Keywords:
Internet of things.
;
Electronic books.
Type of Medium:
Online Resource
Pages:
1 online resource (157 pages)
Edition:
1st ed.
ISBN:
9789811333231
Series Statement:
Computer Architecture and Design Methodologies Series
URL:
https://ebookcentral.proquest.com/lib/geomar/detail.action?docID=5611942
DDC:
006.31
Language:
English
Note:
Intro -- Preface -- Contents -- 1 Introduction -- 1.1 Internet of Things (IoT) -- 1.2 Machine Learning Accelerator -- 1.3 Organization of This Book -- References -- 2 Fundamentals and Literature Review -- 2.1 Edge Computing on IoT Devices -- 2.2 IoT Based Smart Buildings -- 2.2.1 IoT Based Indoor Positioning System -- 2.2.2 IoT Based Energy Management System -- 2.2.3 IoT Based Network Intrusion Detection System -- 2.3 Machine Learning -- 2.3.1 Machine Learning Basics -- 2.3.2 Distributed Machine Learning -- 2.3.3 Machine Learning Accelerator -- 2.3.4 Machine Learning Model Optimization -- 2.4 Summary -- References -- 3 Least-Squares-Solver for Shallow Neural Network -- 3.1 Introduction -- 3.2 Algorithm Optimization -- 3.2.1 Preliminary -- 3.2.2 Incremental Least-Squares Solver -- 3.3 Hardware Implementation -- 3.3.1 CMOS Based Accelerator -- 3.3.2 RRAM-Crossbar Based Accelerator -- 3.4 Experiment Results -- 3.4.1 CMOS Based Results -- 3.4.2 RRAM Based Results -- 3.5 Conclusion -- References -- 4 Tensor-Solver for Deep Neural Network -- 4.1 Introduction -- 4.2 Algorithm Optimization -- 4.2.1 Preliminary -- 4.2.2 Shallow Tensorized Neural Network -- 4.2.3 Deep Tensorized Neural Network -- 4.2.4 Layer-wise Training of TNN -- 4.2.5 Fine-tuning of TNN -- 4.2.6 Quantization of TNN -- 4.2.7 Network Interpretation of TNN -- 4.3 Hardware Implementation -- 4.3.1 3D Multi-layer CMOS-RRAM Architecture -- 4.3.2 TNN Accelerator Design on 3D CMOS-RRAM Architecture -- 4.4 Experiment Results -- 4.4.1 TNN Performance Evaluation and Analysis -- 4.4.2 TNN Benchmarked Result -- 4.4.3 TNN Hardware Accelerator Result -- 4.5 Conclusion -- References -- 5 Distributed-Solver for Networked Neural Network -- 5.1 Introduction -- 5.1.1 Indoor Positioning System -- 5.1.2 Energy Management System -- 5.1.3 Network Intrusion Detection System -- 5.2 Algorithm Optimization.
,
5.2.1 Distributed Neural Network -- 5.2.2 Online Sequential Model Update -- 5.2.3 Ensemble Learning -- 5.3 IoT Based Indoor Positioning System -- 5.3.1 Problem Formulation -- 5.3.2 Indoor Positioning System -- 5.3.3 Experiment Results -- 5.4 IoT Based Energy Management System -- 5.4.1 Problem Formulation -- 5.4.2 Energy Management System -- 5.4.3 Experiment Results -- 5.5 IoT Based Network Security System -- 5.5.1 Problem Formulation -- 5.5.2 Network Intrusion Detection System -- 5.5.3 Experiment Results -- 5.6 Conclusion and Future Works -- References -- 6 Conclusion and Future Works -- 6.1 Conclusion -- 6.2 Recommendations for Future Works -- References.
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