartgrids
Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna
2015 International Conference on Computational Science and Computational Intelligence (CSCI), IEEE, 2015, pp. 300--305
Efficient Generation of Energy and Performance Pareto Front for FPGA Designs
Sanmukh R Kuppannagari, Viktor K Prasanna
Proceedings of the 2015 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2015, pp. 273--273
Energy performance of fpgas on perfect suite kernels
Sanmukh R Kuppannagari, Ren Chen, Andrea Sanny, Shreyas G Singapura, Geoffrey Phi C Tran, Shijie Zhou, Yusong Hu, Stephen P Crago, Viktor K Prasanna
2014 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2014, pp. 1--6
High level performance model based design space exploration for energy-efficient designs on fpgas
Sanmukh R Kuppannagari, Yusong Hu, Viktor K Prasanna
International Green Computing Conference, IEEE, 2014, pp. 1--6