| Description |
1 online resource (x, 247 pages) : illustrations (some color) |
| Series |
Communications in Computer and Information Science, 1865-0929 ; 913 |
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Communications in computer and information science ; 913. 1865-0929
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| Contents |
Intro; Preface; Organization; Contents; HPC Supported Data Analytics for Edge Computing; Towards Computation Offloading in Edge Computing: A Survey; Abstract; 1 Introduction; 2 The Edge Computing Paradigm; 2.1 Architecture; 2.2 Computing Model; 2.3 Programming Model; 3 Edge-Cloud Collaboration; 3.1 Resources Management and Allocation; 3.2 Task Partitioning; 4 Decision Making of Computation Offloading; 4.1 What to Offload; 4.2 When to Offload; 4.3 Where to Offload; 4.4 Tradeoff Between Computation and Communication; 5 Examples of Computation Offloading Approaches |
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5.1 Gaming and Cooperation Based Offloading Between Edge and the Cloud5.2 Heuristics Based Offloading; 5.3 Optimization Based Offloading; 6 Conclusions and Future Work; Acknowledgments; References; An Edge Computing Platform for Intelligent Internet Data Center Operational Monitoring; Abstract; 1 Introduction; 2 Background and Related Work; 3 Architecture Design; 4 Prototypical Implementation; 4.1 Data Center Environment Information Collection; 4.2 Data Center Hardware and System Resource Information Collection; 4.3 Server Cabinet Energy Consumption Information Collection |
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4.4 Real-Time Information Display5 Conclusion; Acknowledgments; References; Big Data Analytics for Water Resources Sustainability Evaluation; Abstract; 1 Introduction; 2 The WaterRE Platform; 2.1 Architecture and System Design; 2.2 Data Structure and Classes Design; 3 Case Study; 4 Related Work; 5 Conclusions; Acknowledgments; References; Exploring Water Resource Changes of Artificial Reservoir Using Time-Series Remote Sensing Images from Landsat Sensors and in Situ Data; Abstract; 1 Introduction; 2 Study Area and Materials; 2.1 Study Area; 2.2 Materials; 3 Methodology |
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3.1 Extraction of Surface Water Area3.1.1 Surface Water Area Extraction Model; 3.1.2 Pre-Processing of Landsat Data; 3.1.3 Image Threshold Segmentation; 3.2 Reservoir Surface Water Area-Storage Curve Fitting; 4 Results; 4.1 Changes in the Surface Water Area of the DJKR from 1993 to 2014; 4.2 Relationships Between the Surface Water Area and Storage of the DJKR; 5 Conclusions; 6 Discussions; Acknowledgments; A Deep Learning Based Objection Detection Method for High Resolution Remote Sensing Image; Abstract; 1 Overview; 2 Data Preprocessing; 3 Detection Method; 3.1 Selection of Models |
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3.2 Model Training Details3.3 Optimization of Model's Output; 4 Conclusion; Acknowledgments; References; A Case Study for User Rating Prediction on Automobile Recommendation System Using MapReduce; Abstract; 1 Introduction; 2 Background Task and Dataset; 3 Automobile Recommendation System with CF Using MapReduce Framework; 3.1 The Automobile Recommender System with CF; 3.2 Optimize the CF Algorithm Using MapReduce Framework; 4 Experimenta and Analysis; 5 Conclusion and Future Work; Diverse Demands Estimation and Ranking Based on User Behaviors; Abstract; 1 Introduction; 2 Related Works |
| Summary |
This book constitutes the referred proceedings of two workshops held at the 32nd ACM International Conference on Supercomputing, ACM ICS 2018, in Beijing, China, in June 2018. This volume presents the papers that have been accepted for the following workshops: Second International Workshop on High Performance Computing for Advanced Modeling and Simulation in Nuclear Energy and Environmental Science, HPCMS 2018, and First International Workshop on HPC Supported Data Analytics for Edge Computing, HiDEC 2018. The 20 full papers presented during HPCMS 2018 and HiDEC 2018 were carefully reviewed and selected from numerous submissions. The papers reflect such topics as computing methodologies; parallel algorithms; simulation types and techniques; machine learning |
| Notes |
Includes author index |
|
Online resource; title from PDF title page (SpringerLink, viewed September 3, 2019) |
| Subject |
High performance computing -- Congresses
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High performance computing
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Hu, Changjun, editor
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Yang, Wen, editor
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Jiang, Congfeng, editor
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Dai, Dong, editor
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HPCMS (Workshop) (2nd : 2018 : Beijing, China) jointly held conference
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HiDEC (Workshop) (1st : 2018 : Beijing, China) jointly held conference
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| ISBN |
9789813299870 |
|
9813299878 |
|
981329986X |
|
9789813299863 |
|
9789813299887 |
|
9813299886 |
|
