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Recycled – June 30, 2021

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GREET your vehicle?

Most people know that the carbon footprint of an electric vehicle, in use, is lower than that of an internal combustion vehicle. Except in the rare case that the electricity used by the vehicle is all generated from coal-fired stations, all of the literature confirms this. But what about the emissions impact of manufacturing an all-electric vehicle compared to an internal combustion engine? Well, that turned out to be a bit of a rabbit hole.

The first thing to know is that neither the automobile industry, nor the research models themselves, report data on emissions solely created during manufacture. Argonne Labs (part of the US Dept of Energy), has a comprehensive model called GREET (The Greenhouse gases, Regulated Emissions, and Energy use in Technologies Model) which seems to be the gold standard for all research at this point. GREET has been in development since at least 1999, and models everything to do with vehicular transport. It specifically separates the world into a fuel-cycle model, and a vehicle-cycle model, and what we’re after is the vehicle-cycle, which includes everything from raw materials sourcing, to manufacture, end-of-life, and recycling if applicable.

There are two challenges with GREET.

  1. The output is a “levelized” model. What this means is that it produces a number which is emissions generated per distance travelled. Even though the emissions we are interested in are generated during manufacture, GREET apportions them over the expected life of the vehicle. It tries to answer the macro question of vehicle emissions, rather than helping us to understand the manufacturing emissions cost.
  2. The model itself is incredibly detailed. Although it contains a (large) database of assumptions for all kinds of vehicle types, these will vary from manufacturer to manufacturer. It cannot know, for example, where one manufacturer sources electricity versus another. Only the individual corporations will know that.

GREET is a useful framework. It is being maintained actively by Argonne National Labs and was most recently updated in 2020. Researchers have published papers which claim to use the models, but also (necessarily) make gross assumptions about sources of materials and fuels. The independent research, therefore, can’t tell us much either.

Some of the manufacturers themselves do appear to use the framework. For example, if you read Ford’s 2020 CDP disclosures you will find that they reference the GREET 2019 model in their calculation of Scope 3 up-stream emissions footprint. They simply do not report the results for individual vehicles, but rather report on emissions in aggregate. However, GM and Fiat-Chrysler‘s filings show that they use completely different methodologies at this point, at least for disclosure.

For me, this is an unsatisfying answer. It does illustrate, however, the complexity of analyzing scope 3 emissions, and the challenge that lies ahead in understanding the true emissions associated with products we purchase. It also begs for a consistent methodology to be used across industries.

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Recycled – June 29, 2021

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Renewables “On Fire”

The theme that renewable energy is cheaper than some kinds of fossil fuels keeps recurring. The Guardian reported last week that solar and wind are often cheaper than coal, noting that the cost of solar and wind have dropped 85% and 56% respectively over the last decade. Last fall, the IEA said Solar is now the cheapest electricity in history. In January 2021, the US EIA forecast that 84% of new capacity would be zero carbon. In fact, according to IRENA (the International Renewable Energy Association) global installs of renewables last year hit a record. And finally, in the 3rd episode of the Big Switch, University of Texas post doc researcher Dr. Joshua Rhodes talked about how Texas (home of big oil!) now deploys the largest wind generation fleet in the United States.

The energy industry is building zero carbon capacity, and this will be a key factor in the effort to decarbonize global supply chains. Should we expect to see the entire grid become zero carbon? That’s probably unrealistic, for now.

For starters, there will always be a need for a reliable energy source that can be turned off and on at will. Large scale energy storage solutions, such as massive battery systems, will get us part of the way there. However, unless new technology, or new nuclear installs, bring us the instantaneous generation that fossil fuels offer it’s unlikely fossil fuels will go away completely. We will need fossil fuel or nuclear generation, and then appropriate abatement strategies.

