Poisson Line Cox Process: Foundations and Applications to Vehicular Networks Synthesis Lectures on
暫譯: 泊松線科克斯過程:基礎與車輛網路應用的綜合講座
Dhillon, Harpreet S., Chetlur, Vishnu Vardhan
- 出版商: Morgan & Claypool
- 出版日期: 2020-06-24
- 售價: $2,250
- 貴賓價: 9.5 折 $2,138
- 語言: 英文
- 頁數: 150
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1681738422
- ISBN-13: 9781681738420
海外代購書籍(需單獨結帳)
商品描述
This book provides a comprehensive treatment of the Poisson line Cox process (PLCP) and its applications to vehicular networks. The PLCP is constructed by placing points on each line of a Poisson line process (PLP) as per an independent Poisson point process (PPP). For vehicular applications, one can imagine the layout of the road network as a PLP and the vehicles on the roads as the points of the PLCP. First, a brief historical account of the evolution of the theory of PLP is provided to familiarize readers with the seminal contributions in this area. In order to provide a self-contained treatment of this topic, the construction and key fundamental properties of both PLP and PLCP are discussed in detail. The rest of the book is devoted to the applications of these models to a variety of wireless networks, including vehicular communication networks and localization networks. Specifically, modeling the locations of vehicular nodes and roadside units (RSUs) using PLCP, the signal-to-interference-plus-noise ratio (SINR)-based coverage analysis is presented for both ad hoc and cellular network models. For a similar setting, the load on the cellular macro base stations (MBSs) and RSUs in a vehicular network is also characterized analytically. For the localization networks, PLP is used to model blockages, which is shown to facilitate the characterization of asymptotic blind spot probability in a localization application. Finally, the path distance characteristics for a special case of PLCP are analyzed, which can be leveraged to answer critical questions in the areas of transportation networks and urban planning. The book is concluded with concrete suggestions on future directions of research.
Based largely on the original research of the authors, this is the first book that specifically focuses on the self-contained mathematical treatment of the PLCP. The ideal audience of this book is graduate students as well as researchers in academia and industry who are familiar with probability theory, have some exposure to point processes, and are interested in the field of stochastic geometry and vehicular networks. Given the diverse backgrounds of the potential readers, the focus has been on providing an accessible and pedagogical treatment of this topic by consciously avoiding the measure theoretic details without compromising mathematical rigor.
商品描述(中文翻譯)
這本書全面探討了泊松線性考克斯過程(Poisson line Cox process, PLCP)及其在車輛網絡中的應用。PLCP 是通過根據獨立的泊松點過程(Poisson point process, PPP)在泊松線過程(Poisson line process, PLP)的每條線上放置點來構建的。對於車輛應用,可以將道路網絡的佈局想像為 PLP,而道路上的車輛則是 PLCP 的點。首先,提供了 PLP 理論演變的簡要歷史回顧,以幫助讀者熟悉該領域的開創性貢獻。為了對這個主題進行自足的處理,詳細討論了 PLP 和 PLCP 的構建及其關鍵基本特性。本書的其餘部分專注於這些模型在各種無線網絡中的應用,包括車輛通信網絡和定位網絡。具體而言,使用 PLCP 建模車輛節點和路邊單元(Roadside Units, RSUs)的位置信息,並針對自組網和蜂窩網絡模型提出基於信號干擾加噪聲比(Signal-to-Interference-plus-Noise Ratio, SINR)的覆蓋分析。在類似的情境下,還對車輛網絡中蜂窩宏基站(Macro Base Stations, MBSs)和 RSUs 的負載進行了分析性描述。對於定位網絡,使用 PLP 來建模阻塞,這有助於在定位應用中表徵漸近盲點概率。最後,分析了 PLCP 特殊情況下的路徑距離特性,這可以用來回答交通網絡和城市規劃領域中的關鍵問題。本書以對未來研究方向的具體建議作結。
這本書主要基於作者的原始研究,是第一本專門聚焦於 PLCP 的自足數學處理的書籍。本書的理想讀者是熟悉概率論的研究生以及學術界和業界的研究人員,他們對點過程有一定的接觸,並對隨機幾何和車輛網絡領域感興趣。考慮到潛在讀者的多樣背景,本書專注於提供一個可接近且具教學性的處理,故意避免測度理論的細節,同時不妥協數學的嚴謹性。