Monday, October 10, 2022

Will EVs reduce our carbon emissions if we don't change behaviour?

Summary

My last post outlined my idea that switching ICEVs (petrol cars) for EVs (electric cars) is not sufficient to prevent climate change. I wanted to find a different way to illustrate this, so I created a simple mind-sized model. You can download the model and play with it yourself, and form your own conclusions. The model shows that if all new cars bought in Australia are EVs, it is not sufficient to prevent serious climate change if we maintain current patterns of car ownership and use.

If you are buying a new car anyway, it will be less harmful if it is an EV and not an ICEV. However, the best outcome is to retain your existing ICEV car and simply drive it less -- make more use of walking, cycling and public transport instead. Get an ebike or a scooter/moped. This has the added benefit of saving you a lot of money and improving your fitness.

The model

You can download the model here. I've saved it in an Excel spreadsheet for maximum compatibility. If you don't have Microsoft Excel (good on you!) you can open it using LibreOffice, which is a free Office program that runs on all computers. The following assumptions outline my thinking in the model -- these numbers are all adjustable in the model, so if you disagree with my assumptions you can try tweaking them. 
  1. There are 20 million cars in Australia, the total number of cars grows at 1% annually
  2. There are 1 million new cars bought in Australia each year
  3. The embodied CO2 emissions in a new ICEV and new EV are 16.3 and 26.9 tons respectively (as described by Volvo in their article)
  4. The average Australian car drives 12000 km / year
  5. An EV emits 20g / km of CO2 at point of use
  6. An ICEV emits 200g / km of CO2 at point of use

Based on these assumptions, I ran two scenarios:

  • Scenario 1: every new car in Australia is an ICEV
  • Scenario 2: every new car in Australia is an EV

I examined how these two scenarios compare out to 2040, in terms of cumulative CO2 emissions. Below is a graph that shows how cumulative emissions compare under the two scenarios:


Observations:

  • by 2040, the all-EV scenario has CO2 emissions that are 16% lower than the all-ICEV scenario
  • In both scenarios, cumulative CO2 emissions are above 1 Gt (billion tons) 
  • After 2040, in the all-new-EV scenario, almost all cars in Australia would be EVs. If we stopped buying new cars altogether at this point, additional CO2 emissions in the all-EV scenario would be very small
  • our carbon budget is 1.3 gigatons if we want to remain below 1.5℃ of warming. We have pretty much exhausted this budget just on EVs and have nothing left for decarbonising all other aspects of the economy (in other words, we will hugely overshoot our budget, with consequent climate instability)
  • A significant limitation to the model is that not all cars in Australia drive the same amount. If we prioritised changing the highest emitting (furthest driving) cars to EVs, it would have a more significant effect than observed in this model.

Variations to the model

I tried some variants to see what would happen:
  • reducing the EV point-of-use emissions to 0 g/km doesn't significantly change the results
  • increasing the rate of EV adoption to 4 million new EVs / year reduces the total CO2 emissions at 2040 to 0.8 gigatons.
  • setting annual growth in total car numbers to 0 doesn't significantly change the results

Conclusion

  1. We cannot keep driving petrol cars like we do now and maintain a safe climate
  2. EVs are better than petrol cars in that they emit considerably less CO2 at time of use
  3. However, the additional CO2 emitted when manufacturing EVs (compared to ICEVs, which is already considerable) means it takes a long time (approximately 20 years) to achieve emissions-reduction by simply buying new EVs. During that time, we will exceed our carbon budget.
I know this is bad news, and that people won't want to hear it. I'm not happy about it either. 

Monday, September 12, 2022

Does the rise of EVs mean we can maintain car culture?

Summary

We must urgently and rapidly decrease our use of internal combustion engine vehicles (ICEVs). It is important for environmental reasons, but also for our security -- we are currently heavily dependent on oil imports which are likely to become much more expensive (and quite possibly less accessible) in future. Burning oil for transport is unsustainable. We don't have time, and don't have the carbon budget, to replace our existing car fleet while remaining within 1.5℃ or probably 2℃ of warming. 

In general, the EV-naysayers seem to think that we can just keep driving petrol cars forever, and the EV-yeasayers think that technology will work it all out so that we don't have to change our lifestyle. 

I think they're both wrong: EVs, while considerably less-bad than ICEVs, are not good enough to prevent catastrophic climate change if we keep the current patterns of private vehicle use. We urgently need to find another way to decarbonise transport.

