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Researcher
Linyan Mei
- Disciplines:Nanotechnology, Sensors, biosensors and smart sensors, Other electrical and electronic engineering, Design theories and methods
Affiliations
- Electronic Circuits and Systems (ECS) (Division)
Member
From1 Aug 2020 → Today - ESAT - MICAS, Microelectronics and Sensors (Division)
Member
From1 Sep 2018 → 31 Jul 2020
Projects
1 - 1 of 1
- Design Space Exploration of Deep Learning AcceleratorsFrom31 Aug 2018 → 24 Aug 2023Funding: Own budget, for example: patrimony, inscription fees, gifts
Publications
1 - 10 of 15
- Design Space Exploration of Deep Learning Accelerators(2023)
Authors: Linyan Mei, Marian Verhelst
- TinyVers: A Tiny Versatile System-on-Chip With State-Retentive eMRAM for ML Inference at the Extreme Edge(2023)
Authors: Vikram Jain, Linyan Mei, Marian Verhelst
Pages: 1 - 12 - Stream: A Modeling Framework for Fine-grained Layer Fusion on Multi-core DNN Accelerators(2023)
Authors: Arne Symons, Linyan Mei, Pouya Houshmand, Marian Verhelst
Pages: 355 - 357Number of pages: 3 - DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling(2023)
Authors: Linyan Mei, Arne Symons, Marian Verhelst
Pages: 570 - 583Number of pages: 14 - PetaOps/W edge-AI μProcessors: Myth or reality?(2023)
Authors: Linyan Mei, Marian Verhelst
Number of pages: 6 - TinyVers: A 0.8-17 TOPS/W, 1.7 μW-20 mW, Tiny Versatile System-on-chip with State-Retentive eMRAM for Machine Learning Inference at the Extreme Edge(2022)
Authors: Vikram Jain, Jaro De Roose, Linyan Mei, Marian Verhelst
Number of pages: 2 - Taxonomy and Benchmarking of Precision-Scalable MAC Arrays Under Enhanced DNN Dataflow Representation(2022)
Authors: Linyan Mei, Marian Verhelst
Pages: 2013 - 2024 - A Uniform Latency Model for DNN Accelerators with Diverse Architectures and Dataflows(2022)
Authors: Linyan Mei, Marian Verhelst
Pages: 220 - 225 - Hardware-Efficient Residual Neural Network Execution in Line-Buffer Depth-First Processing(2021)
Authors: Pouya Houshmand, Linyan Mei, Marian Verhelst
Pages: 690 - 700 - ZigZag: Enlarging Joint Architecture-Mapping Design Space Exploration for DNN Accelerators(2021)
Authors: Linyan Mei, Pouya Houshmand, Vikram Jain, Marian Verhelst
Pages: 1160 - 1174