Energy-Aware Integrated Neural Architecture Search and Partitioning for Distributed Internet of Things (IoT) Baichuan Huang, Azra Abtahi, Amir Aminifar
IEEE Transactions on Circuits and Systems for Artificial Intelligence (TCASAI), 2024
We propose an energy-aware NAS framework for distributed IoT, aiming to search for distributed DNNs to maximize prediction performance subjected to Flash Memory (Flash), Random-access Memory (RAM), and energy constraints.
We propose a lightweight inference scheme specifically designed for DNNs trained using the Forward-Forward algorithm ( Contribute to the Forward-Forward repository ).
We propose the first interpretable self-supervised network for seizure detection without any need for real seizure data in training, which has comparable performance with supervised methods. (Contemporaneous and similar work of peers in AAAI2023)
To improve the adaptability and robustness of the BLE positioning system, we propose making full use of the three separate channels instead of their combination.
Talks: : 2024.10.21-10.24: Oral Presentation and Outreach Activity at ECAI 2024, Santiago de Compostela, Spain 2024.09.26: Pitch Presentation at Politecnico di Milano, Milano, Italy 2024.09.24: Pitch Presentation at University of Modena, Modena, Italy 2024.09.19-09.20: Pitch and Poster Presentation in Engineering Health Fall meet 2024, Helsingborg, Sweden 2023.10.24-10.27: Poster and Workshop Presentation at Natural and Artificial Cognition II, AI Lund, Lund, Sweden 2023.09.29: Poster Presentation at Schwarzman College of Computing, MIT, Boston, the USA 2023.06.11-06.13: Oral Presentation at AICAS 2023, Hangzhou, China 2023.06.04-06.10: Oral Presentation at ICASSP 2023, Rhodes Island, Greece 2021.09.19-09.22: Oral Presentation at ICIP 2021, Anchorage, Alaska, the USA (Hybrid)
Reviewer: : 2024: Epilepsy & Behavior (Journal, Q2) 2024: IEEE Internet of Things Journal (Journal, Q1) Web of Science 2024: ACM Computing Surveys (Journal, Q1) Web of Science 2024: International Conference on Acoustics, Speech and Signal Processing (ICASSP'24) 2024: Reviewer Member of (Artificial Intelligence and Applications) 2023: IEEE International Conference on Omni Layer Intelligent Systems (COINS'23) 2021: IEEE International Conference on Image Processing (ICIP'21) 2020: AAAI Conference on Artificial Intelligence (AAAI'21)
Patents: :
A high quality precision panoramic imaging system and method based on the DSLR camera (ZL 2019 1 0123353.3)
An intelligent inspection robot and intelligent inspection method for underground pipelines (ZL 2019 1 0375732.1)
Awards
2021.06: Outstanding Graduates, issued by Wuhan University 2018-2021: The First Prize Scholarship, issued by Wuhan University 2019.12: National scholarship for Postgraduates (Top 0.2%), issued by the Ministry of Education of the People's Republic of China 2019.12: National Third Prize in "HUAWEI Cup" The 16th China Post-Graduate Mathematical Contest in Modelling 2017.11: National Second Prize in China Undergraduate Mathematical Contest in Modelling, issued by China Society for Industrial and Applied Mathematics