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Mobility & Energy Futures Series
Energy
Leeds
ELECTRICVEHICLESANDRENEWABLEENERGY
WHATARETHEKEYISSUES?
Will EVs be used as grid storage?
The case of commuting
Car commuting is comparable to residential electricity
usage in terms of societal and environmental relevance.
Electricity storage may become the future replacement of
“peak-following power plants”, currently turned on when
electricity demand is high, and storage may be partly
provided by batteries on board future EVs. Whether EVs
will bring stability to the energy system or not, it is not
straightforward to determine: the main point at stake is the
effectiveness of plugged-in vehicles to supplement the
electric grid in satisfying demand’s peaks and troughs.
Another relevant aspect is the financial viability of using
EVs’ batteries for purposes other than traveling, which
increases wear and tear. EVs’ maker Tesla recently
introduced a lithium-ion battery for residential usage, with
technology and cost per unit capacity similar to EVs’
batteries; the divide between the two kinds of applications
(cheaper, lower-tech packs for building use with respect to
electric cars) may therefore get progressively blurred,
thanks to technological advance and scale economy.
When and where will commuters charge their EVs?
It is often assumed EVs’ batteries will be recharged in the
dead of night and early morning, when demand is lower
than average, to then provide peak power when people
wake up. Then, EVs are driven to workplaces by commuters
and parked for the day. There, they can be topped up while
the sun is shining, driven back home where they provide
for the dinner-time peak demand, to start being recharged
again late at night. Daytime recharging seems compatible
with California power demand (Fig. 1, green curve):
topping EVs up during office hours may flatten the “duck-
shaped” curve and accommodate solar generation. On the
other hand, daily UK demand (Fig. 1, blue and red curves)
does not display California’s afternoon trough: recharging
millions of EVs parked in workplaces’ lots might therefore
require additional peak generation rather than providing an
outlet to excess power.
Variability in renewable generation and
commuting patterns
During daylight hours (Fig. 2) in California, homes with
solar panels cover a significant fraction of their own power
needs, causing the demand trough displayed by the green
curve in Fig. 1. This scenario may be unrealistic for the UK
for two reasons. First, overcast skies suppress direct solar
radiation, thus cutting up to 85% of clear-sky generation:
the “duck” will exist only or mainly in sunny days. Second,
the strong generation imbalance from winter to summer [1]
due to high latitude can prevent the duck’s trough from
occurring in autumn and winter, even with clear-sky
conditions.
FIGURE 1. Green line: “Duck-shaped” curve of daily California electricity
demand (March 31, 2015; from bloomberg.com). The daytime trough is due
to solar generation covering, partly or totally, the demand from homes with
solar panels installed, hence reducing the electricity requested from the
grid. Red (blue) line: daily UK electricity demand on 1/1/2015 (1/7/2015);
from nationalgrid.com.
Each renewable generation mode shows its own peculiar
variability and uncertainty pattern on different time scales
(from hourly to yearly and beyond) and spatial scales [2],
just as car commuting does (e.g., working days vs
weekends). A fraction of variability is deterministic (entirely
predictable, like the sun’s day-night cycle), whilst another
fraction displays various degrees of unpredictability,
depending on desired time advance and precision on
location (an example being the effect of clouds on
photovoltaic generation). With power supply limited to
fossil fuel and nuclear power, climate and weather mainly
influence the demand side of the energy market. Inclusion
of renewables in the mix introduces a “double
dependency” on weather/climate which can sometimes
damp fluctuations (e.g., summer highs of solar generation
in Texas satisfy the increased air conditioning usage) but
often amplify them (reduced winter solar generation is
coupled with higher heating and lighting needs). Adding
EVs to the balance makes the problem even more
complicated. For example, bad weather can affect car-
usage patterns; likewise, heating the cabin of an EV on a
winter day increases consumption.
Power grids need to accommodate an increasing renewable generation share, which adds
the variability of the weather and climate systems to the electricity distribution network.
Further uncertainty on the demand side will be introduced by widespread EVs’
recharging. Transport has been traditionally separate from the electricity grid but the
transition to e-mobility will realize a closer integration. New configurations must be found
to successfully merge renewable generation, electricity demand, transport/charging
habits, and energy storage.
FIGURE 2. October (blue) and April (red) global horizontal irradiance per m2
in Southern England, with clear sky conditions. Overcast skies, or just single
clouds hiding the sun, may reduce irradiance by more than 80%, a common
condition in the UK. Clear-sky causes the duck-shaped demand curve in
California, as homes with photovoltaic panels are maximally fed by solar
power during the day, reducing the demand on the grid by the same amount.
