Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints

In order to improve the effect of real-time defect recognition in steel plate online production, this paper studies the method of steel plate defect recognition based on the deep neural network algorithm based on space-time constraints. Moreover, this paper improves the space-time constraint algorit...

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Main Authors: Chi Zhang, Zhiguang Wang, Baiting Liu, Wang Xiaolei
Format: Article
Language:English
Published: Wiley 2022-01-01
Series:Advances in Multimedia
Online Access:http://dx.doi.org/10.1155/2022/9595286
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author Chi Zhang
Zhiguang Wang
Baiting Liu
Wang Xiaolei
author_facet Chi Zhang
Zhiguang Wang
Baiting Liu
Wang Xiaolei
author_sort Chi Zhang
collection DOAJ
description In order to improve the effect of real-time defect recognition in steel plate online production, this paper studies the method of steel plate defect recognition based on the deep neural network algorithm based on space-time constraints. Moreover, this paper improves the space-time constraint algorithm, optimizes the encryption structure of the traditional ABE scheme, and obtains a neural network feature recognition method based on space-time constraints. In order to process the massive image data stream generated instantaneously and ensure the real-time performance, accuracy, and stability of the detection system, this paper constructs a distributed parallel computing system structure based on the client/server (CC/S) model to obtain an intelligent recognition system. Through experimental research, it can be seen that the deep neural network recognition system based on space-time constraints proposed in this paper has a good effect in the recognition of steel plate defects.
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institution Kabale University
issn 1687-5699
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publishDate 2022-01-01
publisher Wiley
record_format Article
series Advances in Multimedia
spelling doaj-art-c875adfe3a65476ea8e73fb62b251a0c2025-02-03T01:11:58ZengWileyAdvances in Multimedia1687-56992022-01-01202210.1155/2022/9595286Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time ConstraintsChi Zhang0Zhiguang Wang1Baiting Liu2Wang Xiaolei3Department of Industrial Engineering and ManagementScience and Technology on Special System Simulation LaboratoryScience and Technology on Special System Simulation LaboratoryScience and Technology on Special System Simulation LaboratoryIn order to improve the effect of real-time defect recognition in steel plate online production, this paper studies the method of steel plate defect recognition based on the deep neural network algorithm based on space-time constraints. Moreover, this paper improves the space-time constraint algorithm, optimizes the encryption structure of the traditional ABE scheme, and obtains a neural network feature recognition method based on space-time constraints. In order to process the massive image data stream generated instantaneously and ensure the real-time performance, accuracy, and stability of the detection system, this paper constructs a distributed parallel computing system structure based on the client/server (CC/S) model to obtain an intelligent recognition system. Through experimental research, it can be seen that the deep neural network recognition system based on space-time constraints proposed in this paper has a good effect in the recognition of steel plate defects.http://dx.doi.org/10.1155/2022/9595286
spellingShingle Chi Zhang
Zhiguang Wang
Baiting Liu
Wang Xiaolei
Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
Advances in Multimedia
title Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
title_full Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
title_fullStr Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
title_full_unstemmed Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
title_short Steel Plate Defect Recognition of Deep Neural Network Recognition Based on Space-Time Constraints
title_sort steel plate defect recognition of deep neural network recognition based on space time constraints
url http://dx.doi.org/10.1155/2022/9595286
work_keys_str_mv AT chizhang steelplatedefectrecognitionofdeepneuralnetworkrecognitionbasedonspacetimeconstraints
AT zhiguangwang steelplatedefectrecognitionofdeepneuralnetworkrecognitionbasedonspacetimeconstraints
AT baitingliu steelplatedefectrecognitionofdeepneuralnetworkrecognitionbasedonspacetimeconstraints
AT wangxiaolei steelplatedefectrecognitionofdeepneuralnetworkrecognitionbasedonspacetimeconstraints