PEV Markets and Users, Lessons Learned

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PEV Markets and Users, Lessons Learned Learning from the California Experience Alternative Fuels, Vehicles, and Infrastructure March 22, 2017 Gil Tal gtal@ucdavis.edu

Dr. Tom Turrentine, Director Dahlia Garas, Program Director Dr. Ken Kurani, Consumer Studies Dr. Gil Tal, PEV Markets, Travel Behavior Dr. Mike Nicholas, PEV Use Patterns & Infrastructure Needs Dr. Alan Jenn, PEV Regulations & Incentive Structures in USA Dr. Scott Hardman, Europe PEV Markets Dr. Angela Sanguinetti, Energy Feedback Systems 20+ affiliated Graduate and Undergraduate Students 4 Research Staff, programmers The Plug-in Hybrid & Electric Vehicle (PH&EV) Research Center launched in early 2007. The Center collaborates closely with California utilities, automakers, regulators, and other research institutions on research aimed at developing a sustainable market for plug-in vehicles.

ENERGY INSTITUTE SUSTAINABLE TRANSPORTATION ENERGY PATHWAYS PLUG-IN HYBRID & ELECTRIC VEHICLE RESEARCH CENTER CHINA CENTER FOR ENERGY AND TRANSPORTATION POLICY INSTITUTE FOR ENERGY, ENVIRONMENT AND THE ECONOMY NATIONAL CENTER FOR SUSTAINABLE TRANSPORTATION

2015-16 SUPPORTERS

PH&EV Center Roll-out & ramp-up research Studying the interaction of policy, technology, energy systems and consumer culture Dr. Gil Tal Dr. Alan Jenn Dr. Mike Nicholas US PEV buyer studies US car buyers & PEVs Dr. Ken Kurani Dr. Turrentine Dr. Mike Nicholas Dr. Gil Tal PEV household use patterns 5 The world PEV market Dr. Tom Turrentine Dr. Gil Tal Dr. Scott Hardman

A few of our past PEV projects 1991 Household PEV purchase interest & range estimation interviews (PIREG) 1991 Rose Bowl drive test of electric, natural gas, methanol fueled vehicles, 10 focus groups 1994 UCD survey of California households on alternative fuels 1997 Neighborhood electric vehicle trials in Davis 2002 Nissan Hypermini and Toyota Fuel-cell Vehicle trials in Davis 2007-13 PH&EV center funded by the California Energy Commission 2008-14 Plug in Conferences series with EPRI 2008-9 ARB funded test of PHEVs in California households (Dr. Kurani) 2010-11 BMW MINI E field study (Dr. Turrentine) 2011-13 Chrysler PHEV pick-up field study 2011-13 San Diego PEV Infrastructure Study (surveys & focus groups) 2014-15 Surveys of future market with 10 MOU states (Dr Kurani) 2014 Survey with EPRI of PEV buyers in 13 states 2015 Survey of 5000 California PEV drivers 2015-17 ARB / CEC data acquisition of 240 households (Nicholas) 2015 Survey of used PEV buyers (Tal) 2016 Survey of 5000 California PEV drivers (Tal) 2016 Survey of 2000 California car buyers (Kurani)

PH&EV Center Data Collection 24,000 New car Buyers surveys 2010-2016 12 US states Focus groups Interviews 27,000 Electric car buyer surveys 2010-2016 12 US states, China, Germany Used PEV buyers Focus groups and Interviews PEV and ICE on road data collection OBD data 264+ vehicles over a year GPS data 27,000 vehicles over 2.5 years 4,000 Vehicles second by second dataset for California US Infrastructure Charging data 2012-2016 9,000,000 Level 2 charging events 1,300,000 DC fast charging events Vehicle reported charging events

700,000 600,000 500,000 400,000 300,000 200,000 100,000 0 Global PEV Sales by Country YR 2012 YR 2013 YR 2014 YR 2015 YR 2016 New Zealand Czech Republic Romania Slovenia Poland Estonia Ukraine Ireland Australia Iceland Finland Portugal Austria Denmark

And a market is developing, with early buyers influencing the next segment of buyers Diffusion of Innovation Framework origins in anthropology & formalized in rural sociology, now popular in 9 high tech marketing

