Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions

Vehicle emissions are largely determined by the details of driving behaviours. Accordingly, emissions are often estimated by integrating micro-scale emission models into traffic simulations. Under this approach, it is essential to replicate the actual traffic situation being considered in an emissio...

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Main Authors: Jinsoo Kim, Jae Hun Kim, Gunwoo Lee, Hyun-ju Shin, Jahng Hyon Park
Format: Article
Language:English
Published: Hindawi-Wiley 2020-01-01
Series:Journal of Advanced Transportation
Online Access:http://dx.doi.org/10.1155/2020/4038305
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spelling doaj-6301ce771bb1403e8fa28f9a9933bbce2020-11-25T01:30:24ZengHindawi-WileyJournal of Advanced Transportation0197-67292042-31952020-01-01202010.1155/2020/40383054038305Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle EmissionsJinsoo Kim0Jae Hun Kim1Gunwoo Lee2Hyun-ju Shin3Jahng Hyon Park4Department of Mechanical Convergence Engineering, Graduate School of Hanyang University, 222 Wangsimni-ro, Seongdong-Gu, Seoul 133-791, Republic of KoreaDepartment of International Logistics, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul 06974, Republic of KoreaDepartment of International Logistics, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul 06974, Republic of KoreaDepartment of International Logistics, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul 06974, Republic of KoreaDepartment of Automotive Engineering, Hanyang University, 222 Wangsimni-ro, Seongdong-Gu, Seoul 133-791, Republic of KoreaVehicle emissions are largely determined by the details of driving behaviours. Accordingly, emissions are often estimated by integrating micro-scale emission models into traffic simulations. Under this approach, it is essential to replicate the actual traffic situation being considered in an emission evaluation using a proper calibration procedure. Most previous research with respect to traffic flow has primarily focused on adjusting the complex combinations of parameters evaluated in these models, but it is not guaranteed that the use of widely used calibration measures can lead more accurate emissions estimates. Accordingly, we propose a systematic guideline for calibration to ensure reliable micro-scale emissions estimates. A calibration procedure is thus established in this paper based on various measure of effect (MOE) compositions (i.e., calibration levels) consisting of aggregated traffic data to identify the level that most reliably estimates micro-scale emissions. Five calibration levels of progressively more detailed measurements are first defined, valid calibration levels are identified, and the reliable calibration level is finally selected based on the available traffic data. The effect of vehicle type (i.e., light vs. heavy vehicles) composition on the estimated emissions is also evaluated for a well-calibrated simulation. We expect that a highly reliable estimation of emissions is possible using this more detailed traffic simulation calibration measurement.http://dx.doi.org/10.1155/2020/4038305
collection DOAJ
language English
format Article
sources DOAJ
author Jinsoo Kim
Jae Hun Kim
Gunwoo Lee
Hyun-ju Shin
Jahng Hyon Park
spellingShingle Jinsoo Kim
Jae Hun Kim
Gunwoo Lee
Hyun-ju Shin
Jahng Hyon Park
Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
Journal of Advanced Transportation
author_facet Jinsoo Kim
Jae Hun Kim
Gunwoo Lee
Hyun-ju Shin
Jahng Hyon Park
author_sort Jinsoo Kim
title Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
title_short Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
title_full Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
title_fullStr Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
title_full_unstemmed Microscopic Traffic Simulation Calibration Level for Reliable Estimation of Vehicle Emissions
title_sort microscopic traffic simulation calibration level for reliable estimation of vehicle emissions
publisher Hindawi-Wiley
series Journal of Advanced Transportation
issn 0197-6729
2042-3195
publishDate 2020-01-01
description Vehicle emissions are largely determined by the details of driving behaviours. Accordingly, emissions are often estimated by integrating micro-scale emission models into traffic simulations. Under this approach, it is essential to replicate the actual traffic situation being considered in an emission evaluation using a proper calibration procedure. Most previous research with respect to traffic flow has primarily focused on adjusting the complex combinations of parameters evaluated in these models, but it is not guaranteed that the use of widely used calibration measures can lead more accurate emissions estimates. Accordingly, we propose a systematic guideline for calibration to ensure reliable micro-scale emissions estimates. A calibration procedure is thus established in this paper based on various measure of effect (MOE) compositions (i.e., calibration levels) consisting of aggregated traffic data to identify the level that most reliably estimates micro-scale emissions. Five calibration levels of progressively more detailed measurements are first defined, valid calibration levels are identified, and the reliable calibration level is finally selected based on the available traffic data. The effect of vehicle type (i.e., light vs. heavy vehicles) composition on the estimated emissions is also evaluated for a well-calibrated simulation. We expect that a highly reliable estimation of emissions is possible using this more detailed traffic simulation calibration measurement.
url http://dx.doi.org/10.1155/2020/4038305
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