Articles | Volume 16, issue 5
https://doi.org/10.5194/acp-16-3161-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/acp-16-3161-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Development of a vehicle emission inventory with high temporal–spatial resolution based on NRT traffic data and its impact on air pollution in Beijing – Part 1: Development and evaluation of vehicle emission inventory
Boyu Jing
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Lin Wu
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Hongjun Mao
CORRESPONDING AUTHOR
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Sunning Gong
CORRESPONDING AUTHOR
Chinese Academy of Meteorological Sciences, China Meteorological
Administration, Beijing, China
Jianjun He
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Chao Zou
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Guohua Song
MOE Key Laboratory for Urban Transportation Complex Systems Theory and
Technology, Beijing Jiaotong University, Beijing, China
Xiaoyu Li
The College of Environmental Science & Engineering, Nankai
University, Tianjin, China
Zhong Wu
College of Civil and Transportation Engineering, Hohai University,
Suzhou, China
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- Developing a vehicle emission inventory with high temporal-spatial resolution in Tianjin, China S. Sun et al.
- Quantifying the Environmental Impact of Vehicle Emissions Due to Traffic Diversion Plans for Road Infrastructure Construction Projects: A Case Study in China M. Ma et al.
- Measurements of traffic-dominated pollutant emissions in a Chinese megacity F. Squires et al.
- A comprehensive spatial and temporal vehicular emissions for northeast China S. Ibarra-Espinosa et al.
- Construction of Heavy-Duty Diesel Vehicle Atmospheric Pollutant Emission Inventory Based on Onboard Diagnosis Data T. Chen et al.
- Air pollution in China: Status and spatiotemporal variations C. Song et al.
- Research on the Temporal and Spatial Characteristics of Air Pollutants in Sichuan Basin C. Fang et al.
- Long-term spatiotemporal evolution and coordinated control of air pollutants in a typical mega-mountain city of Cheng-Yu region under the “dual carbon” goal X. Li et al.
- Evaluation of low emission zone policy on vehicle emission reduction in Beijing, China Y. Zhang et al.
- On-road vehicle emission inventory and its spatio-temporal variations in North China Plain P. Jiang et al.
- Uncovering temporal-spatial drivers of vehicular NOx emissions in China J. Wang et al.
- Effect of sub-urban scale lockdown on air pollution in Beijing P. Brimblecombe & Y. Lai
- Characterizing the air pollution of the cities in the closure of corona virus disease 2019 in China H. Yao et al.
- Data-driven network loading N. Tsanakas et al.
- Status and quality evaluation of precursor emission inventories for PM<sub>2.5</sub> and ozone in China Z. Huang et al.
- Replacing urban trucks via ground–air cooperation X. Qu et al.
- Spatiotemporal evolution pattern detection for heavy-duty diesel truck emissions using trajectory mining: A case study of Tianjin, China S. Cheng et al.
- PM2.5-bound polycyclic aromatic hydrocarbons (PAHs) and their derivatives (nitrated-PAHs and oxygenated-PAHs) in a road tunnel located in Qingdao, China: Characteristics, sources and emission factors T. Zhao et al.
- Study of Mobile Source Pollutants Based on Multi-Source Data Fusion: A Case Study of Zibo City, China C. Zheng et al.
- Characterization of the vehicle emissions in the Greater Taipei Area through vision-based traffic analysis system and its impacts on urban air quality I. Tsai et al.
- Updating emission inventories for vehicular organic gases: Indications from cold-start and temperature effects on advanced technology cars Z. Zhang et al.
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- Unexpected moderate contribution of intermediate volatility organic compounds from gasoline vehicle emission to secondary organic aerosol formation in summer of Beijing R. Tang et al.
- Source–Receptor Relationship Revealed by the Halted Traffic and Aggravated Haze in Beijing during the COVID-19 Lockdown Z. Lv et al.
- Operational Data-Driven Intelligent Modelling and Visualization System for Real-World, On-Road Vehicle Emissions—A Case Study in Hangzhou City, China L. Wang et al.
