基於數字孿生的熱連軋過程生命週期健康管理系統 9787502497439 張傳放張瀚文彭開香著

Name: 基於數字孿生的熱連軋過程生命週期健康管理系統 9787502497439 張傳放 張瀚文 彭開香著
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書名：基於數字孿生的熱連軋過程生命週期健康管理系統
ISBN：9787502497439
出版社：冶金工業
著編譯者：張傳放張瀚文彭開香著
頁數：485
所在地：中國大陸 *此為代購商品
書號：1647618
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內容簡介

本書共十九章，第一章介紹了數字主線和過程監測理論研究現狀，第二章介紹了帶鋼熱軋數據的感知、融合及可視化，第三章介紹了帶鋼熱軋數字主線構建，第四章介紹了質量相關的帶鋼熱軋過程分散式故障檢測，第五章介紹了帶鋼熱軋過程全狀態監測，第六章介紹了融合時空信息的帶鋼熱軋？相關過程監測，第七章介紹了？相關的帶鋼熱軋過程故障檢測與診斷一體化框架，第八章介紹了帶鋼熱軋過程分散式時空監測，第九章介紹了基於變分自編碼器的過程監測與故障隔離，第十章介紹了基於生成對抗網路的魯棒故障分類，第十一章介紹了基於寬度學習的帶鋼熱軋質量相關故障隔離，第十二章介紹了基於非平穩特性分析的故障檢測方法，第十三章介紹了消除大規模流程工業串聯子塊內部冗餘變數信息的質量監測方法，第十四章介紹了帶鋼熱軋全生命周期運行狀態評估，第十五章介紹了基於GRU和孿生網路的帶鋼熱軋綜合運行狀態評估，第十六章介紹了關鍵性能指標相關的帶鋼熱軋分散式運行狀態評估，第十七章介紹了基於重構關聯矩陣的時空協調運行狀態評估，第十八章介紹了基於深度循環神經網路的軋輥剩餘壽命預測，第十九章介紹了雲邊端協同的帶鋼熱軋全生命周期健康管理原型系統。

Chapter 1 Background
1 1 Introduction
1 1 1 Industrial internet
1 1 2 Digital twin
1 1 3 Digital thread
1 2 Review of process monitoring and fault diagnosis
1 2 1 Analytical model-based PMFD
1 2 2 Data-driven-based PMFD
1 2 3 Fault types in HSMP
1 3 Review of root cause diagnosis and propagation path identification
1 4 Review of operating performance assessment
1 5 Review of remaining useful life prediction
References
Chapter 2 HSMP Data Perception， Fusion， and Visualization
2 1 Research framework and technical route
2 2 HSMP data perception related theory
2 2 1 HSMP data perception principles
2 2 2 Classification of data collection methods
2 2 3 Intelligent manufacturing network architecture and OPC UA
2 3 HSMP data fusion methods
2 3 1 Data fusion analysis framework
2 3 2 Traditional data fusion methods
2 3 3 Deep autoencoder-based data feature extraction
2 3 4 Convolutional neural network-based data feature extraction
2 3 5 Recurrent neural network-based data feature extraction
2 4 HSMP data visualization method
2 4 1 Pure visual chart generation tool
2 4 2 Business intelligence (BI) analysis tool
2 4 3 Visualizing large-screen tool
2 4 4 3D data visualization tool
2 5 Conclusions
References
Chapter 3 Design of Digital Thread for HSMP
3 1 Research methods for constructing digital thread for HSMP
3 2 Unified description of multi-source heterogeneous data
3 2 1 Non-ideal data processing method
3 2 2 Meta model construction and MSH data description
3 2 3 KPI situation awareness and soft sensoring technology
3 3 Cross domain multi granularity model association and description
3 3 1 Multi process quality correlation model
3 3 2 Multi-scale data association model
3 3 3 Layered fuzzy signed directed graph model
3 3 4 Case study on the correlation of HSMP model
3 4 Evolutional feature extraction and fusion of heterogeneous data
3 4 1 Spatiotemporal feature extraction and fusion expression
3 4 2 Feature level fusion method for non-stationary data
3 4 3 Distributed feature fusion method
3 5 Knowledge graph and the construction of association network
3 5 1 Knowledge graph-based tacit knowledge mining and transformation
3 5 2 Construction of causal correlation network for HSMP
3 6 Construction of the lifecycle data management platform for HSMP
3 6 1 Overall architecture of digital thread platform
3 6 2 Specific deployment plan of digital thread platform
3 7 Conclusions
References
Chapter 4 Quality-Related Distributed Fault Detection Based on QMRSFA
4 1 Review of PRM and SFA

Chapter 5 Full Condition Process Monitoring for HSMP
Chapter 6 Exergy-Related Process Monitoring with Spatial Information
Chapter 7 Exergy-Related Fault Detection and Diagnosis Based on TransCGAN
Chapter 8 Distributed CVRAE-Based Spatio-Temporal Process Monitoring
Chapter 9 VAE-BAB-based Process Monitoring and Fault Isolation Framework
Chapter 10 Robust Fault Classification Based on WGAN and SLN
Chapter 11 Extensible Quality-Related Fault Isolation Framework Based on DBPLS
Chapter 12 A Novel Fault Detection Method Based on the Extraction of Slow Features for Dynamic Nonstationary Processes
Chapter 13 Distributed Quality-Related Process Monitoring Framework Using Parallel DVIB-VAE-mRMR for Large-Scale Processes
Chapter 14 Lifecycle Operating Performance Assessment Framework Based on RKCVA
Chapter 15 Comprehensive Operating Performance Assessment Based on DSGRU
Chapter 16 KPI-Related OPA Framework Based on Distributed ImRMR-KOCTA
Chapter 17 Spatiotemporal Synergetic OPA Framework Based on RCM DISSIM
Chapter 18 RUL Prediction for A Roller Based on Deep RNN
Chapter 19 Cloud-Edge-End Based HSMP Lifecycle Health Management Prototype System

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