If you are going to buy a new car anyway, you should definitely buy an EV. However, if you do buy one you should still try and limit car use and share your EV with others -- this will mean that more value is obtained from its embodied carbon, and hopefully you can reduce the likelihood that others will buy new cars. The only way we are likely to meet our climate goals is by sharing EVs, so this aspect is essential.

Introduction

Currently, Australia has a plan to make transport sustainable. Our plan is something like:

Let's transition all vehicular transport to electric vehicles. These vehicles will be powered by renewable power which will decrease the climate impact and make transport sustainable.

The problem is that we've never really examined this plan to make sure that it will work. The main thing that most people focus on in this plan is the transition to private EVs. For these to work (by which I mean: be sustainable), we need to satisfy the following criteria:

  1. We need to be able to make EVs quickly enough to matter, so that we can quickly swap our existing car fleet over to EVs. 
  2. The process of manufacturing/distributing the electric vehicles needs to remain inside the biophysical limits that we have. The most familiar of these limits is our remaining carbon budget -- however, water consumption and minerals availability are also very relevant.
  3. EVs need to be a large-enough improvement over ICEVs that we meet our sustainability objectives (eg. the total lifetime emissions of EVs need to be sufficiently less than ICEVs that we can get back "under the curve" of biophysical overshoot)
  4. People need to be able to afford them

Let's look at each of these points in turn:

1. Can we make EVs quickly enough?

Let's get a sense of what is needed. There are approximately 900 million cars in the world globally, and about 20 million cars in Australia. It's hard to get precise up-to-date numbers, but there are about 50000 EVs in Australia (about 1 car in 400), and between 20 and 30 million EVs globally (about 1 car in 500). Currently, rates of production are doubling annually. Thus, it seems plausible that we can make enough vehicles in the next decade if this trend roughly holds.

However, currently the average age of a car in Australia is about 10 years. Hence, this process of replacement will quickly slow as we saturate new cars with EVs. From when 100% of new cars are EVs, it will take close to a decade to replace Australia's entire car fleet. So, even though we might be able to make EVs quickly, people can't afford to buy new cars to replace their existing ICEVs. This suggests that a plan that depends on transitioning private transport to EVs is unlikely to work because we can't swap them over quickly enough.
It's also not yet clear how much utility remains in an EV after 10 years' use. People may not want them.

2. How does the process of manufacturing EVs fit within our biophysical limits? How does it compare to an ICEV?

Volvo have released some helpful data about EV vs ICE embodied carbon. Here are the data, which I sourced from https://www.volvocars.com/images/v/-/media/market-assets/intl/applications/dotcom/pdf/c40/volvo-c40-recharge-lca-report.pdf, page 25

I'm using these data to generalise to all EVs. We just want a rough estimate, so I think this is reasonable.

Carbon footprint of Volvo ICEV vs EV

In terms of manufacturing-related emissions. The tally looks like this:

  • Volvo XC40 ICEV: 15.7 tons
  • Volvo C40 EV: 26.4 tons

Volvo's report states that: 

Although total emissions from all phases except the use phase of the C40 Recharge are higher than for the XC40 ICE, the C40 Recharge will over the span of its lifetime cause less emissions thanks to lower emissions in the use phase. Where this break-even occurs depends on the difference in GHG emissions from the production of the car, and how carbon intense the electricity mix is in the use phase.

For all three electricity mixes in the LCA [lifecycle analysis], the break- even occurs at 49,000 (100% wind), 77,000 (current EU average) and 110,000km (global average) respectively, all within the assumed life cycle of the vehicle (200,000km).

I often hear this concept of "break-even" used in this way. It is a mental error, let me explain why.

"Break-even" is bogus

When people talk about "break-even" they are making a comparison against something. In this case, the break-even is being calculated versus the purchase of a brand new petrol car. Volvo are essentially saying "assuming that you are buying a new car anyway, if you buy an EV instead of a petrol car, once you have driven 48000 km your emissions will be lower than they would have been if you bought a petrol car". (It's a bit like a clothing shop telling you you've saved $25 when you bought a new pair of jeans that were discounted -- in reality, you've only saved $25 if you were intending to buy the jeans at full price anyway).

Below is the graph showing, over time, how the four different scenarios play out:

Expected total GHG emissions of EV vs ICEV from Volvo. Note that producing a new Volvo X40 (EV) release approximately 26 tons of carbon dioxide, and producing a new Volvo  

The dotted line shows total emissions from a new petrol car, and the three solid lines show EV emissions which very depending on the electricity source from about 40% to 80% of the petrol car's emissions.

