Performance optimization of a reservoir computing system based on a solitary semiconductor laser under electrical-message injection

2020 ◽  
Vol 59 (23) ◽  
pp. 6932
Author(s):  
Qingqing Zeng ◽  
Zhengmao Wu ◽  
Dianzuo Yue ◽  
Xiangsheng Tan ◽  
Junyao Tao ◽  
...  
Keyword(s):  
Semiconductor Laser ◽  
Performance Optimization ◽  
Computing System ◽  
Reservoir Computing

scholarly journals Prediction performance of reservoir computing system based on a semiconductor laser subject to double optical feedback and optical injection

2018 ◽  
Vol 26 (8) ◽  
pp. 10211 ◽  
Author(s):  
YuShuang Hou ◽  
GuangQiong Xia ◽  
WenYan Yang ◽  
Dan Wang ◽  
Elumalai Jayaprasath ◽  
...  
Keyword(s):  
Semiconductor Laser ◽  
Optical Feedback ◽  
Computing System ◽  
Prediction Performance ◽  
Optical Injection ◽  
Reservoir Computing

Hardware-Optimized Reservoir Computing System for Edge Intelligence Applications

2021 ◽  
Author(s):  
Alejandro Morán ◽  
Vincent Canals ◽  
Fabio Galan-Prado ◽  
Christian F. Frasser ◽  
Dhinakar Radhakrishnan ◽  
...  
Keyword(s):  
Computing System ◽  
Reservoir Computing

Reservoir Computing System using Biomolecular Memristor

2021 ◽  
Author(s):  
Md Razuan Hossain ◽  
Joseph S. Najem ◽  
Tauhidur Rahman ◽  
Md Sakib Hasan
Keyword(s):  
Computing System ◽  
Reservoir Computing

The Optimal Checkpoint Interval for the Long-Running Application

2021 ◽  
pp. 2590-2599
Author(s):  
Yongning Zhai ◽  
Weiwei Li
Keyword(s):  
Distributed Computing ◽  
Performance Optimization ◽  
Fault Tolerant ◽  
Computing System ◽  
Effective Rate ◽  
Performance Degradation ◽  
Numerical Results ◽  
Failure Distribution ◽  
Overhead Ratio

For the distributed computing system, excessive or deficient checkpointing operations would result in severe performance degradation. To minimize the expected computation execution of the long-running application with a general failure distribution, the optimal equidistant checkpoint interval for fault tolerant performance optimization is analyzed and derived in this paper. More precisely, the optimal checkpointing period to determine the proper checkpoint sequence is proposed, and the derivation of the expected effective rate of the defined computation cycle is introduced. Corresponding to the maximal expected effective rate, the constraint of the optimal checkpoint sequence can be obtained. From the constraint of optimality, the optimal equidistant checkpoint interval can be obtained according to the minimal fault tolerant overhead ratio. By the numerical results, the proposal is practical to determine a proper equidistant checkpoint interval for fault tolerant performance optimization.

Temporal data classification and forecasting using a memristor-based reservoir computing system

2019 ◽  
Vol 2 (10) ◽  
pp. 480-487 ◽  
Author(s):  
John Moon ◽  
Wen Ma ◽  
Jong Hoon Shin ◽  
Fuxi Cai ◽  
Chao Du ◽  
...  
Keyword(s):  
Data Classification ◽  
Computing System ◽  
Reservoir Computing ◽  
Temporal Data
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