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2022 | OriginalPaper | Chapter

A Multiple Linear Regression (MLR) Model for the Application of Electrical Vehicles in the United States

Authors : L. Navarro, B. Bathaei

Published in: Proceedings of the Canadian Society of Civil Engineering Annual Conference 2021

Publisher: Springer Nature Singapore

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Abstract

This study focuses on the assessment of the factors affecting the adaptation of Hybrid/Electric Vehicles. The problem that arises when using conventional vehicles has some negative impacts on the environment (Greenhouse Gas emission), society (health issues), and economics (energy demand). There is a need to mitigate these effects by inducing a transportation mode with a fuel source of electricity and progressively reducing the use of gasoline. To find the socioeconomic and environmental impacts of the application of Hybrid/Electric Vehicles, the current research aims to explore potential factors that can be attributed to purchasing H/EVs to estimate their penetration in the U.S. Several multiple linear regression (MLR) models were applied to find the significant factors that impact the use of several types of Hybrid/Electric vehicles compared to conventional ones. The types of Hybrid/Electric Vehicles assessed are Plug-in Hybrid Vehicles (PHEV), Electric Vehicles (EV), Hybrid Vehicles (HEV). The models use data from the National Household Travel Survey website. R Studio software is applied to conduct statistical analysis. The results identify that the variables that have statistical significance are Fuel Expenditures and Household Income. The factors that impact the use of conventional vehicles compared to hybrid ones are MSA, Model Toyota Vehicles, Vehicles Driven in the Weekdays, Weekends, Zero Workers and One to Three Workers per Household. Furthermore, people with PHEVs, EVs, and HEVs tend to have more fuel expenditures and higher household income than conventional vehicles. Therefore, it is determined that “adults with and without children” are not significant among the models.