700 300 200 150 Lithium pack prices per A plausible California scenario based on laws, incentives & history of previous technology rollouts Curve based on rollout of HEVs in Japan & California 1997-2015 1 st generation policy, vehicles, innovators & infrastructure 200,000 PEVs 2010 2015 1-2% 2 nd generation batteries, vehicles, followers 500,000 PEVs 2020 3-5% of market 3 rd generation: batteries, vehicles, core market 800,000 PEVS 2025 Early core market: 6-15% 4 th generation 3-4 million??? 2030 California 2025 ZEV goal = 15% / 1.5 million BEVS, FCV & PHEVs Main market 15-25%

The main market task is to assist this diffusion process 1 st generation 1-3 % of market, 200,000 PEVs 2 nd generation 3-5% of market,500,000 PEVs 150,000 PEV innovator households Innovators Early adopters also called Fast Followers 2010 2015 2020

Innovators from 1 st Generation market will be buying some portion of the 2 nd Generation market perhaps 100,000 1 st generation 1-3 % of market, 200,000 PEVs 2 nd generation 3-5% of market,500,000 new PEVs And a growing used PEV market 150,000 PEV innovator households Early adopters also called Fast Followers 2010 Innovators 2015 Innovators 2 nd, 3 rd PEV purchases Used PEVs

EV Market Perspectives Market Demand Enforcing Policy EV Sales PEV Supply ICE limiting Policies

NEW CAR BUYERS AND PEV BUYERS: PEV BUYERS ARE COMING BACK FOR SECONDS ICE Buyers PEV Buyers 4% of HH purchased 2+ cars = 28+% of new cars 30% 25% 21% bought 1 car = 72% of new car purchases 75% of the households did not purchase new car in the last 3 years 20% 15% 10% 5% 0% 2012 2013 2014 2015 Newst PEV model year First PEV Had a PEV Have 2+ PEVs 4% of the households are responsible for almost one third of the market over the last 3 years 2010-2012 Up to 15% of PEV buyers are on their second PEV

Have you considered a vehicle that runs on electricity for your household? Kurani 2016

Population estimates of new car buyers with positive PHEV, BEV, or FCEV valuation Occupied housing units x 1,000 (US Census) Vehicle available (ACS) % buy new (est. from past UCD surveys) % Design PEV or FCEV Game 3 Population Estimate x 1,000 Oregon 1,523 92% 33% 38.7% 181 California 12,617 92% 33% 38.1% 1,476 Washington 2,645 93% 33% 35.9% 295 Maryland 2,156 91% 33% 31.4% 204 Delaware 339 94% 33% 28.0% 30 NESCAUM 16,078 81% 33% 26.6% 1,151 Total 3,337 Kurani 2016

New Car Buyers Perspectives Most households with negative ZEV valuation have yet to ask themselves, Is a PEV right for my household? The importance of awareness, knowledge, Promotional policies that mitigate up-front costs still leave the newtechnology averse with an expensive unknown. The effects of incentives Among those who did not design a PEV or FCEV is very low. Those with positive ZEV valuations have multiple motivations, Everyone highly motivated by fuel cost savings is highly motivated by something else, too. Despite low awareness, knowledge, experience, and prior consideration, 24% to 39% of respondents design a PEV or FCEV as their next new vehicle. Kurani 2016

Plug in Electric Vehicle (PEV) Purchase Motivations Not using gas Performance MPG Range Electric experience

Vehicle Choice Without the Federal Tax Credit

The Impact of $1000 price Change on the Potential Market 100%=16 million vehicles

What Will a PHEV Driver Buy Without the Green Sticker? 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% BMW i3 REX Chevrolet Volt Ford C-Max Energi Ford Fusion Energi Toyota Prius Plug In Total phev BEV ICE Not to Buy

BEV to PEV Ratio (N=100,211)

PEV Models in Norway 9100 7100 5100 PHEV PHEV Models BEV BEV Models Weight tax deduction increased to 15% Weight tax deduction increased to 26% 20 15 10 3100 5 1100 0-900 -2900-4900 -6900 Mitsubishi Outlander PHEV Total cost (Including all taxes) Before any incentive: $63,400 After incentive: $57,700 ICE Outlander: $46,000 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 2013 2014 2015 2016-5 -10-15

Price comparison 3-series sedan models. Total price incl. registration tax 80,000 70,000 69,882 70,849 64,527 60,000 50,000 40,000 30,000 Registration tax 46,434 49,286 47,277 48,503 45,366 46,065 Reg. tax Reg. tax 20,000 10,000-330iA xdrive 320dA 330e PHEV Price w/o tax 2014 2015 2016 39,300 32,000 42,500 Total power 185 kw 140 kw 185 kw CO 2 138 g/km 104 g/km 49 g/km Page 24