Coping with variability and unpredictability
EVs maximally help the grid if they are plugged-in, with the
appropriate charge level, when generation or demand peaks
occur. The seasonal imbalance may however cause the future
British renewable mix to include a solar share smaller than
sunnier countries; alternatively, long-term storage (like using
electricity to produce hydrogen) will be the way to carry
summer excess energy to the following winter. In either case,
the grid may not need EVs’ batteries plugged in at around
midday time. On the other hand, wind generation is higher
on average during daylight time (Fig. 3), like solar. This
might cause a net result similar to the duck curve (by
increasing grid power uploading, rather than reducing
demand), although periodicities and probabilities of highs/
lows differ from solar. It may be necessary to alter the timing
of non-urgent freight and deliveries to respond to predicted
grid needs (similarly to what already happens with industrial
refrigeration), in line with weather forecasts.
		

FIGURE 3. Seasonal average of UK hourly wind power availability
averaged over 34 years (blue line indicates summer, red winter; adapted
from [3]). No information is given on how values are distributed around
the hourly means; therefore, the “day-after-day persistence” of the curves’
shapes is not guaranteed.
Commuters’ EVs as energy deliverers
EVs will offer an additional opportunity. A future compact
electric car with a 50kWh battery capacity can be
envisioned as the “typical” vehicle (Tesla model S, a
full-size car, has a 85kWh capacity with a 430km range).
More than 15 million cars are driven in England and Wales
every day for commuting, traveling an average distance of
16 km. Should all become electric, they would carry a
capacity of 750GWh. In comparison, the output of the
Three Gorges Dam in China, the world’s largest power
plant, is 22.5GW: more than 33 hours of the Dam’s output
would be needed to recharge these cars. On the other
hand, such EVs could satisfy for 21 hours the entire
England-Wales average power demand (about 35 GW), and
the residential one (11.3GW) for almost 3 days.
Commuting patterns often involve cars flowing daily from
suburbs to business districts and back: this scheme moves
battery capacity and energy from an area to another.
100,000 EVs, with fully-charged 50kWh batteries, driven
20km from home to work every morning, bring 46GWh in
business districts, assuming a 4kWh consumption per trip.
EVs with batteries significantly larger than needed for just
the commuting round trip may be recharged either at home
only, or at the workplace only: they can therefore carry
energy from one place to another and still be able to
commute. The average UK home uses 13kWh/day; a fleet
of 1,000 EVs with 50kWh batteries, consuming no more
than 10kWh on a return trip, could therefore supply a
substantial energy share to the nighttime energy demand
of a residential suburb. Electricity generated near EVs’
recharging locations will also reduce power grid’s load: this
effect could be maximal for workplaces adjacent to wind/
solar farms or other power plants.
Key messages
•	 EVs are often foreseen as a means to stabilize the power
grid by providing storage capacity. This vision requires
that excess generation and demand peaks both occur
when EVs are plugged in.
•	 Adding EVs to the energy balance increases complexity
and dependency on atmospheric conditions: with the
“wrong” combination of climate and energy mix, the
need for grid storage may actually grow.
•	 Commuting, coupled to proper urban and socio-
economic configuration, may create a net flow of stored
energy from residential areas to business districts and
back. EVs can be harnessed not only passively, as
storage means, but also actively, as energy carriers, to
supplement the power grid in transporting energy.
Giuseppe Colantuono
School of Chemical and Process Engineering
References
[1] Colantuono et al., Solar Energy 108, 2014
[2] Colantuono et al., Solar Energy 107, 2014
[3] G. Sinden, Energy Policy 35, 2007
University ofLeeds
Leeds, United Kingdom
LS2 9JT
Tel. 0113 243 1751
www.leeds.ac.uk
Energy Leeds
University of Leeds
Leeds, LS2 9JT
Tel: +44(0) 113 343 4609
Email: energy@leeds.ac.uk
www.energy.leeds.ac.uk
Mobility  Energy Futures Series
Transport consumes a fifth of global energy and has a near-exclusive reliance on petroleum. As such it has an important
role to play in the Energy Trilemma of reducing energy consumption and associated greenhouse gas emission, creating
an energy system built on secure supplies and developing the system in ways which are affordable.
Addressing the Energy Trilemma in the transport and mobility sector is especially challenging due to the continued
growth in demand for the movement of goods and people, the technical, regulatory and social challenges of moving away
from an oil based system of mobility and a complex and fragmented set of stakeholders required to work together to
deliver change.
Drawing on the expertise and opinions of the University of Leeds academics from different disciplines, this series will
highlight the drivers, gaps and opportunities in reducing the energy consumption and carbon emissions from the
transport sector in future. This is the fifth briefing in the series.
