Advanced Intelligent Predictive Models for Urban Transportation
暫譯: 城市交通的高級智能預測模型

Sathiyaraj, R., Bharathi, A., Balamurugan, B.

Advanced Intelligent Predictive Models for Urban Transportation
  • 出版商: CRC
  • 出版日期: 2022-03-27
  • 售價: $6,500
  • 貴賓價: 9.5 折 $6,175
  • 語言: 英文
  • 頁數: 132
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032108517
  • ISBN-13: 9781032108513
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

The book emphasizes the predictive models of Big Data, Genetic Algorithm, and IoT with a case study. The book illustrates the predictive models with integrated fuel consumption models for smart and safe traveling. The text is a coordinated amalgamation of research contributions and industrial applications in the field of Intelligent Transportation Systems. The advanced predictive models and research results were achieved with the case studies, deployed in real transportation environments.

Features:

  • Provides a smart traffic congestion avoidance system with an integrated fuel consumption model.

  • Predicts traffic in short-term and regular. This is illustrated with a case study.

  • Efficient Traffic light controller and deviation system in accordance with the traffic scenario.

  • IoT based Intelligent Transport Systems in a Global perspective.

  • Intelligent Traffic Light Control System and Ambulance Control System.

  • Provides a predictive framework that can handle the traffic on abnormal days, such as weekends, festival holidays.

  • Bunch of solutions and ideas for smart traffic development in smart cities.

  • This book focuses on advanced predictive models along with offering an efficient solution for smart traffic management system.

  • This book will give a brief idea of the available algorithms/techniques of big data, IoT, and genetic algorithm and guides in developing a solution for smart city applications.

  • This book will be a complete framework for ITS domain with the advanced concepts of Big Data Analytics, Genetic Algorithm and IoT.

This book is primarily aimed at IT professionals. Undergraduates, graduates and researchers in the area of computer science and information technology will also find this book useful.

商品描述(中文翻譯)

本書強調大數據、遺傳演算法和物聯網的預測模型，並附有案例研究。本書通過整合燃料消耗模型來說明預測模型，以實現智慧且安全的旅行。文本是智能交通系統領域中研究貢獻與產業應用的協調融合。透過案例研究，實現了先進的預測模型和研究結果，並在真實的交通環境中部署。

特色：
- 提供一個智慧交通擁堵避免系統，並整合燃料消耗模型。
- 預測短期和常規交通，並以案例研究進行說明。
- 根據交通情境提供高效的交通信號燈控制器和偏差系統。
- 從全球視角看基於物聯網的智能交通系統。
- 智能交通信號燈控制系統和救護車控制系統。
- 提供一個預測框架，能夠處理異常日的交通，例如週末和節慶假日。
- 提供一系列解決方案和想法，以促進智慧城市的智慧交通發展。
- 本書專注於先進的預測模型，同時提供智慧交通管理系統的高效解決方案。
- 本書將簡要介紹大數據、物聯網和遺傳演算法的可用演算法/技術，並指導開發智慧城市應用的解決方案。
- 本書將為智能交通系統領域提供一個完整的框架，涵蓋大數據分析、遺傳演算法和物聯網的先進概念。

本書主要針對IT專業人士。計算機科學和信息技術領域的本科生、研究生和研究人員也會發現本書的實用性。

作者簡介

R. Sathiyaraj is an Assistant Professor in the School of Engineering

& Technology at the CMR University, Bangalore, India. He

obtained his Ph.D. in Computer Science and Engineering from

Anna University, Chennai, India. He is a prominent researcher in

the areas of Big Data analytics, machine learning, and the IoT and

has published over 15 articles in various top international journals.

He holds two authored books and one edited book.

A. Bharathi received her Bachelor's degree from Bharathiar

University, Coimbatore, India and her postgraduate degree from

Anna University, Chennai, India. She received her doctoral degree in

Information and Communication Engineering, specializing in data

mining, from Anna University, Chennai. She has over 22 years of

teaching experience. She has published more than 85 research papers

in reputed national and international journals, and presented more

than 50 technical papers at international/national level conferences.

B. Balamurugan received his B.E. degree in Computer Science and

Engineering from Bharathidasan University, Tiruchirappalli, India, in

2001, his M.E. degree in Computer Science and Engineering from Anna

University, Chennai, India, in 2005, and his Ph.D. degree in Computer

Science and Engineering from VIT University, Vellore, India, in 2015.

He is currently a Professor with the School of Computing Science and

Engineering, Galgotias University, Greater Noida, India. His current

research interests include big data, network security, and cloud computing.

He is a Pioneer Researcher in the areas of big data and the IoT

and has published over 70 articles in various top international journals.

作者簡介(中文翻譯)

R. Sathiyaraj 是印度班加羅爾CMR大學工程與技術學院的助理教授。他在印度金奈的安娜大學獲得了計算機科學與工程的博士學位。他是大數據分析、機器學習和物聯網（IoT）領域的知名研究者，並在各大國際頂尖期刊上發表了超過15篇文章。他擁有兩本著作和一本編輯書籍。

A. Bharathi 在印度科印巴多的巴拉提亞大學獲得學士學位，並在印度金奈的安娜大學獲得研究生學位。她在安娜大學獲得信息與通信工程的博士學位，專攻數據挖掘。她擁有超過22年的教學經驗，並在國內外知名期刊上發表了超過85篇研究論文，並在國際/國內會議上發表了超過50篇技術論文。

B. Balamurugan 在2001年獲得印度提魯奇拉帕利的巴拉提達山大學計算機科學與工程的學士學位，在2005年獲得印度金奈的安娜大學計算機科學與工程的碩士學位，並在2015年獲得印度維洛爾的VIT大學計算機科學與工程的博士學位。他目前是印度大諾伊達Galgotias大學計算科學與工程學院的教授。他目前的研究興趣包括大數據、網絡安全和雲計算。他是大數據和物聯網（IoT）領域的先驅研究者，並在各大國際頂尖期刊上發表了超過70篇文章。

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