Where/do they Charge? 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% BMW i3 Ford Focus Electric Toyota RAV4 EV Tesla Model S 85 Honda Fit EV Nissan LEAF BMW i3 REX Fiat 500e Chevrolet Spark EV Chevrolet Volt Ford C- Max Energi Ford Fusion Energi Toyota Prius Plug In Only at Home Both home and Public Only at public Not plug in

Overlapping Incentives No Need of any Incentives 22%-50% Monetary Incentives 25%-50% Non monetary Incentives (HOV) 5%-20% Public infrastructure 2%-8%

Charging 27

Most Charging can be done at Home Longer Range Vehicles Have More Level 2 100% Home Charging Infrastructure 80% arch 2013 Source:ARB CVRP Survey 60% 40% 20% 0% Plug-in Prius Volt Leaf Level 1 Level 2 Level 2 March 2015 100% 80% Home Charging Level 2015 Level 1 Source: 2015 evmt HH Study Recruitment Survey 60% 40% 20% 0% Level 1 Level 2 28

Everyone Likes Free Charging Workplace Charging Events per 100 Vehicles by Electric Range (Survey) March 2015 Source: 2015 evmt HH Study Recruitment Survey Events per 100 Vehicles 90 80 70 60 50 40 30 20 10 0 PHEVs BEVs Free 1x Home 2x Home 0 50 100 150 200 250 300 Teslas will almost Vehicle Range never Plug in if more than home Free Charging Double Lowest Home Rate Log. (Same as Lowest Home Price) Same as Lowest Home Price Log. (Free Charging) Log. (Double Lowest Home Rate) 29

What do Users Report about congestion? About 20%. 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% Days/Week Unable to Charge Because of Congestion 0 1 2 3 4 5

Nobody goes there anymore. It's too crowded If public charging is free we need about 60 chargers per 100 PEVs If public charging is congested nobody goes there anymore Especially not those who need it in order to go back home. The only one who can use it are does who can charge at home anyway. Paid public charging may reduce market share but increase the usability of BEVs.

Because Low-Range PHEVs Provide Little Cost-Benefit, They are More Likely to Never Be Plugged in, even for free 35% Not Plugging in Regularly (4 or Fewer Events) Percent Not Plugging In Percent Not Plugging In 30% 25% 20% 15% 10% 5% 0% 2016 - Used 2016 - New 2015 - New 0 5 10 15 20 25 30 35 40 PHEV Vehicle Range PHEV Vehicle Range 2015 Survey 2016 Survey 2016 Used Survey Power (2015 Survey) Power (2016 Survey) Power (2016 Used Survey) Source: Nicholas, Michael and Tal Gil. 2017 (Forthcoming), January 8-12. You Can t Take It With You: Examining The Role Of Phev Range In The Decision To Plug In. In Transportation Research Board. Washington DC. 32

Use Cases for Fast Chargers Destination fast charger perhaps near regional centers. I have to meet someone for dinner and I won t spend long enough at dinner to charge Destination/L2 Backup/ Home Level 2 backup I have the time to charge, but I can t find an open L2 charger Home charger/home backup I have no home charger I only have level 1 at home Corridor Fast Charger Corridor fast charger I don t have the range and need to charge 33

Fast Charging by BEV80-BEV90 is Currently Close to Home Analyzed 1.2 Million Sessions From Evgo Calculated the Euclidean distance from home zip code to charge event Differentiated from Home to free Median Distance from home for free charger is 5 miles Median Distance from home to paid charger is 10 miles Free Charging Paid Charging https://itspubs.ucdavis.edu/index.php/research/publications/publication-detail/?pub_id=2699 34

PG&E Scenario 2025 Home dominates in urban areas (10 AM peak) Work centers have work based demand (noon and 6pm peak) Corridors draw from far away (5-8 pm peak) Corridors are the most speculative. Depends on confidence of availability and increase in battery Size https://www.pge.com/pge_global/common/pdfs/aboutpge/environment/what-we-are-doing/electric-programinvestment-charge/epic-1.25.pdf 35

Conclusions Awareness Vehicle sales/ availability Education Dependable infrastructure Price Home charging Incentives

Thank you Questions? Gil Tal gtal@ucdavis.edu