In addition to the reliable energy source need, the grid itself is constructed around a paradigm of centralized generation, and then transmission to substations, and then homes. It’s a forward feed system that presumes we will truck fuel to generation sites, generate power, and then distribute the power forward for consumption. The impact of this is that generation tends to be placed close to consumption sites, in order to minimize transmission losses. But you can’t truck the wind, or the sun, to a convenient place to generate power. The other challenge is reverse flow. Feeding energy bi-directionally into the grid from what are today’s consumption sites creates a whole new set of problems. It’s likely the grid itself will need to be updated.

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Recycled – June 28, 2021

  • It was a scorcher here yesterday. Record temperatures, and set to achieve them again today. And for the record, these are not normal, or even normal variance. @weatherprof provides this insight:
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Batteries Part 2

Last week’s piece on batteries generated questions from readers. Specifically two:

  1. What about the environmental impact of disposing of the battery?
  2. What is the carbon impact to manufacture an electric vehicle (EV)? How does it compare with a conventional vehicle with an internal combustion engine (ICE)?

Let’s start with the Battery Disposal and Recycling. I’ll have more on the supply chain footprint for vehicles in a future post.

Battery Disposal / Recycling

The short answers are that we haven’t needed to dispose of or recycle EV batteries at scale, yet; and we also can’t do it yet, at scale.

Batteries which reach end-of-life as automotive batteries haven’t actually reached “end of life”. Most have between 50% and 80% of their useful capacity left. However the batteries become slower to charge, slower to deliver power impacting performance of the vehicle, and reduce the range. So the batteries are currently being given a “second life”. Manufacturers are using them in applications, like storage walls and utility grid storage.

Recycling is not only desirable, but it also makes sense economically, and most of the battery is recoverable. Up to 90% of the battery can be recovered.

Currently, according to this IEA report from 2020 (page 183) we have the global capacity to recycle 180,000 tons of batteries annually. In the same report, the IEA forecasts the demand will grow by a factor of 50 by 2030, and by a factor of 650 by 2040. So, it’s not a concern for today, but it will be tomorrow. A lot of voices are being raised about this right now. The Union of Concerned Scientists has written calling for public policy to be established, National Geographic has written a lengthy piece about the need to build recycling capacity, and the BBC has also recently reported on battery recycling.

We haven’t needed to do it because EV’s are relatively new to the market, and because the batteries are lasting longer than anticipated. Tesla, for example, warranties their batteries for 120,000 miles. However, according to Tesla CEO Elon Musk himself, the batteries in the Model 3 are good for 1,500 charge / discharge cycles which he estimates to be between 300,000 and 500,000 miles.

Real-world driving has shown these claims likely to be true. It appears, for example, that the Model 3 and Model Y will probably be able to travel 400,000 miles before experiencing degradation of 20%.

But when we do need to start recycling at scale, there are multiple options available, and continuing research to improve.

And the last point, of course, is that we should have confidence that recycling capacity will come on line at scale. Not only does it make sense environmentally, but at $45k/ton cobalt (to name just one of the minerals required) is simply too valuable to discard it.

Last thought: warranties and recycling / end-of-life policies will likely vary by manufacturer. When considering the purchase of an EV, also consider the manufacturers battery disposal policy as you make your decision.

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Recycled – June 27, 2021

  • How much energy does using the internet really consume? According to researchers Jonathan Koomey and Eric Masanet, not as much as we’ve been led to believe. Meanwhile, if you want to know what your own personal browsing is costing, Microsoft PM Pierre Lagarde has a handy post, and scripts that you can use to find that out.
  • If you prefer to consume content via podcast, then I recommend The Energy Gang, and newcomer The Big Switch. The Energy Gang focuses on business issues associated with decarbonization, and the Big Switch walks through current and historical case studies associated with the energy transition. The Big Switch season 1 is about transforming the grid. Recommended!
  • Microsoft is now a principal partner for COP26 in Glasgow, this fall. Said Microsoft President Brad Smith, “Building a pathway to net zero will take all of us working together and technology will play an important role in enabling it. Through Microsoft’s partnership with COP26, we look forward to engaging across public and private sectors to establish the conditions, measurement and markets that can help us all accelerate progress in the fight against climate change.” This is a super outcome, and I’m personally excited that my employer is taking this step.
  • In related news, Microsoft President Brad Smith has also come out in favor of SEC mandated climate disclosure rules. As Smith observed, “…carbon accounting and measurement and recording and reporting is something that at one level can be mandated by governments, but governments are not necessarily in the best position to figure out how to get it done. And the more [the business community] can do that, the easier the rest of this can come together.
  • Biochar is the new name for charcoal, apparently. According to this report, it’s becoming a darling of tech companies wanting to invest in carbon abatement strategies. Microsoft, Shopify and Stripe are all investing in biochar schemes.

