Horng Deep Learning Applications with Practical Measured Results in Electronics Industries

Deep Learning Applications with Practical Measured Results in Electronics Industries

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Beschreibung

This book collects 14 articles from the Special Issue entitled “Deep Learning Applications with Practical Measured Results in Electronics Industries” of Electronics. Topics covered in this Issue include four main parts: (1) environmental information analyses and predictions, (2) unmanned aerial vehicle (UAV) and object tracking applications, (3) measurement and denoising techniques, and (4) recommendation systems and education systems. These authors used and improved deep learning techniques (e.g., ResNet (deep residual network), Faster-RCNN (faster regions with convolutional neural network), LSTM (long short term memory), ConvLSTM (convolutional LSTM), GAN (generative adversarial network), etc.) to analyze and denoise measured data in a variety of applications and services (e.g., wind speed prediction, air quality prediction, underground mine applications, neural audio caption, etc.). Several practical experiments were conducted, and the results indicate that the performance of the presented deep learning methods is improved compared with the performance of conventional machine learning methods.

Autor*in

Mong-Fong Horng

Themen in »Deep Learning Applications with Practical Measured Results in Electronics Industries«

computational intelligence offshore wind forecasting machine learning neural networks neuro-fuzzy systems humidity sensor data fusion nonlinear optimization multiple linear regression GSA-BP geometric errors correction kinematic modelling lateral stage errors Imaging Confocal Microscope

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Details

ISBN: 9783039288632
Verlag: MDPI
Erscheinung: 22.05.2020

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