Radke, Andreas and Heinrichs, Matthias (2021) Using Probability Distributions for Projecting Changes in Travel Behavior. Sustainability, 13 (18), p. 10101. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/su131810101. ISSN 2071-1050.
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Official URL: https://www.mdpi.com/2071-1050/13/18/10101
Abstract
Mobility is a must for human life on this planet, because important activities like working or shopping cannot be done from home for everyone. Present modes of transports contributes significantly to green house gas emissions while the efforts to reduce these emissions can be improved in many countries. Pathways to a more sustainable form of mobility can be modelled using travel demand models to aid decision makers. However, to project human behavior into the future one should analyze the changes in the past to understand the drivers in mobility change. Mobility surveys provide sets of activity diaries, which show changes in travel behavior over time. Those activity diaries are one of the inputs in activity-based demand generation models like travel activity pattern simulation (TAPAS). This paper shows a method of using probability distributions between person and diary groups. It offers an opportunity for an increased heterogeneity in travel behavior without sacrificing too much accuracy. Additionally it will present the use case of temporal back- and forecasting of changes in activity choices of existing mobility survey data. The results show the possibilities within this approach together with its limits and pitfalls.
Item URL in elib: | https://elib.dlr.de/144326/ | ||||||||||||
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Document Type: | Article | ||||||||||||
Title: | Using Probability Distributions for Projecting Changes in Travel Behavior | ||||||||||||
Authors: |
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Date: | 9 September 2021 | ||||||||||||
Journal or Publication Title: | Sustainability | ||||||||||||
Refereed publication: | Yes | ||||||||||||
Open Access: | Yes | ||||||||||||
Gold Open Access: | Yes | ||||||||||||
In SCOPUS: | Yes | ||||||||||||
In ISI Web of Science: | Yes | ||||||||||||
Volume: | 13 | ||||||||||||
DOI: | 10.3390/su131810101 | ||||||||||||
Page Range: | p. 10101 | ||||||||||||
Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||
ISSN: | 2071-1050 | ||||||||||||
Status: | Published | ||||||||||||
Keywords: | activity-based travel behavior; diary generation; TAPAS; travel demand generation; probability distribution | ||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
HGF - Program: | Transport | ||||||||||||
HGF - Program Themes: | Transport System | ||||||||||||
DLR - Research area: | Transport | ||||||||||||
DLR - Program: | V VS - Verkehrssystem | ||||||||||||
DLR - Research theme (Project): | V - UrMo Digital (old), V - Zukunftsbilder eines automatisierten integrierten Verkehrssystems (old) | ||||||||||||
Location: | Berlin-Adlershof | ||||||||||||
Institutes and Institutions: | Institute of Transport Research > Mobility and Urban Development | ||||||||||||
Deposited By: | Radke, Andreas | ||||||||||||
Deposited On: | 19 Oct 2021 14:12 | ||||||||||||
Last Modified: | 19 Oct 2021 14:12 |
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