Applications of Heuristic Algorithms to Optimal Road Congestion Pricing
暫譯: 啟發式演算法在最佳道路擁塞定價中的應用

Graham, Don

  • 出版商: CRC
  • 出版日期: 2025-01-30
  • 售價: $1,290
  • 貴賓價: 9.5$1,226
  • 語言: 英文
  • 頁數: 142
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032415665
  • ISBN-13: 9781032415666
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Road congestion imposes major financial, social, and environmental costs. One solution is the operation of high-occupancy toll (HOT) lanes. This book outlines a method for dynamic pricing for HOT lanes based on non-linear programming (NLP) techniques, finite difference stochastic approximation, genetic algorithms, and simulated annealing stochastic algorithms, working within a cell transmission framework. The result is a solution for optimal flow and optimal toll to minimize total travel time and reduce congestion.

ANOVA results are presented which show differences in the performance of the NLP algorithms in solving this problem and reducing travel time, and econometric forecasting methods utilizing vector autoregressive techniques are shown to successfully forecast demand.

  • The book compares different optimization approaches
  • It presents case studies from around the world, such as the I-95 Express HOT Lane in Miami, USA

Applications of Heuristic Algorithms to Optimal Road Congestion Pricing is ideal for transportation practitioners and researchers.

商品描述(中文翻譯)

道路擁堵帶來重大的財務、社會和環境成本。一個解決方案是高佔用率收費車道(HOT lanes)的運作。本書概述了一種基於非線性規劃(NLP)技術、有限差分隨機近似、遺傳演算法和模擬退火隨機演算法的動態定價方法,並在單元傳輸框架內運作。其結果是提供一個最佳流量和最佳收費的解決方案,以最小化總旅行時間並減少擁堵。

本書呈現了ANOVA結果,顯示NLP演算法在解決此問題和減少旅行時間方面的性能差異,並展示了利用向量自回歸技術的計量經濟預測方法成功預測需求。

- 本書比較了不同的優化方法
- 提供來自世界各地的案例研究,例如美國邁阿密的I-95 Express HOT Lane

《啟發式演算法在最佳道路擁堵定價中的應用》非常適合交通從業人員和研究人員。

作者簡介

Don Graham is a Data Scientist and Consultant. He served as data science professor at Northwestern University and transportation professor at Florida Institute of Technology for over ten years, in addition to working in industry at The Institute for Defense Analysis, Lockheed, and AVIS.

作者簡介(中文翻譯)

Don Graham 是一位資料科學家和顧問。他在西北大學擔任資料科學教授以及在佛羅里達理工學院擔任交通運輸教授超過十年,此外,他還曾在國防分析研究所、洛克希德和AVIS等行業工作。