- Regulation-driven changes in PM2.5 sources in China from 2013 to 2019, a critical review and trend analysis T. Zhang et al.
- Reducing CO2 emissions from short-distance vehicle trips: A pathway to sustainable urban transport S. Li et al.
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- Characterization of PM-Bound Heavy Metal at Road Environment in Tianjin: Size Distribution and Source Identification Q. Zhang et al.
- Temporal-spatial dynamic characteristics of vehicle emissions on intercity roads in Guangdong Province based on vehicle identity detection data H. Ding et al.
- Vehicular non-exhaust particulate emissions in Chinese megacities: Source profiles, real-world emission factors, and inventories J. Zhang et al.
- Development and Application of Urban High Temporal-Spatial Resolution Vehicle Emission Inventory Model and Decision Support System Y. Zhang et al.
- Multiscale spatiotemporal variations of NOx emissions from heavy duty diesel trucks in the Beijing-Tianjin-Hebei region S. Cheng et al.
- Coordinated control of PM2.5 and O3 is urgently needed in China after implementation of the “Air pollution prevention and control action plan” H. Zhao et al.
- Evaluating parameterization schemes of dinitrogen pentoxide heterogeneous processes in the presence of organic coatings for size-resolved nitrate simulations over North China Y. Qu et al.
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- A big data approach to improving the vehicle emission inventory in China F. Deng et al.
- Development of sectorial and territorial information system to monitor GHG emissions as local and regional climate governance tool: Case study in Valencia (Spain) E. Lorenzo-Sáez et al.
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- High resolution vehicular exhaust and non-exhaust emission analysis of urban-rural district of India G. Tomar et al.
- Integrated effects of SCR, velocity, and Air-fuel Ratio on gaseous pollutants and CO2 emissions from China V and VI heavy-duty diesel vehicles X. Li et al.
- Characteristics of Ground-Level Ozone from 2015 to 2018 in BTH Area, China X. Fang et al.
- Analyzing the Effects of Road Type and Rainy Weather on Fuel Consumption and Emissions: A Mesoscopic Model Based on Big Traffic Data R. Shang et al.
- Hyperfine-resolution mapping of on-road vehicle emissions with comprehensive traffic monitoring and an intelligent transportation system L. Jiang et al.
- Development of a highly spatiotemporally resolved vehicular volatile organic compounds emission inventory based on on-line measurement of speed-dependent emission factor M. Wang et al.
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- High-resolution mapping of vehicle emissions of atmospheric pollutants based on large-scale, real-world traffic datasets D. Yang et al.
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- Evaluation of motor-vehicle emission control strategies for urban agglomeration of the Guanzhong region, China Z. Liu et al.
- Study on the Uncertainty of the Calibration Device of PM2.5 Mass Concentration Monitor J. Zou et al.
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- An integrated air quality modeling system coupling regional-urban and street models in Beijing T. Wang et al.
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- Street-scale air quality modelling for Beijing during a winter 2016 measurement campaign M. Biggart et al.
- Speed-guided intelligent transportation system helps achieve low-carbon and green traffic: Evidence from real-world measurements Z. Yang et al.
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- Emission Inventory of On-Road Transport in Bangkok Metropolitan Region (BMR) Development during 2007 to 2015 Using the GAINS Model P. Cheewaphongphan et al.
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- Recent development of a refined multiple air pollutant emission inventory of vehicles in the Central Plains of China X. Gu et al.
- Bottom-Up Emission Inventory and Its Spatio-Temporal Distribution from Paved Road Dust Based on Field Investigation: A Case Study of Harbin, Northeast China L. Li et al.
- Vehicle emissions in a middle-sized city of China: Current status and future trends S. Sun et al.
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- Nonlinear impacts of urban built environment on freight emissions T. Peng et al.
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- Impact of nucleation mode traffic emission on modelled high-resolution particle number concentrations in Beijing X. Li et al.
- Evaluation of emission factors for light-duty gasoline vehicles based on chassis dynamometer and tunnel studies in Shanghai, China C. Huang et al.
- Surface–atmosphere fluxes of volatile organic compounds in Beijing W. Acton et al.
