Computational negotiation-based edge analytics for smart objects

被引：21

作者：

Bui, Khac-Hoai Nam ^{[1
]}

Jung, Jason J. ^{[1
]}

机构：

[1] Chung Ang Univ, Dept Comp Engn, 84 Heukseok, Seoul 156756, South Korea

来源：

INFORMATION SCIENCES | 2019年 / 480卷

基金：

新加坡国家研究基金会;

关键词：

Internet of things; Edge analytics; Smart objects; Computational negotiation; Smart decision making; GAME-THEORY; CONNECTED VEHICLES; ENERGY MANAGEMENT; DEMAND RESPONSE; INTERNET; FRAMEWORK; COMMUNICATION;

D O I：

10.1016/j.ins.2018.12.046

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, we propose a computational negotiation approach on Internet of Things (IoT) system where distributed edge devices can make their own decisions for smart applications. Particularly, Artificial Intelligence (AI) techniques play an important role of edge analytics in order to adaptively improve the performance of IoT systems. In this regard, we apply several AI techniques to provide negotiation models (e.g., synchronization, competition, and cooperation) among connected objects for edge analytics. Moreover, in the context of smart city, two typical use cases on IoT applications have been presented to evaluate our proposed approach. They are i) smart traffic control and ii) smart home energy management system. (C) 2018 Elsevier Inc. All rights reserved.

引用

页码：222 / 236

页数：15

共 38 条

[1] The role of big data analytics in Internet of Things [J].

Ahmed, Ejaz ;

Yaqoob, Ibrar ;

Hashem, Ibrahim Abaker Targio ;

Khan, Imran ;

Ahmed, Abdelmuttlib Ibrahim Abdalla ;

Imran, Muhammad ;

Vasilakos, Athanasios V. .

COMPUTER NETWORKS, 2017, 129 :459-471

[2] Edge computing technologies for Internet of Things: a primer [J].

Ai, Yuan ;

Peng, Mugen ;

Zhang, Kecheng .

DIGITAL COMMUNICATIONS AND NETWORKS, 2018, 4 (02) :77-86

[3] Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications [J].

Al-Fuqaha, Ala ;

Guizani, Mohsen ;

Mohammadi, Mehdi ;

Aledhari, Mohammed ;

Ayyash, Moussa .

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2015, 17 (04) :2347-2376

[4] Confidential smart-sensing framework in the IoT era [J].

Al-Turjman, Fadi ;

Alturjman, Sinem .

JOURNAL OF SUPERCOMPUTING, 2018, 74 (10) :5187-5198

[5] Context-Sensitive Access in Industrial Internet of Things (IIoT) Healthcare Applications [J].

Al-Turjman, Fadi ;

Alturjman, Sinem .

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (06) :2736-2744

[6] Price-based data delivery framework for dynamic and pervasive IoT [J].

Al-Turjman, Fadi .

PERVASIVE AND MOBILE COMPUTING, 2017, 42 :299-316

[7] Automated Demand Response From Home Energy Management System Under Dynamic Pricing and Power and Comfort Constraints [J].

Althaher, Sereen ;

Mancarella, Pierluigi ;

Mutale, Joseph .

IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (04) :1874-1883

[8]

Benchaiba M., 2004, Operating Systems Review, V38, P74, DOI 10.1145/974104.974111

[9] An evolutionary Cournot model with limited market knowledge [J].

Bischi, Gian Italo ;

Lamantia, Fabio ;

Radi, Davide .

JOURNAL OF ECONOMIC BEHAVIOR & ORGANIZATION, 2015, 116 :219-238

[10] Optimal electrical and thermal energy management of a residential energy hub, integrating demand response and energy storage system [J].

Brahman, Faeze ;

Honarmand, Masoud ;

Jadid, Shahram .

ENERGY AND BUILDINGS, 2015, 90 :65-75

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