There are two scenarios that Volvo haven't considered:

  1. keep the existing petrol car and maintain existing driving habits
  2. keep the existing petrol car and drive less
(I can understand why Volvo don't want to encourage either of these options)

From Volvo's own data, we can estimate how these two scenarios would compare to the scenarios they explore. In the following figure, the first four rows of data are the same as in the image from Volvo's report. The bottom two are estimates, based-on Volvo's data.


If we compare against the scenario of "keep existing petrol car and existing driving patterns", then EV "break-even" looks like follows:

  • global electricity average: 270000 km*
  • EU electricity average: 190000km*
  • wind power only: 125000 km
If we compare against the scenario of "keep existing petrol car and drive half as much", then EV "break-even" occurs like follows:

  • global electricity average: never*
  • EU electricity average: never*
  • wind power only: 250000 km*
(I have put a star next to some of these, which indicates that payback will occur outside the warranty on the battery, which is typically 8 years or 160000 km)

These data are shown in the following exploratory time series model. The first four lines are the same as those in Volvo's figure (above). The additional two lines correspond to the "keep existing car" and "keep existing car, drive half as much" scenarios, as described. It shows the "break-even" between "keep car" and "new EV (wind)" occurring at 125000 km, and the "break-even" between "new EV (wind) and "new XC40" (petrol) occurring at 48000 kms. 
Note that the "keep car, drive less" drives 1/2 the distance of the other scenarios (i.e. where the X-axis is labelled 200000 kms, it has driven 100000 kms). This is the least complex way to show the difference in behaviour in an easy-to-understand figure.



In other words, even if we buy an EV, drive the same, and charge it with 100% windpower, it takes 125000 km of driving until we have "repaid" the carbon emitted in its manufacture. In all other cases, environmental "break-even" will not occur during the warranty period of the battery.

To me, this suggests that two of the criteria listed at the start of this essay are not met by transitioning our private car fleet to EVs -- EVs are too costly (in environmental terms) to manufacture, and they don't help reduce carbon emissions enough (largely because of their environmental cost to manufacture). Because of their significant up-front environmental cost, we can't make enough of them to replace every petrol car with an EV. 
EVs are great, but we just can't replace every petrol car with an EV.

3. How many cars can we replace with EVs?

As mentioned earlier, according to Volvo, the manufacture of each EV releases 26.4 tons of CO2.  
There are 20 million registered cars on the road in Australia. In 2019, we had less than 3.3 gigatons of carbon budget remaining to stay under 2℃ and less than 1.3 gigatons to stay under 1.5℃.
To replace those 20 million registered cars with EVs would release 20M*26.4 = 528M or ~0.5 gigatons of CO2, which is about half of our total carbon budget if we want to stay below 1.5℃ of warming.
That is almost 1/2 of Australia's carbon budget, just to manufacture a new EV to replace each existing ICEV. 
It doesn't allow us to build the extra electricity generation capacity we will need to actually charge the EVs, it also doesn't help us decarbonise any of the following:
  • energy,
  • agriculture, 
  • medicine, 
  • manufacturing, 
  • mining, 
  • construction, 
  • waste disposal, 
  • sewerage treatment.

If we follow this plan, we will spend 1/2 our remaining carbon budget to partially fix a small part of our problem. Transport causes somewhere between 10-20% of Australia's emissions, so to spend half our carbon budget only reducing emissions for part of transport (passenger EVs doesn't fix freight, air travel, rail, busses) doesn't add up.
Again, the problem is not that EVs are not good -- the problem is that we can't replace every petrol car with an EV.

Conclusion

Let's revisit the four criteria I suggested at the start. Below are the requirements that must be met for EVs to be useful at weaning us from oil powered transport.

1. We need to be able to make EVs quickly enough to matter, so that we can quickly swap our existing car fleet over to EVs. 

I think this is questionable. Even if it is possible for us to make them this quickly (which is uncertain) I don't think we can persuade people to buy them unless we have significant government incentives. These incentives would need to be means tested, and target people who are currently buying vehicles in the $500-$10000 range.

2. The process of manufacturing/distributing the electric vehicles needs to remain inside the biophysical limits that we have. Conceptually, the simplest of these limits to consider is our remaining carbon budget, but water consumption, minerals availability are also very relevant.

I think it is clear that we cannot manufacture enough EVs to replace all existing personal ICEVs and also decarbonise the other parts of our economy that we must if we are to keep within 1.5℃ of warming

EVs need to be a large-enough improvement over ICEVs that we meed our sustainability objectives (eg. the total lifetime emissions of EVs need to be sufficiently less than ICEVs that we can get back "under the curve" of biophysical overshoot)

I think it's apparent that the significant manufacture costs (carbon emissions) of EVs means that we don't avoid enough emissions if we swap our ICEVs for EVs and keep everything else the same.

