Recurrent Neural Networks for Solving Real-Time Linear System of Equations

2017 ◽  
pp. 141-146
Author(s):  
Xuanjiao Lv ◽  
Zhiguo Tan ◽  
Zhi Yang
Keyword(s):  
Neural Networks ◽  
Linear System ◽  
Real Time ◽  
Recurrent Neural Networks ◽  
System Of Equations ◽  
Linear System Of Equations ◽  
Time Linear

scholarly journals Real-time classification of hand movements as a basis for intuitive control of grasp neuroprostheses

2020 ◽  
Vol 6 (2) ◽  
Author(s):  
Dmitry Amelin ◽  
Ivan Potapov ◽  
Josep Cardona Audí ◽  
Andreas Kogut ◽  
Rüdiger Rupp ◽  
...  
Keyword(s):  
Neural Networks ◽  
Standard Deviation ◽  
Real Time ◽  
Convolutional Neural Networks ◽  
Recurrent Neural Networks ◽  
Healthy Subjects ◽  
Hand Movements ◽  
Cord Injury ◽  
Field Programmable

AbstractThis paper reports on the evaluation of recurrent and convolutional neural networks as real-time grasp phase classifiers for future control of neuroprostheses for people with high spinal cord injury. A field-programmable gate array has been chosen as an implementation platform due to its form factor and ability to perform parallel computations, which are specific for the selected neural networks. Three different phases of two grasp patterns and the additional open hand pattern were predicted by means of surface Electromyography (EMG) signals (i.e. Seven classes in total). Across seven healthy subjects, CNN (Convolutional Neural Networks) and RNN (Recurrent Neural Networks) had a mean accuracy of 85.23% with a standard deviation of 4.77% and 112 µs per prediction and 83.30% with a standard deviation of 4.36% and 40 µs per prediction, respectively.

scholarly journals Recurrent Neural Networks for real-time distributed collaborative prognostics

2018 ◽  
Author(s):  
Adria Salvador Palau ◽  
Kshitij Bakliwal ◽  
Maharshi Harshadbhai Dhada ◽  
Tim Pearce ◽  
Ajith Kumar Parlikad
Keyword(s):  
Neural Networks ◽  
Real Time ◽  
Recurrent Neural Networks

Linear System of Equations

2021 ◽  
pp. 53-96
Author(s):  
J. Vasundhara Devi ◽  
Sadashiv G. Deo ◽  
Ramakrishna Khandeparkar
Keyword(s):  
Linear System ◽  
System Of Equations ◽  
Linear System Of Equations
Sign in / Sign up

Export Citation Format

Share Document