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- Structural decomposition of heavy-duty diesel truck emission contribution based on trajectory mining S. Cheng et al.
- Source apportionment of PM2.5 at a regional background site in North China using PMF linked with radiocarbon analysis: insight into the contribution of biomass burning Z. Zong et al.
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- A high temporal-spatial vehicle emission inventory based on detailed hourly traffic data in a medium-sized city of China Y. Liu et al.
- The Online Shortest Path Problem: Learning Travel Times Using a Multiarmed Bandit Framework T. Lagos et al.
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- A Study of Traffic Emissions Based on Floating Car Data for Urban Scale Air Quality Applications F. Russo et al.
- Investigation of PM2.5-bound Polycyclic aromatic hydrocarbons (PAHs) and their derivatives (nitrated-PAHs and oxygenated-PAHs) in the roadside environment at the eastern coastal region of China: characterization, source identification, and toxicity evaluation T. Zhao et al.
- Road vehicle emission inventory of a Brazilian metropolitan area and insights for other emerging economies N. Policarpo et al.
- Evaluating traffic emission control policies based on large-scale and real-time data: A case study in central China C. Zou et al.
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118 citations as recorded by crossref.
- Spatio-Temporal Variations of Multiple Primary Air Pollutants Emissions in Beijing of China, 2006–2015 Y. Xue et al.
- Quantifying on-road vehicle emissions during traffic congestion using updated emission factors of light-duty gasoline vehicles and real-world traffic monitoring big data X. Chen et al.
- A research product for tropospheric NO2 columns from Geostationary Environment Monitoring Spectrometer based on Peking University OMI NO2 algorithm Y. Zhang et al.
- Characteristics, emissions and source identifications of particle polycyclic aromatic hydrocarbons from traffic emissions using tunnel measurement X. Fang et al.
- Estimation and Analysis of Air Pollutant Emissions from On-Road Vehicles in Changzhou, China M. Guo et al.
- Vehicle emission models and their applications in China: A comprehensive review T. Jia & J. Qi
- Estimation of exposure and premature mortality from near-roadway fine particulate matter concentrations emitted by heavy-duty diesel trucks in Beijing B. Zhang et al.
- Enhanced commercial cooking inventories from the city scale through normalized emission factor dataset and big data P. Lin et al.
- Estimativa das emissões veiculares na região metropolitana de Fortaleza, CE, ano-base 2010 T. Lopes et al.
- Substantial reduction in vehicular PAH emissions and emerging roles of tire wear: Tunnel-test in Guangzhou (2014–2019) S. Xiao et al.
- Developing a vehicle emission inventory with high temporal-spatial resolution in Tianjin, China S. Sun et al.
- Quantifying the Environmental Impact of Vehicle Emissions Due to Traffic Diversion Plans for Road Infrastructure Construction Projects: A Case Study in China M. Ma et al.
- Measurements of traffic-dominated pollutant emissions in a Chinese megacity F. Squires et al.
- A comprehensive spatial and temporal vehicular emissions for northeast China S. Ibarra-Espinosa et al.
- Construction of Heavy-Duty Diesel Vehicle Atmospheric Pollutant Emission Inventory Based on Onboard Diagnosis Data T. Chen et al.
- Air pollution in China: Status and spatiotemporal variations C. Song et al.
- Research on the Temporal and Spatial Characteristics of Air Pollutants in Sichuan Basin C. Fang et al.
- Long-term spatiotemporal evolution and coordinated control of air pollutants in a typical mega-mountain city of Cheng-Yu region under the “dual carbon” goal X. Li et al.
- Evaluation of low emission zone policy on vehicle emission reduction in Beijing, China Y. Zhang et al.
- On-road vehicle emission inventory and its spatio-temporal variations in North China Plain P. Jiang et al.
- Uncovering temporal-spatial drivers of vehicular NOx emissions in China J. Wang et al.
- Effect of sub-urban scale lockdown on air pollution in Beijing P. Brimblecombe & Y. Lai
- Characterizing the air pollution of the cities in the closure of corona virus disease 2019 in China H. Yao et al.