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Batteries

Electric vehicle critics will often tell you that the environmental cost of the batteries is the “dirty little secret” that nobody is telling you about. The claim is that the manufacturing impact of the batteries is so high that we might as well just keep burning gasoline. The origin of this statement is an early and flawed study from 2017.

Let’s examine their claim in more detail.

Battery trends

Battery technology is advancing rapidly. You can see this in the price curve. In December of last year, Bloomberg NEF reported the first instances of vehicle batteries priced at below $100/kWh. At $100, most analyses show EVs priced equivalently to internal combustion engines. For comparison, a decade early that price was $1100/kWh. That means that 10 years ago, the price of the 53 kWh battery in Tesla’s original roadster was over $50,000. It’s no wonder those early Roadsters were so expensive!

The environmental cost of manufacturing vehicle batteries is also falling. A recent study estimated the manufacturing impact of current battery technology at 75 kg CO2e/kWh of battery capacity, down from 89 kg in 2019.

Analysis

The assertion made by the EV industry is that the increased environmental impact of manufacturing the vehicle is offset by the decreased impact of using the vehicle. Is that true?

To figure out the answer to that question, we need to know the CO2e impact of running a conventional vehicle vs an EV. Then, let’s add in the CO2e impact of the battery pack, divided over the expected lifetime of the battery, and we should have our answer.

For the sake of simplicity, let’s assume that the manufacturing impact of a conventional vehicle and an EV is roughly the same, excepting that the EV has the added impact of the battery pack. It’s not entirely true, because the conventional vehicle has a higher carbon cost to build than the EV (without the battery), but for the sake of simplification, let’s assume that they are the same.

My previous vehicle, a 2015 Ford Fusion, averaged about 23 mpg in actual usage. Ford rated it for 28 mpg, but I tracked my gasoline purchases over the lifetime of the vehicle, and it was roughly 23 mpg. I may have a bit of a lead foot. Gasoline combustion produces an estimated 18.95 lbs of CO2e per gallon used. Annually, I drive around 10,000 miles, which means that car was producing 8,226 lbs of CO2e annually.

My new vehicle, the Tesla Model Y AWD, is rated by the EPA for 28 kWh / 100 miles of driving. The Tesla should use about 2,800 kWh of electricity to drive the 10,000 miles I drive in a year. Now all we need to know is the CO2e costs to generate the electricity. According to the EPA, in the United States, the electricity industry as a whole produced an average of 0.92 lbs of CO2e per kWh of electricity generated. So, assuming that my power utility emits the same CO2e as the EPA average electrical utility, my CO2e costs will be 2,576 lbs. More on that in a minute…

FordTesla
Miles Driven10,00010,000
Electricity Used0 kWh2,800 kWh
Fuel Used435 gal0 gal
Unit Emissions18.95 lbs / gal0.92 lbs / kWh
CO2e Emitted8,226 lbs2,576 lbs
Annual operating emissions comparison

So for me, my old Ford emitted 5,650 lbs more CO2e annually than my new Tesla does.

Now let’s get back to that battery pack. Recall that the manufacturing CO2e impact of a battery is about 75 kg CO2e / kWh of capacity. So manufacturing the Tesla’s 75 kWh battery will emit about 5,625 kg of CO2e, which converted to lbs is 12,375 lbs. And then we have a simple calculation.

