Personal information

parallel computing, reconfigurable computing, AI/ML Acceleration
United States

Activities

Employment (1)

Case Western Reserve University: Cleveland, OH, US

2022-08-12 to present | Assistant Professor (Computer and Data Sciences)
Employment
Source: Self-asserted source
Sanmukh Rao Kuppannagari

Education and qualifications (1)

University of Southern California: Los Angeles, CA, US

2013-08-08 to 2018-08-07 | PhD (Computer Engineering)
Education
Source: Self-asserted source
Sanmukh Rao Kuppannagari

Works (48)

Behind-the-Meter Solar Generation Disaggregation at Varying Aggregation Levels Using Consumer Mixture Models

IEEE Transactions on Sustainable Computing
2022 | Journal article
EID:

2-s2.0-85135750316

Part of ISSN: 23773782
Contributors: Cheung, C.M.; Kuppannagari, S.R.; Srivastava, A.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

FPGA Accelerator for Homomorphic Encrypted Sparse Convolutional Neural Network Inference

Proceedings - 2022 IEEE 30th International Symposium on Field-Programmable Custom Computing Machines, FCCM 2022
2022 | Conference paper
EID:

2-s2.0-85133288835

Contributors: Yang, Y.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

NTTGen: A Framework for Generating Low Latency NTT Implementations on FPGA

ACM International Conference Proceeding Series
2022 | Conference paper
EID:

2-s2.0-85130759922

Contributors: Yang, Y.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

PPOAccel: A High-Throughput Acceleration Framework for Proximal Policy Optimization

IEEE Transactions on Parallel and Distributed Systems
2022 | Journal article
EID:

2-s2.0-85121806301

Part of ISSN: 15582183 10459219
Contributors: Meng, Y.; Kuppannagari, S.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Safe Building HVAC Control via Batch Reinforcement Learning

IEEE Transactions on Sustainable Computing
2022 | Journal article
EID:

2-s2.0-85127479864

Part of ISSN: 23773782
Contributors: Zhang, C.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Socio-demographic Characteristics Prediction Using Soft Clustering of Load Consumption Data

Lecture Notes in Networks and Systems
2022 | Book
EID:

2-s2.0-85119000701

Part of ISSN: 23673389 23673370
Contributors: Cheung, C.M.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

BRAC+: Improved behavior regularized actor critic for offline reinforcement learning

arXiv
2021 | Other
EID:

2-s2.0-85117841933

Part of ISSN: 23318422
Contributors: Zhang, C.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

DYNAMAP: Dynamic algorithm mapping framework for low latency cnn inference

FPGA 2021 - 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays
2021 | Conference paper
EID:

2-s2.0-85102068726

Contributors: Meng, Y.; Kuppannagari, S.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Efficient Neighbor-Sampling-based GNN Training on CPU-FPGA Heterogeneous Platform

2021 IEEE High Performance Extreme Computing Conference, HPEC 2021
2021 | Conference paper
EID:

2-s2.0-85123501741

Contributors: Zhang, B.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Fgym: Toolkit for Benchmarking FPGA based Reinforcement Learning Algorithms

Proceedings - 2021 31st International Conference on Field-Programmable Logic and Applications, FPL 2021
2021 | Conference paper
EID:

2-s2.0-85125778308

Contributors: Peura, N.; Meng, Y.; Kuppannagari, S.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

FPGA Acceleration of Number Theoretic Transform

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2021 | Book
EID:

2-s2.0-85111460727

Part of ISSN: 16113349 03029743
Contributors: Ye, T.; Yang, Y.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

How to Avoid Zero-Spacing in Fractionally-Strided Convolution? A Hardware-Algorithm Co-Design Methodology

Proceedings - 2021 IEEE 28th International Conference on High Performance Computing, Data, and Analytics, HiPC 2021
2021 | Conference paper
EID:

2-s2.0-85125616260

Contributors: Meng, Y.; Kuppannagari, S.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Leveraging spatial information in smart grids using STGCN for short-term load forecasting

ACM International Conference Proceeding Series
2021 | Conference paper
EID:

2-s2.0-85119093267

Contributors: Cheung, C.M.; Kuppannagari, S.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Parallel Actors and Learners: A Framework for Generating Scalable RL Implementations

arXiv
2021 | Other
EID:

2-s2.0-85117837320

Part of ISSN: 23318422
Contributors: Zhang, C.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Parallel Actors and Learners: A Framework for Generating Scalable RL Implementations