People need to be able to afford them

This is unclear, but I think it unlikely without significant government intervention.

Solutions

So what should we do? The numbers are unequivocal -- we must drastically reduce the use of the private car, and it doesn't matter much whether the car is an EV or ICEV. We simply lack the technology to make private cars sustainable, and trying to cling to this idea makes meeting our climate goals impossible.

We must replace ICEV cars with EVs, but we can't replace every ICEV with an EV. Therefore, we need to come up with a way to reduce our car dependence (so that fewer trips need a car) and a way to share EVs (so that one EV can serve several people)

Therefore, we need to embrace public transport, walking, and cycling. These need to become our default transport options, saving private motor vehicles for the trips that actually need them. We need to make use of car sharing platforms (such as Car Next Door) to allow a relatively small number of EVs (maybe 1 million EVs -- where each EV is shared by 20 people) to serve all Australians (reducing the number of cars in Australia by 95%).

Sunday, August 7, 2022

In the age of cheap solar PV, does electricity conservation still matter?

Solar PV is an amazing technology. It has low emissions compared with other electricity generation method. Also, it is decentralised and thus can easily be retrofitted.

Today, it is possible to buy a good-quality 10 kW solar PV system from about $7500. Such a system, installed on mainland Australia, will produce an average of up to 20 kWh/day in winter, and close to 60 kWh/day in summer. Given how cheap that system is, and how much electricity it will produce, should we still need to be concerned with reducing energy use?

I think the answer is yes, for the following reasons:

1. For most residential solar PV installations in Australia, self-consumed power is black (not green) power

When you buy a solar PV system in Australia, the cost of the installation is offset by STCs. An STC represents 1 MWh of renewable electricity from a small-scale generator (eg. a domestic rooftop solar PV array). A new solar PV system creates a number of STCs equivalent to the renewable electricity it will generate over its expected lifetime. To make a solar PV system cheaper, people usually sell its STCs.

To whom are the STCs sold? People buy STCs when they buy GreenPower or want to offset other polluting activities. By buying STCs, someone is buying GreenPower.

The consequence is: if you have sold your STCs, then your self-consumed solar PV power (power that you use direct from your panels, rather than the grid) is actually black power -- you have in effect sold the renewable power coming from your panels (the STCs), and are instead using power from the coal power station, even if the electrons have come from your panels and not the grid, you have sold their "greenness".

Thus, the idea that you are using clean power direct from your solar PV is not accurate.

If you think "maybe some people do this, but I didn't do it", you're probably wrong. Take a look at your quote or invoice for your solar PV installation (mine is below) -- the vast majority of people (more than 90%) sell their STCs. Below is the price summary from my original PV installation in 2013 -- the STC sale reduced the cost by 1/3 so any power I self-consume is effectively black power.

My 2013 solar quote including STC sale
It's still great to install solar PV, even if you sell the STCs. By doing so, you are investing in a distributed renewable grid in Australia. While we should not let the perfect be the enemy of the good, we should keep in mind the limitations of what we have achieved so far.

2. Australia still gets a fairly small proportion of its electricity from renewable sources

In the last year, Australia's NEM (National Electricity Market) was about 1/3 renewable. We have a long way to go (Fig. 1)

Figure 1: breakdown of NEM generation over the last year
https://opennem.org.au/energy/nem/?range=1y&interval=1w



However, although we have a long way to go, we are running out of time to get there. Some scientists think we have already run out of time to prevent some dangerous climate change. This article was written in 2018, and among other things says: 
we are only three years away [2021] from overshooting the 1.5℃ target 
...
While it may already be too late for Australia to make a fair contribution to keeping global warming at 1.5℃, our results show that we can stay within our share of the carbon budget for 2℃ – provided we have the political will to move fast.
...
But the overriding message is that time is of the essence, if we want to come anywhere close to limiting dangerous climate change. Our various scenarios suggest that even if we implement a rapid, effective response, we are likely to have to take CO₂ back out of the atmosphere in the future, to compensate for the likely overshoot on our share of the global carbon budget.

Note that there are no confirmed, scalable, affordable, methods for extracting CO₂ from the atmosphere, and many scientists do not consider the 2℃ limit to be safe, as outlined here.

3. Currently, the manufacture of renewable energy technologies releases CO₂ into the atmosphere, using our carbon budget.