Years to "break even" = Battery Manufacturing CO2e / Annual CO2e savings.  

So, for me, it will take about 2.2 years before the manufacturing impact of the battery is recovered completely.

My Utility is PSE

I buy my energy from Puget Sound Energy here in the King County, WA area. PSE’s generation mix is roughly 1/3 renewable, 1/3 coal, and 1/3 gas.

SourceEmissions
Coal2.2 lbs / kWh
Natural Gas1.0 lbs / kWh
Renewable0 lbs / kWh
Blend1.06 lbs / kWh

Compared to the national average, PSE is actually a pretty dirty utility. My Tesla driving will generate 2,968 lbs of CO2e annually. And my emissions “payback” will extend to 2.35 years. What a calamity!

Fortunately, PSE has a green energy option, which we have chosen for our household. For an extra $.01/kWh (about $15/mo) we buy an energy mix which is generated 95% from solar and wind, and 5% from biogas. Biogas has about the same emissions profile as NG, which means that the PSE clean energy option produces about 0.05 lbs CO2e / kWh. Some folks consider biogas neutral environmentally, but let’s leave that for another day. In any case, my new Tesla’s CO2e footprint using PSE green energy is now reduced to just 140 lbs CO2e annually, and the “pay back” time for the battery is now just 1.5 years.

Over the 5 years I owned the Fusion, I estimate my emissions at about 41,000 lbs CO2e. I expect the Tesla to be a third of that. Automobiles have a lifetime of about 200,000 miles. Over 200,000 miles the Ford will emit 165,000 lbs CO2e. And if I own the Tesla that long? 15,000.

Your numbers will vary, but the calculation is not hard to do. And no matter how you do the numbers, there simply is no case that the environmental impact of EV battery manufacture outweighs the benefit of not burning gasoline to run a vehicle.

Case closed.

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Replace Carbon Taxes with Emission Trading

“Why not just put a tax on carbon?”, asked my Dad last Sunday. It was Father’s Day. We had organized a family video call, and somehow ended up talking about climate.

Economists believe pricing schemes are an important tool to fight climate change. They advocate for the use of market mechanisms which reduce emissions by pricing the costs of those emissions at the source. In other words, polluters should pay for the negative impact their emissions have on the planet.

According to the World Bank, at the start of 2021, globally there were 61 carbon pricing schemes in operation or planned. The largest planned is in China, which will come online fully in December of this year. As you might expect, the sheer number of schemes means there are many variations.

Carbon Pricing Approaches

There are two broad approaches to pricing carbon that are in common use today. These are carbon taxes, and emissions trading systems.

Carbon taxes are consumption taxation models. They encourage consumers to choose products that are more emissions efficient by levying a tax on those that aren’t. Need a litre of fuel? Maybe it will cost an additional 15% in tax. The taxing jurisdiction promises to put that money back into energy efficient or climate transition projects, further accelerating the transition to a decarbonized economy. In some jurisdictions (British Columbia, Canada for example) the carbon tax collected is offset by a reduction in other taxes. The promise is that the carbon tax will be revenue neutral, which satisfies at least some of the folks who object to new taxes.

Emissions trading systems (sometimes called “Cap and Trade” systems) use a different approach to driving emissions reductions. Emissions trading systems price the emissions directly. The government sets a cap on the total emissions permissible in a given period, and then allocates emissions quotas to companies that need them. Stiff penalties are imposed for exceeding the quota. Companies can then choose to become more emissions efficient, or continue to emit. If they continue to emit, they can purchase unused quota from another emitter who may be more efficient or pay the penalty. Over time, the government reduces the cap which creates pressure to be more efficient.

Sometimes emissions trading systems are also connected with an auction, as I wrote about Nova Scotia last week. When an auction is used, the quota allocation is done via auction rather than through some other scheme, which should lead to more optimal outcomes. An auction also has the benefit that it raises money for the government to spend on climate transition or energy efficiency projects, just as a carbon tax does.

