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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:
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.
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页数:19
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