Unified Mobility Estimation Model

Publikation: Beitrag in Buch/Bericht/KonferenzbandKonferenzbeitragBegutachtung

2 Zitate (Scopus)

Abstract

In literature, scientists describe human mobility in a range of granularities by several different models. Using frameworks like MATSIM, VehiLux, or Sumo, they often derive individual human movement indicators in their most detail. However, such agent-based models tend to be difficult and require much information and computational power to correctly predict the commutation behavior of large mobility systems. Mobility information can be costly and researchers often cannot acquire it dynamically over large areas, which leads to a lack of adequate calibration parameters, rendering the easy and spontaneous prediction of mobility in additional areas impossible. This paper targets this problem and represents a concept that combines multiple substantial mobility theorems formulated in recent years to reduce the amount of required information compared to existing simulations. Our concept also targets computational expenses and aims to reduce them to enable a global prediction of mobility. Inspired by methods from other domains, the core idea of the conceptional innovation can be compared to weather models, which predict weather on a large scale, on an adequate level of regional information (airspeed, air pressure, etc.), but without the detailed movement information of each air atom and its particular simulation.

OriginalspracheEnglisch
Titel2021 IEEE International Intelligent Transportation Systems Conference, ITSC 2021
Herausgeber (Verlag)Institute of Electrical and Electronics Engineers Inc.
Seiten3610-3617
Seitenumfang8
ISBN (elektronisch)9781728191423
DOIs
PublikationsstatusVeröffentlicht - 19 Sept. 2021
Veranstaltung2021 IEEE International Intelligent Transportation Systems Conference, ITSC 2021 - Indianapolis, USA/Vereinigte Staaten
Dauer: 19 Sept. 202122 Sept. 2021

Publikationsreihe

NameIEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC
Band2021-September

Konferenz

Konferenz2021 IEEE International Intelligent Transportation Systems Conference, ITSC 2021
Land/GebietUSA/Vereinigte Staaten
OrtIndianapolis
Zeitraum19/09/2122/09/21

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