Introduction to Intelligent Systems in Traffic and Transportation (Synthesis Lectures on Artificial Intelligence and Machine Learning)
暫譯: 交通與運輸中的智能系統導論(人工智慧與機器學習綜合講座)

Ana L.C. Bazzan, Franziska Klügl

  • 出版商: Morgan & Claypool
  • 出版日期: 2014-05-01
  • 售價: $1,620
  • 貴賓價: 9.5$1,539
  • 語言: 英文
  • 頁數: 138
  • 裝訂: Paperback
  • ISBN: 1627052070
  • ISBN-13: 9781627052078
  • 相關分類: 人工智慧Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

Urban mobility is not only one of the pillars of modern economic systems, but also a key issue in the quest for equality of opportunity, once it can improve access to other services. Currently, however, there are a number of negative issues related to traffic, especially in mega-cities, such as economical issues (cost of opportunity caused by delays), environmental (externalities related to emissions of pollutants), and social (traffic accidents). Solutions to these issues are more and more closely tied to information and communication technology. Indeed, a search in the technical literature (using the keyword ``urban traffic" to filter out articles on data network traffic) retrieved the following number of articles (as of December 3, 2013): 9,443 (ACM Digital Library), 26,054 (Scopus), and 1,730,000 (Google Scholar). Moreover, articles listed in the ACM query relate to conferences as diverse as MobiCom, CHI, PADS, and AAMAS. This means that there is a big and diverse community of computer scientists and computer engineers who tackle research that is connected to the development of intelligent traffic and transportation systems. It is also possible to see that this community is growing, and that research projects are getting more and more interdisciplinary. To foster the cooperation among the involved communities, this book aims at giving a broad introduction into the basic but relevant concepts related to transportation systems, targeting researchers and practitioners from computer science and information technology. In addition, the second part of the book gives a panorama of some of the most exciting and newest technologies, originating in computer science and computer engineering, that are now being employed in projects related to car-to-car communication, interconnected vehicles, car navigation, platooning, crowd sensing and sensor networks, among others. This material will also be of interest to engineers and researchers from the traffic and transportation community.

Table of Contents: Preface / Acknowledgments / List of Symbols / Introduction / Elements of Supply / Elements of Demand / Traffic Assignment: Connecting Supply and Demand / Getting Data for Demand Estimation and Traffic Flow Modeling / Modeling and Simulation of Advanced Decision Making / Intelligent Measures in Control and Management / Driver Support and Guidance / Trends and New Technologies / Bibliography / Authors' Biographies

商品描述(中文翻譯)

城市交通不僅是現代經濟系統的支柱之一,也是追求機會平等的關鍵議題,因為它能改善對其他服務的可及性。然而,目前與交通相關的負面問題在許多特大城市中仍然存在,例如經濟問題(由於延誤造成的機會成本)、環境問題(與污染物排放相關的外部性)和社會問題(交通事故)。這些問題的解決方案越來越與資訊和通信技術密切相關。事實上,在技術文獻中進行的搜尋(使用關鍵字「城市交通」以過濾數據網絡流量的文章)截至2013年12月3日檢索到以下數量的文章:9,443篇(ACM數字圖書館)、26,054篇(Scopus)和1,730,000篇(Google Scholar)。此外,ACM查詢中列出的文章涉及的會議多樣,包括MobiCom、CHI、PADS和AAMAS。這意味著有一個龐大且多樣化的計算機科學家和計算機工程師社群,專注於與智能交通和運輸系統的發展相關的研究。還可以看出,這個社群正在增長,研究項目變得越來越跨學科。為了促進相關社群之間的合作,本書旨在對與交通系統相關的基本但重要的概念進行廣泛介紹,目標讀者為計算機科學和資訊技術的研究者和實務工作者。此外,本書的第二部分提供了一些最令人興奮和最新技術的全景,這些技術源自計算機科學和計算機工程,現在正被應用於與車對車通信、互聯車輛、汽車導航、車隊行駛、群眾感知和傳感器網絡等相關的項目中。這些材料對於交通和運輸社群的工程師和研究者也將具有興趣。

目錄:前言 / 致謝 / 符號列表 / 介紹 / 供應要素 / 需求要素 / 交通分配:連接供應與需求 / 獲取需求估算和交通流量建模的數據 / 先進決策制定的建模與模擬 / 控制與管理中的智能措施 / 駕駛員支持與指導 / 趨勢與新技術 / 參考文獻 / 作者簡介

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