- Data-driven network loading N. Tsanakas et al.
- Status and quality evaluation of precursor emission inventories for PM<sub>2.5</sub> and ozone in China Z. Huang et al.
- Replacing urban trucks via ground–air cooperation X. Qu et al.
- Spatiotemporal evolution pattern detection for heavy-duty diesel truck emissions using trajectory mining: A case study of Tianjin, China S. Cheng et al.
- PM2.5-bound polycyclic aromatic hydrocarbons (PAHs) and their derivatives (nitrated-PAHs and oxygenated-PAHs) in a road tunnel located in Qingdao, China: Characteristics, sources and emission factors T. Zhao et al.
- Study of Mobile Source Pollutants Based on Multi-Source Data Fusion: A Case Study of Zibo City, China C. Zheng et al.
- Characterization of the vehicle emissions in the Greater Taipei Area through vision-based traffic analysis system and its impacts on urban air quality I. Tsai et al.
- Updating emission inventories for vehicular organic gases: Indications from cold-start and temperature effects on advanced technology cars Z. Zhang et al.
- Past and future trends of vehicle emissions in Tianjin, China, from 2000 to 2030 S. Sun et al.
- Emissions from the Road Traffic of West African Cities: Assessment of Vehicle Fleet and Fuel Consumption M. Doumbia et al.
- Unexpected moderate contribution of intermediate volatility organic compounds from gasoline vehicle emission to secondary organic aerosol formation in summer of Beijing R. Tang et al.
- Source–Receptor Relationship Revealed by the Halted Traffic and Aggravated Haze in Beijing during the COVID-19 Lockdown Z. Lv et al.
- Operational Data-Driven Intelligent Modelling and Visualization System for Real-World, On-Road Vehicle Emissions—A Case Study in Hangzhou City, China L. Wang et al.
- Regulation-driven changes in PM2.5 sources in China from 2013 to 2019, a critical review and trend analysis T. Zhang et al.
- Reducing CO2 emissions from short-distance vehicle trips: A pathway to sustainable urban transport S. Li et al.
- A Comprehensive 2018-Based Vehicle Emission Inventory and Its Spatial–Temporal Characteristics in the Central Liaoning Urban Agglomeration, China Y. Liu et al.
- Nighttime NO emissions strongly suppress chlorine and nitrate radical formation during the winter in Delhi S. Haslett et al.
- 基于隧道实验的机动车大气污染物实时排放因子研究 . JIANG Weisi et al.
- Characterization of PM-Bound Heavy Metal at Road Environment in Tianjin: Size Distribution and Source Identification Q. Zhang et al.
- Temporal-spatial dynamic characteristics of vehicle emissions on intercity roads in Guangdong Province based on vehicle identity detection data H. Ding et al.
- Vehicular non-exhaust particulate emissions in Chinese megacities: Source profiles, real-world emission factors, and inventories J. Zhang et al.
- Development and Application of Urban High Temporal-Spatial Resolution Vehicle Emission Inventory Model and Decision Support System Y. Zhang et al.
- Multiscale spatiotemporal variations of NOx emissions from heavy duty diesel trucks in the Beijing-Tianjin-Hebei region S. Cheng et al.
- Coordinated control of PM2.5 and O3 is urgently needed in China after implementation of the “Air pollution prevention and control action plan” H. Zhao et al.
- Evaluating parameterization schemes of dinitrogen pentoxide heterogeneous processes in the presence of organic coatings for size-resolved nitrate simulations over North China Y. Qu et al.
- Primary Air Pollutants Emissions Variation Characteristics and Future Control Strategies for Transportation Sector in Beijing, China Y. Xue et al.
- A big data approach to improving the vehicle emission inventory in China F. Deng et al.
- Development of sectorial and territorial information system to monitor GHG emissions as local and regional climate governance tool: Case study in Valencia (Spain) E. Lorenzo-Sáez et al.
- Dynamic emission characteristics and control strategies of air pollutants from motor vehicles in downtown Beijing, China Y. Shen et al.
- High resolution vehicular exhaust and non-exhaust emission analysis of urban-rural district of India G. Tomar et al.