Other issues in the series are available online at www.its.leeds.ac.uk/research/mobility-energy-futures-series
Editors:
Zia Wadud
Centre for Integrated Energy Research
Email: Z.Wadud@leeds.ac.uk
Tel: +44 (0)113 343 7733
Greg Marsden
Institute for Transport Studies
Email: G.R.Marsden@its.leeds.ac.uk

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Electric vehicles and renewable energy

  • 1. Mobility & Energy Futures Series Energy Leeds ELECTRICVEHICLESANDRENEWABLEENERGY WHATARETHEKEYISSUES?
  • 2. Will EVs be used as grid storage? The case of commuting Car commuting is comparable to residential electricity usage in terms of societal and environmental relevance. Electricity storage may become the future replacement of “peak-following power plants”, currently turned on when electricity demand is high, and storage may be partly provided by batteries on board future EVs. Whether EVs will bring stability to the energy system or not, it is not straightforward to determine: the main point at stake is the effectiveness of plugged-in vehicles to supplement the electric grid in satisfying demand’s peaks and troughs. Another relevant aspect is the financial viability of using EVs’ batteries for purposes other than traveling, which increases wear and tear. EVs’ maker Tesla recently introduced a lithium-ion battery for residential usage, with technology and cost per unit capacity similar to EVs’ batteries; the divide between the two kinds of applications (cheaper, lower-tech packs for building use with respect to electric cars) may therefore get progressively blurred, thanks to technological advance and scale economy. When and where will commuters charge their EVs? It is often assumed EVs’ batteries will be recharged in the dead of night and early morning, when demand is lower than average, to then provide peak power when people wake up. Then, EVs are driven to workplaces by commuters and parked for the day. There, they can be topped up while the sun is shining, driven back home where they provide for the dinner-time peak demand, to start being recharged again late at night. Daytime recharging seems compatible with California power demand (Fig. 1, green curve): topping EVs up during office hours may flatten the “duck- shaped” curve and accommodate solar generation. On the other hand, daily UK demand (Fig. 1, blue and red curves) does not display California’s afternoon trough: recharging millions of EVs parked in workplaces’ lots might therefore require additional peak generation rather than providing an outlet to excess power. Variability in renewable generation and commuting patterns During daylight hours (Fig. 2) in California, homes with solar panels cover a significant fraction of their own power needs, causing the demand trough displayed by the green curve in Fig. 1. This scenario may be unrealistic for the UK for two reasons. First, overcast skies suppress direct solar radiation, thus cutting up to 85% of clear-sky generation: the “duck” will exist only or mainly in sunny days. Second, the strong generation imbalance from winter to summer [1] due to high latitude can prevent the duck’s trough from occurring in autumn and winter, even with clear-sky conditions. FIGURE 1. Green line: “Duck-shaped” curve of daily California electricity demand (March 31, 2015; from bloomberg.com). The daytime trough is due to solar generation covering, partly or totally, the demand from homes with solar panels installed, hence reducing the electricity requested from the grid. Red (blue) line: daily UK electricity demand on 1/1/2015 (1/7/2015); from nationalgrid.com. Each renewable generation mode shows its own peculiar variability and uncertainty pattern on different time scales (from hourly to yearly and beyond) and spatial scales [2], just as car commuting does (e.g., working days vs weekends). A fraction of variability is deterministic (entirely predictable, like the sun’s day-night cycle), whilst another fraction displays various degrees of unpredictability, depending on desired time advance and precision on location (an example being the effect of clouds on photovoltaic generation). With power supply limited to fossil fuel and nuclear power, climate and weather mainly influence the demand side of the energy market. Inclusion of renewables in the mix introduces a “double dependency” on weather/climate which can sometimes damp fluctuations (e.g., summer highs of solar generation in Texas satisfy the increased air conditioning usage) but often amplify them (reduced winter solar generation is coupled with higher heating and lighting needs). Adding EVs to the balance makes the problem even more complicated. For example, bad weather can affect car- usage patterns; likewise, heating the cabin of an EV on a winter day increases consumption. Power grids need to accommodate an increasing renewable generation share, which adds the variability of the weather and climate systems to the electricity distribution network. Further uncertainty on the demand side will be introduced by widespread EVs’ recharging. Transport has been traditionally separate from the electricity grid but the transition to e-mobility will realize a closer integration. New configurations must be found to successfully merge renewable generation, electricity demand, transport/charging habits, and energy storage.