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Literature
1.
go back to reference Arce GLAF, Carvalho Jr JA, Nascimento LFC (2014) A time series sequestration and storage model of atmospheric carbon dioxide. Ecol Model 272:59–67 Arce GLAF, Carvalho Jr JA, Nascimento LFC (2014) A time series sequestration and storage model of atmospheric carbon dioxide. Ecol Model 272:59–67
2.
go back to reference Axsen J, Kurani KS (2010) Anticipating plug-in hybrid vehicle energy impacts in California: constructing consumer-informed recharge profiles. Transp Res Part D: Transp Environ 15(4):212–219CrossRef Axsen J, Kurani KS (2010) Anticipating plug-in hybrid vehicle energy impacts in California: constructing consumer-informed recharge profiles. Transp Res Part D: Transp Environ 15(4):212–219CrossRef
3.
go back to reference Andrysco N, Gurney KR, Beneš B, Corbin K (2008) Visual exploration of the vulcan CO2 data. IEEE Computer Graph Appl 29(1):6–11 Andrysco N, Gurney KR, Beneš B, Corbin K (2008) Visual exploration of the vulcan CO2 data. IEEE Computer Graph Appl 29(1):6–11
4.
go back to reference Bathaei B (2018) Achieving sustainable city by the concept of Persian Garden. In: international conference—architecture technology and the city workshop questions, Romania, 2018. Acta Technica Napocensis, Civil Engineering & Architecture, Special Issue. http://constructii.utcluj.ro/ActaCivilEng Bathaei B (2018) Achieving sustainable city by the concept of Persian Garden. In: international conference—architecture technology and the city workshop questions, Romania, 2018. Acta Technica Napocensis, Civil Engineering & Architecture, Special Issue. http://​constructii.​utcluj.​ro/​ActaCivilEng
5.
go back to reference Bathaei B (2016) Change is of the essence, regenerating of brown fields (Landscape Revitalization of Tehran’s Brick Kilns). In: 2nd international conference on architecture, structure and civil engineering (ICASCE'16), UK, London Bathaei B (2016) Change is of the essence, regenerating of brown fields (Landscape Revitalization of Tehran’s Brick Kilns). In: 2nd international conference on architecture, structure and civil engineering (ICASCE'16), UK, London
6.
go back to reference Bhandari V, Sun K, Homans F (2018) The profitability of vehicle to grid for system participants—a case study from the Electricity Reliability Council of Texas. Energy 153:278–286CrossRef Bhandari V, Sun K, Homans F (2018) The profitability of vehicle to grid for system participants—a case study from the Electricity Reliability Council of Texas. Energy 153:278–286CrossRef
7.
go back to reference Bradley TH, Quinn CW (2010) Analysis of plug-in hybrid electric vehicle utility factors. J Power Sources 195(16):5399–5408CrossRef Bradley TH, Quinn CW (2010) Analysis of plug-in hybrid electric vehicle utility factors. J Power Sources 195(16):5399–5408CrossRef
8.
go back to reference Calfee JE (1985) Estimating the demand for electric automobiles using fully disaggregated probabilistic choice analysis. Transport Res Part B: Methodol 19(4):287–301CrossRef Calfee JE (1985) Estimating the demand for electric automobiles using fully disaggregated probabilistic choice analysis. Transport Res Part B: Methodol 19(4):287–301CrossRef
9.
go back to reference Davis SC, Williams SE, Boundy RG (2018) Transportation energy data book, Edition 36.2 of ORNL-5198. Oak Ridge National Laboratory, Oak Ridge, TN, USA (2018) Davis SC, Williams SE, Boundy RG (2018) Transportation energy data book, Edition 36.2 of ORNL-5198. Oak Ridge National Laboratory, Oak Ridge, TN, USA (2018)
10.
go back to reference Daziano RA, Achtnicht M (2014) Forecasting adoption of ultra-low-emission vehicles using Bayes estimates of a multinomial probit model and the GHK simulator. Transp Sci 48(4):671–683CrossRef Daziano RA, Achtnicht M (2014) Forecasting adoption of ultra-low-emission vehicles using Bayes estimates of a multinomial probit model and the GHK simulator. Transp Sci 48(4):671–683CrossRef
11.
go back to reference EPRI, NRDC (2007) Environmental assessment of plug-in hybrid electric vehicles. Volume 1: Nationwide greenhouse gas emissions. Electric Power Research Institute (EPRI), Final Report EPRI, NRDC (2007) Environmental assessment of plug-in hybrid electric vehicles. Volume 1: Nationwide greenhouse gas emissions. Electric Power Research Institute (EPRI), Final Report
12.
go back to reference Ghommem M, Hajj MR, Puri IK (2012) Influence of natural and anthropogenic carbon dioxide sequestration on global warming. Ecol Model 235:1–7CrossRef Ghommem M, Hajj MR, Puri IK (2012) Influence of natural and anthropogenic carbon dioxide sequestration on global warming. Ecol Model 235:1–7CrossRef
13.
go back to reference Graham-Rowe E, Gardner B, Abraham C, Skippon S, Dittmar H, Hutchins R, Stannard J (2012) Mainstream consumers driving plug-in battery-electric and plug-in hybrid electric cars: a qualitative analysis of responses and evaluations. Transport Res Part A: Policy Practice 46(1):140–153 Graham-Rowe E, Gardner B, Abraham C, Skippon S, Dittmar H, Hutchins R, Stannard J (2012) Mainstream consumers driving plug-in battery-electric and plug-in hybrid electric cars: a qualitative analysis of responses and evaluations. Transport Res Part A: Policy Practice 46(1):140–153
14.
go back to reference Gurney KR, Mendoza DL, Zhou Y, Fischer ML, Miller CC, Geethakumar S, de la Rue du Can S (2009) High resolution fossil fuel combustion CO2 emission fluxes for the United States. Environ Sci Technol 43(14):5535–5541 (2009) Gurney KR, Mendoza DL, Zhou Y, Fischer ML, Miller CC, Geethakumar S, de la Rue du Can S (2009) High resolution fossil fuel combustion CO2 emission fluxes for the United States. Environ Sci Technol 43(14):5535–5541 (2009)
15.
go back to reference Hidrue MK, Parsons GR, Kempton W, Gardner MP (2011) Willingness to pay for electric vehicles and their attributes. Resour Energy Econ 33(3):686–705CrossRef Hidrue MK, Parsons GR, Kempton W, Gardner MP (2011) Willingness to pay for electric vehicles and their attributes. Resour Energy Econ 33(3):686–705CrossRef
16.
