Duc Minh La , Hai L. Vu , Liton Kamruzzaman , Eric Miller
{"title":"人口综合:基于问题的审查","authors":"Duc Minh La , Hai L. Vu , Liton Kamruzzaman , Eric Miller","doi":"10.1080/01441647.2025.2469069","DOIUrl":null,"url":null,"abstract":"<div><div>Several studies have reviewed Population Synthesis (PopSyn) within Activity-Based Modelling (ABM) using a method-based approach. While this highlights progress in PopSyn development, it complicates the identification and comparison of specific challenges. This paper presents a comprehensive problem-based review of PopSyn, highlighting the critical challenges PopSyn faces. Four major issues are identified through a systematic review of the literature: data limitations (quality and quantity of input data), population heterogeneity (maintenance of population diversity), the curse of dimensionality (scalability), and adaptability (customisation and transferability).</div></div><div><div>The review emphasises the need for greater focus on household relationship heterogeneity and model adaptability, which are crucial for accurate and practical PopSyn applications but are under-researched. It also underscores the importance of incorporating diverse data sources (part of data limitations) in the era of big data.</div></div><div><div>By shifting from a method-based to a problem-based classification, this review aims to bridge the gap between academic research and practical application. This approach highlights existing gaps and challenges, provides a pathway for future research, and lays the groundwork for a comprehensive benchmark to assess various PopSyn methods. Ultimately, it aims to advance the field and promote broader adoption in real-world scenarios.</div></div>","PeriodicalId":48197,"journal":{"name":"Transport Reviews","volume":"45 3","pages":"Pages 366-389"},"PeriodicalIF":9.5000,"publicationDate":"2025-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Population synthesis: a problem-based review\",\"authors\":\"Duc Minh La , Hai L. Vu , Liton Kamruzzaman , Eric Miller\",\"doi\":\"10.1080/01441647.2025.2469069\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Several studies have reviewed Population Synthesis (PopSyn) within Activity-Based Modelling (ABM) using a method-based approach. While this highlights progress in PopSyn development, it complicates the identification and comparison of specific challenges. This paper presents a comprehensive problem-based review of PopSyn, highlighting the critical challenges PopSyn faces. Four major issues are identified through a systematic review of the literature: data limitations (quality and quantity of input data), population heterogeneity (maintenance of population diversity), the curse of dimensionality (scalability), and adaptability (customisation and transferability).</div></div><div><div>The review emphasises the need for greater focus on household relationship heterogeneity and model adaptability, which are crucial for accurate and practical PopSyn applications but are under-researched. It also underscores the importance of incorporating diverse data sources (part of data limitations) in the era of big data.</div></div><div><div>By shifting from a method-based to a problem-based classification, this review aims to bridge the gap between academic research and practical application. This approach highlights existing gaps and challenges, provides a pathway for future research, and lays the groundwork for a comprehensive benchmark to assess various PopSyn methods. Ultimately, it aims to advance the field and promote broader adoption in real-world scenarios.</div></div>\",\"PeriodicalId\":48197,\"journal\":{\"name\":\"Transport Reviews\",\"volume\":\"45 3\",\"pages\":\"Pages 366-389\"},\"PeriodicalIF\":9.5000,\"publicationDate\":\"2025-02-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Transport Reviews\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/org/science/article/pii/S0144164725000066\",\"RegionNum\":1,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"TRANSPORTATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transport Reviews","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/org/science/article/pii/S0144164725000066","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"TRANSPORTATION","Score":null,"Total":0}
Several studies have reviewed Population Synthesis (PopSyn) within Activity-Based Modelling (ABM) using a method-based approach. While this highlights progress in PopSyn development, it complicates the identification and comparison of specific challenges. This paper presents a comprehensive problem-based review of PopSyn, highlighting the critical challenges PopSyn faces. Four major issues are identified through a systematic review of the literature: data limitations (quality and quantity of input data), population heterogeneity (maintenance of population diversity), the curse of dimensionality (scalability), and adaptability (customisation and transferability).
The review emphasises the need for greater focus on household relationship heterogeneity and model adaptability, which are crucial for accurate and practical PopSyn applications but are under-researched. It also underscores the importance of incorporating diverse data sources (part of data limitations) in the era of big data.
By shifting from a method-based to a problem-based classification, this review aims to bridge the gap between academic research and practical application. This approach highlights existing gaps and challenges, provides a pathway for future research, and lays the groundwork for a comprehensive benchmark to assess various PopSyn methods. Ultimately, it aims to advance the field and promote broader adoption in real-world scenarios.
期刊介绍:
Transport Reviews is an international journal that comprehensively covers all aspects of transportation. It offers authoritative and current research-based reviews on transportation-related topics, catering to a knowledgeable audience while also being accessible to a wide readership.
Encouraging submissions from diverse disciplinary perspectives such as economics and engineering, as well as various subject areas like social issues and the environment, Transport Reviews welcomes contributions employing different methodological approaches, including modeling, qualitative methods, or mixed-methods. The reviews typically introduce new methodologies, analyses, innovative viewpoints, and original data, although they are not limited to research-based content.