{"title":"Reconsideration of optimization for reduction of traffic congestion","authors":"Masayuki Ohzeki","doi":"arxiv-2406.05448","DOIUrl":null,"url":null,"abstract":"One of the most impressive applications of a quantum annealer was optimizing\na group of Volkswagen to reduce traffic congestion using a D-Wave system. A\nsimple formulation of a quadratic term was proposed to reduce traffic\ncongestion. This quadratic term was useful for determining the shortest routes\namong several candidates. The original formulation produced decreases in the\ntotal lengths of car tours and traffic congestion. In this study, we\nreformulated the cost function with the sole focus on reducing traffic\ncongestion. We then found a unique cost function for expressing the quadratic\nfunction with a dead zone and an inequality constraint.","PeriodicalId":501066,"journal":{"name":"arXiv - PHYS - Disordered Systems and Neural Networks","volume":"13 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Disordered Systems and Neural Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2406.05448","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
One of the most impressive applications of a quantum annealer was optimizing
a group of Volkswagen to reduce traffic congestion using a D-Wave system. A
simple formulation of a quadratic term was proposed to reduce traffic
congestion. This quadratic term was useful for determining the shortest routes
among several candidates. The original formulation produced decreases in the
total lengths of car tours and traffic congestion. In this study, we
reformulated the cost function with the sole focus on reducing traffic
congestion. We then found a unique cost function for expressing the quadratic
function with a dead zone and an inequality constraint.