Which is better?

So why choose one over the other? There are some major differences.

  1. Carbon taxes are easy, broad, blunt tools. If you’re buying fuel, they make a lot of sense. But how do you tax the carbon content of a new home, a car, a pair of jeans, or even a carrot? Each will have differing Scope 1,2, and 3 emissions depending on the efficiency of the producers supply chain. To tax the carbon content of a consumer product accurately, you need to know the contributions at each stage of the manufacturing process. We can’t do that accurately today. Emissions trading systems overcome that limitation. Each company in the supply chain has a quota for emissions, and has to live within the quota. (note: in today’s early stage emission trading systems it’s common to only make the largest emitters comply. Hopefully that will change.)
  2. Carbon taxes may also not be an accurate reflection of the true carbon emissions cost of a given product or service. They are simply implemented as a percentage of the end retail price. An emissions trading scheme allows the market to set the price. To return to the Nova Scotia example from last week, the government set a reserve price of $21 per ton, but the actual price paid was 74% higher, reflecting market demand.
  3. Carbon taxes are also impractical to implement across borders. How should we tax two vehicles, one made in China in a factory powered by coal/electric, and the other made in Detroit? One of China’s competitive advantages has been their willingness to use cheap, and dirty, coal power to power industry. Again, emissions trading schemes make this easier, since they target the emitters directly.
  4. And finally, carbon taxes do not create direct incentives to reduce emissions because there is no cap on emissions. With a carbon tax, you could conceivably have a rapidly growing economy with growing emissions. So long as the rate of growth is high enough, then the emissions tax is simply another tax. In a cap and trade emissions market, the government sets the amount of carbon allowed, and reduces that allowance each year, which creates incentives for companies to emit less.

For those reasons, emissions trading systems are preferable to carbon tax systems. Your thoughts?

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Why I am encouraged

“From January through November 2020, investors in mutual funds and ETFs invested $288 billion globally in sustainable assets, a 96% increase over the whole of 2019. I believe that this is the beginning of a long but rapidly accelerating transition – one that will unfold over many years and reshape asset prices of every type. We know that climate risk is investment risk. But we also believe the climate transition presents a historic investment opportunity.

2021 letter to CEOs, Larry Fink, Chairman and CEO BlackRock Investments, Jan 2021

There is no company or individual anywhere which will not be profoundly impacted by the transition to a net zero emissions economy.  Today, investors have finally gotten comfortable with that fact. The pace of sustainable investments has accelerated dramatically, and so has the pace of adoption of sustainable products.2020 hit multiple new records for global investment in energy transition, despite the existence of a global pandemic.  

For the first time ever, annual investment in decarbonization passed a half a trillion dollars as companies and governments put record sums of money into everything from renewable energy capacity ($303B) to electric vehicles and charge infrastructure ($139B), energy efficient heat pumps ($50B), storage technologies ($3B) and more. 

On June 10th, 2021, Bloomberg reported that a cumulative $3T in sustainable debt has been issued.  It had taken 12 years for the first trillion to be issued, two years for the second, and just 8 months for the third. This is significant because debt is typically used to finance infrastructure.

In 2019, $16B was invested in climate-tech companies, representing 6% of the VC pie that year and growing at an annual rate of 84%. $60B has been invested cumulative since 2013, growing 3,750% since then. Investors have been richly rewarded.  Today, there are 43 climate-tech unicorn companies.

Similarly, this month the number of passenger EVs on the road hit 12 million, globally.  1% of the vehicles on the roads on planet Earth are now electric.  70% of those vehicles were sold in the last three years.  EVs have hit the “hockey stick” curve, as the number of vehicles on the road is now doubling every 18 months.

Businesses in many markets are approaching the climate transition inflection point now.   Sustainability has become a business opportunity, and not just an ESG “speed-bump” that must be managed.

There is still much to be done. But what’s happening is encouraging.