- Integrated effects of SCR, velocity, and Air-fuel Ratio on gaseous pollutants and CO2 emissions from China V and VI heavy-duty diesel vehicles X. Li et al.
- Characteristics of Ground-Level Ozone from 2015 to 2018 in BTH Area, China X. Fang et al.
- Analyzing the Effects of Road Type and Rainy Weather on Fuel Consumption and Emissions: A Mesoscopic Model Based on Big Traffic Data R. Shang et al.
- Hyperfine-resolution mapping of on-road vehicle emissions with comprehensive traffic monitoring and an intelligent transportation system L. Jiang et al.
- Development of a highly spatiotemporally resolved vehicular volatile organic compounds emission inventory based on on-line measurement of speed-dependent emission factor M. Wang et al.
- A high-resolution emissions inventory and its spatiotemporal pattern variations for heavy-duty diesel trucks in Beijing, China S. Cheng et al.
- High-resolution mapping of vehicle emissions of atmospheric pollutants based on large-scale, real-world traffic datasets D. Yang et al.
- Development of the Real-time On-road Emission (ROE v1.0) model for street-scale air quality modeling based on dynamic traffic big data L. Wu et al.
- High spatiotemporal resolution vehicular emission inventory in Beijing-Tianjin-Hebei and its surrounding areas (BTHSA) during 2000–2020, China C. Zhu et al.
- Evaluation of motor-vehicle emission control strategies for urban agglomeration of the Guanzhong region, China Z. Liu et al.
- Study on the Uncertainty of the Calibration Device of PM2.5 Mass Concentration Monitor J. Zou et al.
- Air pollution characteristics and their relation to meteorological conditions during 2014–2015 in major Chinese cities J. He et al.
- Heavy-duty diesel vehicles dominate vehicle emissions in a tunnel study in northern China C. Song et al.
- An integrated air quality modeling system coupling regional-urban and street models in Beijing T. Wang et al.
- Dynamic quantification of on-road emissions in Hong Kong: Impact from traffic congestion and fleet composition variation X. Li et al.
- Street-scale air quality modelling for Beijing during a winter 2016 measurement campaign M. Biggart et al.
- Speed-guided intelligent transportation system helps achieve low-carbon and green traffic: Evidence from real-world measurements Z. Yang et al.
- Development of a road traffic emission inventory with high spatial–temporal resolution in the world’s most densely populated region—Macau X. Li et al.
- Spatial–temporal distribution characteristics of pollutants of heavy-duty diesel vehicles in urban road networks: a case study of Kunming City J. Xu et al.
- Emission Inventory of On-Road Transport in Bangkok Metropolitan Region (BMR) Development during 2007 to 2015 Using the GAINS Model P. Cheewaphongphan et al.
- Refined 2013-based vehicle emission inventory and its spatial and temporal characteristics in Zhengzhou, China M. Gong et al.
- Updated emission inventories of power plants in simulating air quality during haze periods over East China L. Zhang et al.
- Impact of Illegal Application of Urea Regulator on Real-World Exhaust Nitrogen Oxygen and Particle Number Emissions J. Li et al.
- Spatially resolved hourly traffic emission over megacity Delhi using advanced traffic flow data A. Biswal et al.
- High Spatiotemporal Resolution Inventory Finely Depicts the Rebound Characteristics of Greenhouse Gas Emissions from Vehicles in Beijing after the COVID-19 Epidemic Y. Li et al.
- Development of a vehicle emission inventory with high temporal–spatial resolution based on NRT traffic data and its impact on air pollution in Beijing – Part 2: Impact of vehicle emission on urban air quality J. He et al.
- Vehicle Emission Models and Traffic Simulators: A Review M. Mądziel
- Recent development of a refined multiple air pollutant emission inventory of vehicles in the Central Plains of China X. Gu et al.
- Bottom-Up Emission Inventory and Its Spatio-Temporal Distribution from Paved Road Dust Based on Field Investigation: A Case Study of Harbin, Northeast China L. Li et al.
- Vehicle emissions in a middle-sized city of China: Current status and future trends S. Sun et al.
