{"id":132,"date":"2023-07-04T00:04:19","date_gmt":"2023-07-04T00:04:19","guid":{"rendered":"https:\/\/labs.engineering.asu.edu\/advent\/?page_id=132"},"modified":"2026-03-26T05:07:01","modified_gmt":"2026-03-26T05:07:01","slug":"projects","status":"publish","type":"page","link":"https:\/\/labs.engineering.asu.edu\/advent\/projects\/","title":{"rendered":"Projects"},"content":{"rendered":"\n

Current Projects<\/h2>\n\n\n\n
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<\/div>\n\n\n\n
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Novel architectures for PIM on FPGAs (Theme #1 and Theme #4)<\/h4>\n\n\n\n

In collaboration with HPE<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Accelerating quantum control systems using FPGAs (Theme #2)<\/h4>\n\n\n\n

In collaboration with Prof. Abhi (University of Arkansas and LBL) and Dr. Nhan Tran (Fermilab)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Automatic DNN deployment on AMD Versal devices (Theme #2)<\/h4>\n\n\n\n

Using both AIE and AIE-ML engines<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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LLM acceleration on AMD Ryzen AI platform (Theme #2)<\/h4>\n\n\n\n

In collaboration with AMD and Prof. Aviral Shrivastava (ASU)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Digital twin acceleration on AMD Versal devices (Theme #2)<\/h4>\n\n\n\n

In collaboration with Prof. Ashif Iqebal (ASU)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Accelerating medical applications on FPGAs (Theme #2)<\/h4>\n\n\n\n

In collaboration with Prof. Hassan Ghasemzadeh (ASU)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Enhancing programmability of domain-optimized FPGAs with custom hard blocks (Theme #1)<\/h4>\n\n\n\n

<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Agentic digital hardware verification (Theme #3)<\/h4>\n\n\n\n

In collaboration with Prof. Vidya Chhabria (ASU) <\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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DRAM PIM based acceleration for ML workloads (Theme #4)<\/h4>\n\n\n\n

In collaboration with Prof. Lizy John (UT Austin) and Prof. Jeeho Ryo (Fairleigh Dickinson University)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Path finding for novel chiplet-based disaggregated architectures (Theme #4)<\/h4>\n\n\n\n

In collaboration with Prof. Vidya Chhabria (ASU)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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Sustainability and FPGAs (Theme #4)<\/h4>\n\n\n\n

In collaboration with Prof. Vidya Chhabria (ASU)<\/p>\n<\/div>\n<\/div>\n\n\n\n

Past Projects<\/h2>\n\n\n\n
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<\/div>\n\n\n\n
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Developing datasets and frameworks for ML for FPGA CAD (Theme #3)<\/h4>\n\n\n\n

In collaboration with Prof. Lizy John (UT Austin) and Prof. Callie Hao (Georgia Tech)<\/p>\n<\/div>\n<\/div>\n\n\n\n

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<\/div>\n\n\n\n
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SRAM PIM based accelerator and compiler for ML workloads (Theme #4)<\/h4>\n\n\n\n

In collaboration with Prof. Tony Nowatzki (UCLA) and Prof. Lizy John (UT Austin)<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
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Cross-FPGA power prediction using ML (Theme #3)<\/h4>\n\n\n\n

In collaboration with Prof. Lizy John (UT Austin)<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
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Architecture of next-gen reconfigurable devices (Theme #1)<\/h4>\n\n\n\n

In collaboration with Prof. Diana Marculescu (UT Austin)<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
\n

Accelerating ML workloads using AMD Vitis AI Suite (Theme #2)<\/h4>\n\n\n\n

Comparing out-of-the-box performance of FPGAs using AMD Vitis AI Suite with TPUs<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
\n

Analyzing and comparing AI-optimized FPGAs (Theme #2)<\/h4>\n\n\n\n

In collaboration with Prof. Andreas Gerstualer and Prof. Diana Maruclescu (UT Austin)<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
\n

Novel FPGA architectures for ML – Introducing Tensor Slices (Theme #1)<\/h4>\n\n\n\n

Work done while at University of Texas at Austin, in collaboration with University of Toronto<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
\n

Incorporating Processing-In-Memory on FPGAs – Introducing CoMeFa RAMs (Theme #1 and #4)<\/h4>\n\n\n\n

Work done while at University of Texas at Austin<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
\n

Benchmarks for FPGA architecture and CAD – Introducing Koios Benchmarks (Theme #1)<\/h4>\n\n\n\n

Work done while at University of Texas at Austin, in collaboration with University of Toronto and University of New Brunswick<\/p>\n<\/div>\n<\/div>\n\n\n\n

\n
<\/div>\n\n\n\n
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Accelerating Weightless Neural Networks on FPGAs (Theme #2)<\/h4>\n\n\n\n

Work done while at University of Texas at Austin, in collaboration with researchers from Brazil, Portugal and Texas<\/p>\n<\/div>\n<\/div>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

Current Projects Novel architectures for PIM on FPGAs (Theme #1 and Theme #4) In collaboration with HPE Accelerating quantum control systems using FPGAs (Theme #2) In collaboration with Prof. Abhi (University of Arkansas and LBL) and Dr. Nhan Tran (Fermilab) Automatic DNN deployment on AMD Versal devices (Theme #2) Using both AIE and AIE-ML engines…<\/p>\n","protected":false},"author":228,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-132","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"\nProjects - Advent Lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/labs.engineering.asu.edu\/advent\/projects\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Projects - 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