  • 3. FIGURE 2. October (blue) and April (red) global horizontal irradiance per m2 in Southern England, with clear sky conditions. Overcast skies, or just single clouds hiding the sun, may reduce irradiance by more than 80%, a common condition in the UK. Clear-sky causes the duck-shaped demand curve in California, as homes with photovoltaic panels are maximally fed by solar power during the day, reducing the demand on the grid by the same amount. Coping with variability and unpredictability EVs maximally help the grid if they are plugged-in, with the appropriate charge level, when generation or demand peaks occur. The seasonal imbalance may however cause the future British renewable mix to include a solar share smaller than sunnier countries; alternatively, long-term storage (like using electricity to produce hydrogen) will be the way to carry summer excess energy to the following winter. In either case, the grid may not need EVs’ batteries plugged in at around midday time. On the other hand, wind generation is higher on average during daylight time (Fig. 3), like solar. This might cause a net result similar to the duck curve (by increasing grid power uploading, rather than reducing demand), although periodicities and probabilities of highs/ lows differ from solar. It may be necessary to alter the timing of non-urgent freight and deliveries to respond to predicted grid needs (similarly to what already happens with industrial refrigeration), in line with weather forecasts. FIGURE 3. Seasonal average of UK hourly wind power availability averaged over 34 years (blue line indicates summer, red winter; adapted from [3]). No information is given on how values are distributed around the hourly means; therefore, the “day-after-day persistence” of the curves’ shapes is not guaranteed. Commuters’ EVs as energy deliverers EVs will offer an additional opportunity. A future compact electric car with a 50kWh battery capacity can be envisioned as the “typical” vehicle (Tesla model S, a full-size car, has a 85kWh capacity with a 430km range). More than 15 million cars are driven in England and Wales every day for commuting, traveling an average distance of 16 km. Should all become electric, they would carry a capacity of 750GWh. In comparison, the output of the Three Gorges Dam in China, the world’s largest power plant, is 22.5GW: more than 33 hours of the Dam’s output would be needed to recharge these cars. On the other hand, such EVs could satisfy for 21 hours the entire England-Wales average power demand (about 35 GW), and the residential one (11.3GW) for almost 3 days. Commuting patterns often involve cars flowing daily from suburbs to business districts and back: this scheme moves battery capacity and energy from an area to another. 100,000 EVs, with fully-charged 50kWh batteries, driven 20km from home to work every morning, bring 46GWh in business districts, assuming a 4kWh consumption per trip. EVs with batteries significantly larger than needed for just the commuting round trip may be recharged either at home only, or at the workplace only: they can therefore carry energy from one place to another and still be able to commute. The average UK home uses 13kWh/day; a fleet of 1,000 EVs with 50kWh batteries, consuming no more than 10kWh on a return trip, could therefore supply a substantial energy share to the nighttime energy demand of a residential suburb. Electricity generated near EVs’ recharging locations will also reduce power grid’s load: this effect could be maximal for workplaces adjacent to wind/ solar farms or other power plants. Key messages • EVs are often foreseen as a means to stabilize the power grid by providing storage capacity. This vision requires that excess generation and demand peaks both occur when EVs are plugged in. • Adding EVs to the energy balance increases complexity and dependency on atmospheric conditions: with the “wrong” combination of climate and energy mix, the need for grid storage may actually grow. • Commuting, coupled to proper urban and socio- economic configuration, may create a net flow of stored energy from residential areas to business districts and back. EVs can be harnessed not only passively, as storage means, but also actively, as energy carriers, to supplement the power grid in transporting energy. Giuseppe Colantuono School of Chemical and Process Engineering References [1] Colantuono et al., Solar Energy 108, 2014 [2] Colantuono et al., Solar Energy 107, 2014 [3] G. Sinden, Energy Policy 35, 2007
  • 4. University ofLeeds Leeds, United Kingdom LS2 9JT Tel. 0113 243 1751 www.leeds.ac.uk Energy Leeds University of Leeds Leeds, LS2 9JT Tel: +44(0) 113 343 4609 Email: energy@leeds.ac.uk www.energy.leeds.ac.uk Mobility Energy Futures Series Transport consumes a fifth of global energy and has a near-exclusive reliance on petroleum. As such it has an important role to play in the Energy Trilemma of reducing energy consumption and associated greenhouse gas emission, creating an energy system built on secure supplies and developing the system in ways which are affordable. Addressing the Energy Trilemma in the transport and mobility sector is especially challenging due to the continued growth in demand for the movement of goods and people, the technical, regulatory and social challenges of moving away from an oil based system of mobility and a complex and fragmented set of stakeholders required to work together to deliver change. Drawing on the expertise and opinions of the University of Leeds academics from different disciplines, this series will highlight the drivers, gaps and opportunities in reducing the energy consumption and carbon emissions from the transport sector in future. This is the fifth briefing in the series. Other issues in the series are available online at www.its.leeds.ac.uk/research/mobility-energy-futures-series Editors: Zia Wadud Centre for Integrated Energy Research Email: Z.Wadud@leeds.ac.uk Tel: +44 (0)113 343 7733 Greg Marsden Institute for Transport Studies Email: G.R.Marsden@its.leeds.ac.uk