- CO2 Emission and Energy Consumption Estimates in the COPERT Model—Conclusions from Chassis Dynamometer Tests and SANN Artificial Neural Network Models and Their Meaning for Transport Management O. Orynycz et al.
- Nonlinear impacts of urban built environment on freight emissions T. Peng et al.
- Fine-grained vehicle emission management using intelligent transportation system data S. Zhang et al.
- CarAgent: Collecting and disseminating floating car data in vehicular networks H. Huang et al.
- Data Redundancy Mitigation in V2X Based Collective Perceptions H. Huang et al.
- Quantitative estimation of meteorological impacts and the COVID-19 lockdown reductions on NO2 and PM2.5 over the Beijing area using Generalized Additive Models (GAM) J. Hua et al.
- Diurnal and weekly patterns of primary pollutants in Beijing under COVID-19 restrictions P. Brimblecombe & Y. Lai
- Temporal variations in ambient air quality indicators in Shanghai municipality, China Y. Chen et al.
- Impact of nucleation mode traffic emission on modelled high-resolution particle number concentrations in Beijing X. Li et al.
- Evaluation of emission factors for light-duty gasoline vehicles based on chassis dynamometer and tunnel studies in Shanghai, China C. Huang et al.
- Surface–atmosphere fluxes of volatile organic compounds in Beijing W. Acton et al.
- Variation of spatio-temporal distribution of on-road vehicle emissions based on real-time RFID data Y. Liu et al.
- Ai-driven spatiotemporal urban road transport emission mapping using YOLO and COPERT model B. Bhupal et al.
- RTVEMVS: Real-time modeling and visualization system for vehicle emissions on an urban road network H. Ding et al.
- Proposal of policies based on temporal-spatial dynamic characteristics and co-benefits of CO2 and air pollutants from vehicles in Shanghai, China Y. Dai et al.
- Structural decomposition of heavy-duty diesel truck emission contribution based on trajectory mining S. Cheng et al.
- Source apportionment of PM2.5 at a regional background site in North China using PMF linked with radiocarbon analysis: insight into the contribution of biomass burning Z. Zong et al.
- Road Traffic Emission Inventory in an Urban Zone of West Africa: Case of Yopougon City (Abidjan, Côte d’Ivoire) M. Doumbia et al.
- The spatial and temporal disaggregation models of high-accuracy vehicle emission inventory H. Feng et al.
- Emission characteristics and control scenario analysis of VOCs from heavy-duty diesel trucks S. Cheng et al.
- A high temporal-spatial vehicle emission inventory based on detailed hourly traffic data in a medium-sized city of China Y. Liu et al.
- The Online Shortest Path Problem: Learning Travel Times Using a Multiarmed Bandit Framework T. Lagos et al.
- Emission characteristics and high-resolution spatial and temporal distribution of pollutants from motor vehicles in Chengdu, China Z. Zhou et al.
- A Study of Traffic Emissions Based on Floating Car Data for Urban Scale Air Quality Applications F. Russo et al.
- Investigation of PM2.5-bound Polycyclic aromatic hydrocarbons (PAHs) and their derivatives (nitrated-PAHs and oxygenated-PAHs) in the roadside environment at the eastern coastal region of China: characterization, source identification, and toxicity evaluation T. Zhao et al.
- Road vehicle emission inventory of a Brazilian metropolitan area and insights for other emerging economies N. Policarpo et al.
- Evaluating traffic emission control policies based on large-scale and real-time data: A case study in central China C. Zou et al.
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Saved (final revised paper)
Latest update: 03 May 2026
Short summary
This paper presents a bottom-up methodology based on the local emission factors, complemented with the widely used emission factors of COPERT model and near-real-time (NRT) traffic data on road segments to develop a high temporal/spatial resolution vehicle emission inventory (HTSVE) for the urban Beijing area. The results show that the vehicle emissions of NOx, CO, HC and PM were 10.54 × 104, 42.51 × 104 and 2.13 × 104 and 0.41 × 104 Mg respectively.
This paper presents a bottom-up methodology based on the local emission factors, complemented...
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