go back to reference Higgins CD, Mohamed M, Ferguson MR (2017) Size matters: How vehicle body type affects consumer preferences for electric vehicles. Transport Res Part A Policy Practice 100:182–201CrossRef Higgins CD, Mohamed M, Ferguson MR (2017) Size matters: How vehicle body type affects consumer preferences for electric vehicles. Transport Res Part A Policy Practice 100:182–201CrossRef
17.
go back to reference Houk J (2010) Greenhouse gas emissions analysis of regional transportation plans with EPA’s MOVES Model. In: Proceedings of 19th annual international emission inventory conference. Emissions inventories-informing emerging issues Houk J (2010) Greenhouse gas emissions analysis of regional transportation plans with EPA’s MOVES Model. In: Proceedings of 19th annual international emission inventory conference. Emissions inventories-informing emerging issues
18.
go back to reference Inventory of U.S. Greenhouse Gas Emissions and Sinks: 1990–2006 (2008) In the Federal Register/FIND. Federal Inform. News Dispatch 73(46):12413 Inventory of U.S. Greenhouse Gas Emissions and Sinks: 1990–2006 (2008) In the Federal Register/FIND. Federal Inform. News Dispatch 73(46):12413
19.
go back to reference Jaramillo P, Samaras C, Wakeley H, Meisterling K (2009) Greenhouse gas implications of using coal for transportation: life cycle assessment of coal-to-liquids, plug-in hybrids, and hydrogen pathways. Energy Policy 37(7):2689–2695CrossRef Jaramillo P, Samaras C, Wakeley H, Meisterling K (2009) Greenhouse gas implications of using coal for transportation: life cycle assessment of coal-to-liquids, plug-in hybrids, and hydrogen pathways. Energy Policy 37(7):2689–2695CrossRef
20.
go back to reference Javid RJ, Nejat A, Hayhoe K (2014) Selection of CO2 mitigation strategies for road transportation in the United States using a multi-criteria approach. Renew Sustain Energy Rev 38:960–972CrossRef Javid RJ, Nejat A, Hayhoe K (2014) Selection of CO2 mitigation strategies for road transportation in the United States using a multi-criteria approach. Renew Sustain Energy Rev 38:960–972CrossRef
21.
go back to reference Javid RJ, Nejat A (2017) A comprehensive model of regional electric vehicle adoption and penetration. Transp Policy 54:30–42CrossRef Javid RJ, Nejat A (2017) A comprehensive model of regional electric vehicle adoption and penetration. Transp Policy 54:30–42CrossRef
22.
go back to reference Khatiwala S, Toste Tanhua S, Fletcher M, Gerber M, Doney SC, Graven HD, Gruber N et al (2013) Global ocean storage of anthropogenic carbon. Biogeosciences 10(4):2169–2191 Khatiwala S, Toste Tanhua S, Fletcher M, Gerber M, Doney SC, Graven HD, Gruber N et al (2013) Global ocean storage of anthropogenic carbon. Biogeosciences 10(4):2169–2191
23.
go back to reference Krupa JS, Rizzo DM, Eppstein MJ, Brad Lanute D, Gaalema DE, Lakkaraju K, Warrender CE (2014) Analysis of a consumer survey on plug-in hybrid electric vehicles. Transport Res Part A: Policy Practice 64:14–31 Krupa JS, Rizzo DM, Eppstein MJ, Brad Lanute D, Gaalema DE, Lakkaraju K, Warrender CE (2014) Analysis of a consumer survey on plug-in hybrid electric vehicles. Transport Res Part A: Policy Practice 64:14–31
24.
go back to reference Lin Z, Greene DL (2011) Promoting the market for plug-in hybrid and battery electric vehicles: role of recharge availability. Transp Res Rec 2252(1):49–56CrossRef Lin Z, Greene DL (2011) Promoting the market for plug-in hybrid and battery electric vehicles: role of recharge availability. Transp Res Rec 2252(1):49–56CrossRef
25.
go back to reference Liu Y, Tremblay J-M, Cirillo C (2014) An integrated model for discrete and continuous decisions with application to vehicle ownership, type and usage choices. Transport Res Part A Policy Practice 69:315–328CrossRef Liu Y, Tremblay J-M, Cirillo C (2014) An integrated model for discrete and continuous decisions with application to vehicle ownership, type and usage choices. Transport Res Part A Policy Practice 69:315–328CrossRef
26.
go back to reference Loeb B, Kockelman KM, Liu J (2018) Shared autonomous electric vehicle (SAEV) operations across the Austin, Texas network with charging infrastructure decisions. Transport Res Part C Emerg Technol 89:222–233CrossRef Loeb B, Kockelman KM, Liu J (2018) Shared autonomous electric vehicle (SAEV) operations across the Austin, Texas network with charging infrastructure decisions. Transport Res Part C Emerg Technol 89:222–233CrossRef
27.
go back to reference Ozaki R, Sevastyanova K (2011) Going hybrid: an analysis of consumer purchase motivations. Energy Policy 39(5):2217–2227CrossRef Ozaki R, Sevastyanova K (2011) Going hybrid: an analysis of consumer purchase motivations. Energy Policy 39(5):2217–2227CrossRef
28.
go back to reference Potoglou D, Kanaroglou PS (2007) Household demand and willingness to pay for clean vehicles. Transp Res Part D: Transp Environ 12(4):264–274CrossRef Potoglou D, Kanaroglou PS (2007) Household demand and willingness to pay for clean vehicles. Transp Res Part D: Transp Environ 12(4):264–274CrossRef
29.
go back to reference Sovacool BK, Hirsh RF (2009) Beyond batteries: An examination of the benefits and barriers to plug-in hybrid electric vehicles (PHEVs) and a vehicle-to-grid (V2G) transition. Energy Policy 37(3):1095–1103CrossRef Sovacool BK, Hirsh RF (2009) Beyond batteries: An examination of the benefits and barriers to plug-in hybrid electric vehicles (PHEVs) and a vehicle-to-grid (V2G) transition. Energy Policy 37(3):1095–1103CrossRef
32.
go back to reference Ziegler A (2012) Individual characteristics and stated preferences for alternative energy sources and propulsion technologies in vehicles: a discrete choice analysis for Germany. Transport Res Part A: Policy Practice 46(8):1372–1385 Ziegler A (2012) Individual characteristics and stated preferences for alternative energy sources and propulsion technologies in vehicles: a discrete choice analysis for Germany. Transport Res Part A: Policy Practice 46(8):1372–1385
Metadata
Title
A Multiple Linear Regression (MLR) Model for the Application of Electrical Vehicles in the United States
Authors
L. Navarro
B. Bathaei
Copyright Year
2022
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-1065-4_19