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Seizure detection using dynamic memristor-based reservoir computing and leaky integrate-and-fire neuron for post-processing

JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning

Research funded by National Natural Science Foundation of China (61925401,92064004,61927901,92164302) | Overseas Expertise Introduction Project for Discipline Innovation (B18001) | China Postdoctoral Science Foundation (2023M740051) | National Key R&D Program of China (2023YFB4502200)

Authors: Zhiyu Yang | Keqin Liu | Rui Yuan | Xulei Wu | Lei Cai | Teng Zhang | Yaoyu Tao | Yufeng Jin | Yuchao Yang

Harnessing nonlinear conductive characteristic of TiO2/HfO2 memristor crossbar for implementing parallel vector–matrix multiplication

JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning

Research funded by National Key Research and Development Program of China (2023YFF1203600) | National Natural Science Foundation of China (62305155,62122036,62034004,61921005,12074176) | The Strategic Priority Research Program of the Chinese Academy of Sciences (XDB44000000) | China Postdoctoral Science Foundation (2023M731582,BX20230153) | The Fundamental Research Funds for Central Universities (020414380084,020414380155) | Jiangsu Funding Program for Excellent Postdoctoral Talent (2023ZB079)

Authors: Wei Wei | Cong Wang | Chen Pan | Xing-Jian Yangdong | Zai-Zheng Yang | Yuekun Yang | Bin Cheng | Shi-Jun Liang | Feng Miao

Cardiac abnormality detection with a tiny diagonal state space model based on sequential liquid neural processing unit

JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning

Authors: Zhaojing Huang | Wing Hang Leung | Jiashuo Cui | Leping Yu | Luis Fernando Herbozo Contreras | Nhan Duy Truong | Armin Nikpour | Omid Kavehei

Simulation of the effect of material properties on yttrium oxide memristor-based artificial neural networks

JOURNAL ARTICLE published 1 September 2023 in APL Machine Learning

Research funded by Horizon 2020 Framework Program (783176,101007321) | Ministerio de Ciencia e Innovación (FJC2021-046808-I) | Bundesministerium für Bildung und Forschung (16MEE0154) | Deutsche Forschungsgemeinschaft (AL 560/13-2,AL 560/21-1) | Merck KGaA (Sustainability Hub) | European Metrology Program for Innovation and Research (20FUN06)

Authors: F. Aguirre | E. Piros | N. Kaiser | T. Vogel | S. Petzold | J. Gehrunger | T. Oster | K. Hofmann | C. Hochberger | J. Suñé | L. Alff | E. Miranda

Using the IBM analog in-memory hardware acceleration kit for neural network training and inference

JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning

Research funded by HORIZON EUROPE European Innovation Council (101046878) | Staatssekretariat für Bildung, Forschung und Innovation (22.00029)

Authors: Manuel Le Gallo | Corey Lammie | Julian Büchel | Fabio Carta | Omobayode Fagbohungbe | Charles Mackin | Hsinyu Tsai | Vijay Narayanan | Abu Sebastian | Kaoutar El Maghraoui | Malte J. Rasch

High-speed CMOS-free purely spintronic asynchronous recurrent neural network

JOURNAL ARTICLE published 1 March 2023 in APL Machine Learning

Research funded by National Science Foundation (1910800) | TxACE Analog Center of Excellence (Undergraduate Internship Program)

Authors: Pranav O. Mathews | Christian B. Duffee | Abel Thayil | Ty E. Stovall | Christopher H. Bennett | Felipe Garcia-Sanchez | Matthew J. Marinella | Jean Anne C. Incorvia | Naimul Hassan | Xuan Hu | Joseph S. Friedman

Portable APL machine

JOURNAL ARTICLE published September 1975 in ACM SIGAPL APL Quote Quad

Authors: Richard L. Mercer

Benchmarking energy consumption and latency for neuromorphic computing in condensed matter and particle physics

JOURNAL ARTICLE published 1 March 2023 in APL Machine Learning

Research funded by Horizon Europe European Research Council (856538) | Horizon Europe European Innovation Council (101046878) | Ministerio de Ciencia e Innovación (PID2020-113644GB-I00) | Swiss State Secretariat for Education, Research and Innovation (22.0002)

Authors: Dominique J. Kösters | Bryan A. Kortman | Irem Boybat | Elena Ferro | Sagar Dolas | Roberto Ruiz de Austri | Johan Kwisthout | Hans Hilgenkamp | Theo Rasing | Heike Riel | Abu Sebastian | Sascha Caron | Johan H. Mentink

A physics-based predictive model for pulse design to realize high-performance memristive neural networks

JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning

Research funded by National Key Research and Development Program of China (2022YFB3807603) | National Natural Science Foundation of China (92163210,52172143) | Science and Technology Projects in Guangzhou (202201000008,SL2022A04J00031)

Authors: Haoyue Deng | Zhen Fan | Shuai Dong | Zhiwei Chen | Wenjie Li | Yihong Chen | Kun Liu | Ruiqiang Tao | Guo Tian | Deyang Chen | Minghui Qin | Min Zeng | Xubing Lu | Guofu Zhou | Xingsen Gao | Jun-Ming Liu

A cloud platform for sharing and automated analysis of raw data from high throughput polymer MD simulations

JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning

Research funded by National Energy Research Scientific Computing Center (DE-AC02-05CH11231) | National Science Foundation (ACI-1053575)

Authors: Tian Xie | Ha-Kyung Kwon | Daniel Schweigert | Sheng Gong | Arthur France-Lanord | Arash Khajeh | Emily Crabb | Michael Puzon | Chris Fajardo | Will Powelson | Yang Shao-Horn | Jeffrey C. Grossman

Materials cartography: A forward-looking perspective on materials representation and devising better maps

JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning

Authors: Steven B. Torrisi | Martin Z. Bazant | Alexander E. Cohen | Min Gee Cho | Jens S. Hummelshøj | Linda Hung | Gaurav Kamat | Arash Khajeh | Adeesh Kolluru | Xiangyun Lei | Handong Ling | Joseph H. Montoya | Tim Mueller | Aini Palizhati | Benjamin A. Paren | Brandon Phan | Jacob Pietryga | Elodie Sandraz | Daniel Schweigert | Yang Shao-Horn | Amalie Trewartha | Ruijie Zhu | Debbie Zhuang | Shijing Sun

Thunderstorm Prediction Model Using SMOTE Sampling and Machine Learning Approach

PROCEEDINGS ARTICLE published 12 June 2023 in 2023 12th Asia-Pacific International Conference on Lightning (APL)

Authors: Shirley Anak Rufus | Noor Azlinda Ahmad | Zulkurnain Abdul-Malek | Noradlina Abdullah