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Life-cycle assessments are ways to gauge the impact of any product or process. What is the cost of a system over a defined period of time? Life-cycle assessments are really important as we consider the transition to renewable energy sources, especially as we share insights into a zero emissions future with newbies or cynics.

Life-cycle assessments provide an exhaustive overview of the upstream (material sourcing and delivery) and downstream (product distribution, use, and disposal) impacts associated with any given system. Originally designed to focus on environmental impacts by scientists, they now have been extended to examine social and economic impacts, sometimes called life-cycle costing, by policymakers and decision-makers. The most comprehensive evaluations begin with the extraction of raw material; move to the various steps of production, implementation, and operation; and extend all the way to the energy use of carriers to perform work.

Life-cycle analysis considers both upfront cost of production and incremental costs of operation and depreciation. As a data-intensive methodology, it incorporates all inputs and outputs, requires detailed information, and is organized into databases known as life-cycle inventories.

What Do the Scientists Say about Energy Resources & their Life-Cycle Assessments?

life-cycle assessmentsExecutive summaries from a variety of scientific white papers can offer us life cycle insights into different energy sources. Here are a few to peruse.

Active Transportation: Life-cycle analysis provides a comprehensive view of the environmental impact of transportation infrastructure due to processes involving construction, operation, and maintenance.

  • Airplanes show the highest GHG emissions — 3 times that of cars and 6 times that of buses.
  • Cars or buses show higher GHG emissions when considering life-cycle impacts than the results without the life-cycle impacts because the GHG impact of manufacturing and operating automobiles and buses could be greater than that of other modes.
  • Walking does not require any tools, so its life-cycle impact is minimal compared to other modes.
  • The GHG impact of producing and maintaining bicycles is much smaller than that of automobiles or public transportation vehicles.
  • On balance, active transportation modes produce far less emissions than other modes even after taking into account all the life-cycle impacts.

Biomass: Co-firing biomass as a means of GHG abatement becomes economically competitive with traditional carbon capture and sequestration only after an incentive is in place to mitigate emissions.

  • The point at which co-firing becomes an attractive option depends on the potential value of CO2, the level of an emissions penalty, and the type of plant.
  • The break-even value would either represent the amount required on the sale of the captured CO2 in the capture cases, or a benefit received for the use of biomass as a fuel source in the non-capture cases, when compared to the economics of a supercritical (SC) PC plant without capture or co-firing.
  • This value would need to be reached before incentivizing either CO2 capture or biomass co-firing. The emissions penalty would be the minimum value required to encourage the use of capture technology or abatement using biomass.

Hydropower: The assessment considers various ecological influence groups which could be generally categorized as — global warming, ozone formation, acidification, eutrophication, ecotoxicity, human toxicity, water consumption, stratospheric ozone depletion, ionizing radiation, and land use.

  • Though water itself is not lethal, the electricity production process involves many stages, which creates environmental issues.
  • Furthermore, the transportation medium of these elements to the plant location releases hazardous particles i.e., carbon monoxide, dust, and carcinogenic particles.
  • Among the key impact groups, the whole outcomes show that a substantial ecological influence occurred at non-alpine region plants over alpine region plants. The reason behind this is that the long distance transportation of raw materials in non-alpine region hydropower plants due to unavailability at nearby locations where raw materials of the alpine based plants is available at nearby locations.
  • The maximum impact is occurred at fine particulate matter formation impact category due to freshwater eutrophication category by both types of hydropower plants. The reason behind these impacts is the amount of toxic materials present as constituent of plant structure and its electricity production steps.

Natural Gas: This analysis takes into account a wide range of performance variability across different assumptions of climate impact timing.

  • Natural gas-fired baseload power production has life cycle greenhouse gas (GHG) emissions 35% to 66 % lower than those for coal-fired baseload electricity.
  • The lower emissions for natural gas are primarily due to the differences in average power plant efficiencies (46% efficiency for the natural gas power fleet versus 33% for the coal power fleet) and a higher carbon content per unit of energy for coal in comparison to natural gas.
  • Natural gas-fired electricity has 57% lower GHG emissions than coal per delivered megawatt-hour (MWh) using current technology when compared with a 100-year global warming potential (GWP) using unconventional natural gas from tight gas, shale, and coal beds.

Petroleum: Petroleum is produced from crude oil, a complex mixture of hydrocarbons, various organic compounds, and associated impurities.

