VALFRAM: Validation Framework for Activity-based Models

被引:6
|
作者
Drchal, Jan [1 ]
Certicky, Michal [1 ]
Jakob, Michal [1 ]
机构
[1] Czech Tech Univ, Agent Technol Ctr, Karlovo Namesti 13, Prague 2, Czech Republic
来源
JASSS-THE JOURNAL OF ARTIFICIAL SOCIETIES AND SOCIAL SIMULATION | 2016年 / 19卷 / 03期
关键词
agent-based modelling; activity based model; transport; validation; methodology; simulation; AGENT; SYSTEM;
D O I
10.18564/jasss.3127
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
Activity-based models are a specific type of agent-based models widely used in transport and urban planning to generate and study travel demand. They deal with agents that structure their behaviour in terms of daily activity schedules: sequences of activity instances (such as work, sleep or shopping) with assigned start times, durations and locations, and interconnected by trips with assigned transport modes and routes. Despite growing importance of activity-based models in transport modelling, there has been no work focusing specifically on statistical validation of such models so far. In this paper, we propose a six-step Validation Framework for Activity-based Models (VALFRAM) that exploits historical real-world data to quantify the model's validity in terms of a set of numeric metrics. The framework compares the temporal and spatial properties and the structure of modelled activity schedules against real-world origin-destination matrices and travel diaries. We demonstrate the usefulness of the framework on a set of six different activity-based transport models.
引用
收藏
页数:19
相关论文
共 50 条
  • [31] Integrating information about the cost of carbon through activity-based costing
    Tsai, Wen-Hsien
    Shen, Yu-Shan
    Lee, Pei-Ling
    Chen, Hui-Chiao
    Kuo, Lopin
    Huang, Chi-Chou
    JOURNAL OF CLEANER PRODUCTION, 2012, 36 : 102 - 111
  • [32] TOWARDS A VERIFICATION AND VALIDATION FRAMEWORK FOR COVID-19 FORECAST MODELS
    Lapoff, Maura
    Kayak, Hamdi
    PROCEEDINGS OF THE 2021 ANNUAL MODELING AND SIMULATION CONFERENCE (ANNSIM'21), 2020,
  • [33] Activity-Based User Modeling in Wireless Networks
    Birgitta König-Ries
    Michael Klein
    Tobias Breyer
    Mobile Networks and Applications, 2006, 11 : 267 - 277
  • [34] Activity-based user modeling in wireless networks
    Koenig-Ries, Birgitta
    Klein, Michael
    Breyer, Tobias
    MOBILE NETWORKS & APPLICATIONS, 2006, 11 (02) : 267 - 277
  • [35] Validity of Activity-Based Devices to Estimate Sleep
    Weiss, Allison R.
    Johnson, Nathan L.
    Berger, Nathan A.
    Redline, Susan
    JOURNAL OF CLINICAL SLEEP MEDICINE, 2010, 6 (04): : 336 - 342
  • [36] Validation Framework for Generic Radar Sensor Models
    Jasinski, Michal
    Skruch, Pawel
    Komorkiewicz, Mateusz
    IEEE ACCESS, 2022, 10 : 18257 - 18267
  • [37] A framework for validation and benchmarking of pyroclastic current models
    Ongaro, T. Esposti
    Cerminara, M.
    Charbonnier, S. J.
    Lube, G.
    Valentine, G. A.
    BULLETIN OF VOLCANOLOGY, 2020, 82 (06)
  • [38] Computation of Skims for Large-Scale Implementations of Integrated Activity-Based and Dynamic Traffic Assignment Models
    Juri, Natalia Ruiz
    James, Rachel M.
    Jiang, Nan
    Duthie, Jennifer
    Pinjari, Abdul R.
    Bhat, Chandra R.
    TRANSPORTATION RESEARCH RECORD, 2016, (2563) : 134 - 143
  • [39] Underestimated activity-based microplastic intake under scenario-specific exposures
    Liu, Kai
    Li, Qingqing
    Andrady, Anthony L.
    Wang, Xiaohui
    He, Yinan
    Li, Daoji
    ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY, 2024, 18
  • [40] A travel time-based variable grid approach for an activity-based cellular automata model
    Crols, Tomas
    White, Roger
    Uljee, Inge
    Engelen, Guy
    Poelmans, Lien
    Canters, Frank
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2015, 29 (10) : 1757 - 1781