While solar PV and wind power are our best (and perhaps only) bet for achieving a sustainable electricity  supply, their production does cause carbon emissions (though vastly less than continued use of coal and gas does). Given the highly constrained carbon budget we now have, even the relatively small contribution of wind turbines and solar PV manufacturing will likely become significant.

carbon footprint of various electricity generation methods. Solar is about 20x better than coal, but it still has an environmental impact. Also note that the environmental impact of solar is "front-loaded" meaning that the impact of its entire lifetime of generation is brought-forward. Regarding "coal with carbon capture" -- note that this has not been commercially viable anywhere in the world. https://cdn.factcheck.org/UploadedFiles/co2-emissions1.jpg



4. We cannot manufacture wind turbines and solar PV quickly enough to supply all current grid electricity in time to avert serious climate change

Some models suggest Australia's grid will be 50% renewable by 2025 and 69% by 2030, becoming fully renewable in the mid 2030s. Recall the 2019 model suggesting that our carbon budget may already be exhausted -- this suggests that our deployment of renewable electricity will not be rapid enough to remain within the safe levels of carbon.

Implications

So, are we stuffed? I think the answer is "not necessarily", because all these analyses miss the thing that is easiest to change -- demand.
Let's consider per-capita energy consumption around the world:
https://www.quora.com/How-is-the-consumption-of-electricity-a-reliable-indicator-to-track-the-economic-growth-of-a-country
If you examine this graph, you will see that Italians use about 1/2 the energy that Australians use. This suggests that we could halve our energy consumption without making significant changes to our society. The percentage of renewables in our grid would go from 1/3 to 2/3 in that process without having to install any additional capacity. Italy is a nice place -- Australians like to go there for a holiday because it's so nice. 

Let's consider look at Australia's historic consumption:
Australia per-capita electricity consumption (kWh per person)
https://www.indexmundi.com/facts/australia/indicator/EG.USE.ELEC.KH.PC

In 1960, Australians used 1/5 the electricity that we do today. 

I downloaded data on Australia's historic energy consumption and corrected it (fairly roughly) by population to create per-capita relative consumption for each year. To me it looks like per-capita energy consumption hasn't changed a lot. The data only start in 1974. (I couldn't easily find older data)
per-capita energy consumption in Australia, 1974-2020

However, in the 70s, many (most?) consumer items (eg. cars, building materials, clothing) were made in Australia, so the embodied energy of the things we bought is included in the figure. However, by 2020 that was no longer the case and our energy consumption is effectively much higher than shown because of our reliance on off-shore industry. Also note that our domestic energy consumption has remained fairly constant even while we've had huge efficiency dividends because of technological improvements.

To try to illustrate this, I accessed Australia-China trade data, looked at the RMB (Chinese currency) value of Australian imports from China, scaled them by the average energy intensity of the Chinese economy (approximately 200 RMB per kWh), scaled that by the carbon intensity of Chinese electricity (2 MWh per ton CO2 -- this is about 1/2 the intensity of coal power) and scaled that by Australia's population to create a Australian per-capita estimate of Chinese CO2 emissions that arise because of the manufacture of Australian-bought products (and are hence our responsibility). This is obviously prone to error, but gives an indication. Note that these data only started in 2012. 

per-capita energy consumption in Australia, including the Australian equivalent per-capita from Chinese manufacturing of Australia-bound goods. 1974-2020

I think it shows that our domestic per-capita coal and oil consumption has remained consistent, our domestic gas consumption has significantly increased, and our foreign coal consumption (embodied in goods we buy) has gone through the roof.

This graph looks somewhat unbelievable. To sanity-check it, I considered the size of the total Chinese economy to estimate the per-capita emissions on current data only:


This data are similar to what is shown in the graph above, but were arrived at differently, suggesting that the numbers are meaningful.

To be honest, these numbers are quite shocking and should give Australians pause for thought.

Conclusion

The easiest and best way to quickly get closer to our goal of being zero carbon is to use less electricity and buy fewer manufactured products. This is true whether you have solar PV installed or not -- installing solar PV does not absolve you of a responsibility to use less.

If you think that Climate change is a problem to take seriously, I challenge you to use less than 2.5 kWh of electricity per person per day (eg. 10 kWh/day for a family of four). You can party like it's 1965 right now!
The Beatles say: just flick that switch off, baby!

If you want to read more, here's a short essay I wrote in 2014 about the merits of the 1950s -- yes, there was good amongst the bad, and we would do well to learn from those who lived then.
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