Proceedings - 2021 IEEE 28th International Conference on High Performance Computing, Data, and Analytics, HiPC 2021
2021 | Conference paper
EID:

2-s2.0-85125675264

Contributors: Zhang, C.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Performance modeling and FPGA acceleration of homomorphic encrypted convolution

Proceedings - 2021 31st International Conference on Field-Programmable Logic and Applications, FPL 2021
2021 | Conference paper
EID:

2-s2.0-85125779684

Contributors: Ye, T.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Spatio-Temporal Missing Data Imputation for Smart Power Grids

e-Energy 2021 - Proceedings of the 2021 12th ACM International Conference on Future Energy Systems
2021 | Conference paper
EID:

2-s2.0-85109323907

Contributors: Kuppannagari, S.R.; Fu, Y.; Chueng, C.M.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

A High Throughput Parallel Hash Table Accelerator on HBM-enabled FPGAs

Proceedings - 2020 International Conference on Field-Programmable Technology, ICFPT 2020
2020 | Conference paper
EID:

2-s2.0-85105889628

Contributors: Yang, Y.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

A High Throughput Parallel Hash Table on FPGA using XOR-based Memory

2020 IEEE High Performance Extreme Computing Conference, HPEC 2020
2020 | Conference paper
EID:

2-s2.0-85099387601

Contributors: Zhang, R.; Wijeratne, S.; Yang, Y.; Kuppannagari, S.R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Accelerating Proximal Policy Optimization on CPU-FPGA Heterogeneous Platforms

Proceedings - 28th IEEE International Symposium on Field-Programmable Custom Computing Machines, FCCM 2020
2020 | Conference paper
EID:

2-s2.0-85087338747

Contributors: Meng, Y.; Kuppannagari, S.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Crowdsourced Edge: A Novel Networking Paradigm for the Collaborative Community

Proceedings - 16th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2020
2020 | Conference paper
EID:

2-s2.0-85091759468

Contributors: Kundig, S.; Angelopoulos, C.M.; Kuppannagari, S.R.; Rolim, J.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Disaggregation of Behind-the-Meter Solar Generation in Presence of Energy Storage Resources

2020 IEEE Conference on Technologies for Sustainability, SusTech 2020
2020 | Conference paper
EID:

2-s2.0-85094861314

Contributors: Cheung, C.M.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

DYNAMAP: Dynamic algorithm mapping framework for low latency CNN inference

arXiv
2020 | Other
EID:

2-s2.0-85104658080

Part of ISSN: 23318422
Contributors: Meng, Y.; Kuppannagari, S.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

FASTHash: FPGA-Based high throughput parallel hash table

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2020 | Book
EID:

2-s2.0-85087019662

Part of ISSN: 16113349 03029743
Contributors: Yang, Y.; Kuppannagari, S.R.; Srivastava, A.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

How to Efficiently Train Your AI Agent? Characterizing and Evaluating Deep Reinforcement Learning on Heterogeneous Platforms

2020 IEEE High Performance Extreme Computing Conference, HPEC 2020
2020 | Conference paper
EID:

2-s2.0-85099407909

Contributors: Meng, Y.; Yang, Y.; Kuppannagari, S.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Load demand user profiling in smart grids with distributed solar generation

2020 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2020
2020 | Conference paper
EID:

2-s2.0-85086228321

Contributors: Cheung, C.M.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Parallel totally induced edge sampling on FPGAs

Advances in Parallel Computing
2020 | Book
EID:

2-s2.0-85083068462

Part of ISSN: 1879808X 09275452
Contributors: Goel, A.; Kuppannagari, S.R.; Yang, Y.; Srivastava, A.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

QTAccel: A generic FPGA based design for Q-table based reinforcement learning accelerators

Proceedings - 2020 IEEE 34th International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2020
2020 | Conference paper
EID:

2-s2.0-85091560006

Contributors: Meng, Y.; Kuppannagari, S.; Rajat, R.; Srivastava, A.; Kannan, R.; Prasanna, V.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

A cooperative multi-agent deep reinforcement learning framework for real-time residential load scheduling

IoTDI 2019 - Proceedings of the 2019 Internet of Things Design and Implementation
2019 | Conference paper
EID:

2-s2.0-85066014619

Contributors: Zhang, C.; Kuppannagari, S.R.; Xiong, C.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Approximate scheduling of DERs with discrete complex injections

e-Energy 2019 - Proceedings of the 10th ACM International Conference on Future Energy Systems
2019 | Conference paper
EID:

2-s2.0-85068686773

Contributors: Kuppannagari, S.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Building HVAC scheduling using reinforcement learning via neural network based model approximation

BuildSys 2019 - Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation
2019 | Conference paper
EID:

2-s2.0-85077249746

Contributors: Zhang, C.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation

arXiv
2019 | Other
EID:

2-s2.0-85104487534

Part of ISSN: 23318422
Contributors: Zhang, C.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

IP cores for graph kernels on FPGAs

2019 IEEE High Performance Extreme Computing Conference, HPEC 2019
2019 | Conference paper
EID:

2-s2.0-85076689195

Contributors: Kuppannagari, S.R.; Rajat, R.; Kannan, R.; Dasu, A.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Minimizing Cost of Load Matching in Multiple Micro-Grids Using MESS

2018 IEEE Conference on Technologies for Sustainability, SusTech 2018
2019 | Conference paper
EID:

2-s2.0-85063937552

Contributors: Rompokos, A.A.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Subset Level Detection of False Data Injection Attacks in Smart Grids

2018 IEEE Conference on Technologies for Sustainability, SusTech 2018
2019 | Conference paper
EID:

2-s2.0-85063961273

Contributors: Binna, S.; Kuppannagari, S.R.; Engel, D.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Towards improved real-time observability of behind-meter photovoltaic systems: A data-driven approach

e-Energy 2019 - Proceedings of the 10th ACM International Conference on Future Energy Systems
2019 | Conference paper
EID:

2-s2.0-85068693317

Contributors: Cheung, C.M.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Generative Adversarial Network for Synthetic Time Series Data Generation in Smart Grids

2018 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids, SmartGridComm 2018
2018 | Conference paper
EID:

2-s2.0-85061045970

Contributors: Zhang, C.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

NO-LESS: Near optimal curtailment strategy selection for net load balancing in micro grids

2018 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2018
2018 | Conference paper
EID:

2-s2.0-85050671063

Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Optimal discrete net-load balancing in smart grids with high PV penetration

ACM Transactions on Sensor Networks
2018 | Journal article
EID:

2-s2.0-85057762326

Part of ISSN: 15504867 15504859
Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Risk aware net load balancing in micro grids with high der penetration

2018 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2018
2018 | Conference paper
EID:

2-s2.0-85050692718

Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Improved protection scheme for data attack on strategic buses in the Smart Grid

2016 IEEE Conference on Technologies for Sustainability, SusTech 2016
2017 | Conference paper
EID:

2-s2.0-85019243840

Contributors: Wickramaarachchi, C.; Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Optimal net-load balancing in smart grids with high PV penetration

arXiv
2017 | Other
EID:

2-s2.0-85093316061

Part of ISSN: 23318422
Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Optimal net-load balancing in smart grids with high PV penetration

BuildSys 2017 - Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments
2017 | Conference paper
EID:

2-s2.0-85052015768

Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

An ILP based algorithm for optimal customer selection for demand response in SmartGrids

Proceedings - 2015 International Conference on Computational Science and Computational Intelligence, CSCI 2015
2016 | Conference paper
EID:

2-s2.0-84964460019

Contributors: Kuppannagari, S.R.; Kannan, R.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Implementation of learning-based dynamic demand response on a campus micro-grid

IJCAI International Joint Conference on Artificial Intelligence
2016 | Conference paper
EID:

2-s2.0-85006170254

Part of ISSN: 10450823
Contributors: Kuppannagari, S.R.; Kannan, R.; Chelmis, C.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Optimal customer targeting for sustainable Demand Response in smart grids

Procedia Computer Science
2016 | Conference paper
EID:

2-s2.0-84978472511

Part of ISSN: 18770509
Contributors: Kuppannagari, S.R.; Kannan, R.; Chelmis, C.; Tehrani, A.S.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

High level performance model based design space exploration for energy-efficient designs on FPGAs

2014 International Green Computing Conference, IGCC 2014
2015 | Conference paper
EID:

2-s2.0-84924368387

Contributors: Kuppannagari, S.R.; Hu, Y.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier

Energy performance of FPGAs on PERFECT suite kernels

2014 IEEE High Performance Extreme Computing Conference, HPEC 2014
2014 | Conference paper
EID:

2-s2.0-84946691125

Contributors: Kuppannagari, S.R.; Chen, R.; Sanny, A.; Singapura, S.G.; Tran, G.P.C.; Zhou, S.; Hu, Y.; Crago, S.P.; Prasanna, V.K.
Source: Self-asserted source
Sanmukh Rao Kuppannagari via Scopus - Elsevier