  • The crude product exists as deposits in the earth’s crust, and the composition varies by geographic location and deposit formation contributors. Its physical consistency varies from a free flowing liquid to nearly solid. Crude oil is extracted from geological deposits by a number of different techniques.
  • When comparing transportation GHG emissions, both the tailpipe or tank-to-wheel (TTW) emissions, and the upstream or well-to-tank (WTT) emissions are considered in the full well to wheel (WTW) life cycle.
  • Extracting, transporting, and refining crude oil and bio-based alternatives on average account for approximately 20-30% of well-to-wheels (WTW) greenhouse gas (GHG) emissions with the majority of emissions generated during end use combustion in the vehicle phase (TTW).
  • GHG emissions in the generic cases range from ≈105 to 120 g of CO2/MJ [gasoline basis, full fuel cycle, lower heating value (LHV) basis] when co-produced electricity displaces natural-gas-fired combined-cycle electricity.
  • The carbon intensity varies with the energy demand of TEOR, the fuel combusted for steam generation, the amount of electric power co-generated, and the electricity mix. The emission range for co-generation-based TEOR systems is larger (≈70−120 g of CO2/MJ) when coal is displaced from the electricity grid (low) or coal is used for steam generation (high). The emission range for the California-specific cases is similar to that for the generic cases.

Solar: Life-cycle assessment is now a standardized tool to evaluate the environmental impact of photovoltaic technologies from the cradle to the grave.

  • The carbon footprint emission from PV systems was found to be in the range of 14–73 g CO2-eq/kWh, which is 10 to 53 orders of magnitude lower than emission reported from the burning of oil (742 g CO2-eq/kWh from oil).
  • Negative environmental impacts of PV systems could be substantially mitigated using optimized design, development of novel materials, minimize the use of hazardous materials, recycling whenever possible, and careful site selection. Such mitigation actions will reduce the emissions of GHG to the environment, decrease the accumulation of solid wastes, and preserve valuable water resources.
  • Following a report published by the International Renewable Energy Agency (IRENA), the volume of PV panel waste could globally yield a value of up to 60–78 million tons by 2050. Recycling solar cell materials can also contribute up to a 42% reduction in GHG emissions.

Wind: Wind power presents minimal emissions and environmental impacts during the working phase, being considered as a “cleaner” generation source. But not all stages of wind power are so efficient.

  • The extraction of raw materials, manufacturing, and transportation as part of wind power construction have significant emissions of CO2 and environmental impacts.
  • Not only will improvements in logistics, transportation, a mixed electricity supplement, and a more efficient equipment production reduce CO2 emissions from wind power construction, new basic materials and innovative built techniques may decrease CO2 emissions and energy demand.
  • Decommissioning stage may present a reduction of the energy consumption and CO2 emissions through reusing equipment, recycling critical materials in the end of life cycle, reducing the extraction of raw materials and the total consumption of resources.
  • Such changes may create unexpected fluctuations in the market, such as shortages of supplies and dependence on exporters.

Of course, there are many other types of energy sources and other data analyses to consult to consider life cycle assessments. For more ideas, try Life Cycle Analysis of Energy for a good starting point.

Infographic retrieved from Department of Energy

Image retrieved from NASA

 

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Rivian’s secretive ALSO e-bike leaks again, revealing much more this time

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Rivian's secretive ALSO e-bike leaks again, revealing much more this time

Following on the heel’s of last month’s major leak of the design of Rivian’s secretive ALSO e-bike, now we’ve just gotten a much better look at the upcoming entry to the US micromobility market. And it’s a doozy.

Our previously best look came in the form of blurrier images that were mistakenly left in a marketing video prepared by the company’s social media team.

But thanks to an eagle-eyed reader who spotted the yet-to-be-released e-bike on the Caltrain yesterday morning (hat tip to Adem Rudin), now we’ve got a great view from the expensive seats, barely two days ahead of the anticipated official reveal.

The bike looks to be a test mule based on the extra engineering hardware and the missing shroud covering the wiring run on the front of the battery case. There appear to be several sensors mounted to the bike, including an expensive triaxial accelerometer on the side of the battery and some piece of diagnostic hardware strapped to the downtube.

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But otherwise, it looks like the real deal and matches the several different angles we saw in blurrier form in my previous leak.

Now we have a great view of the front fork, which is confirmed to be an inverted fork. Fascinatingly, it has structural bosses for mounting a front rack, and we can see the orange cargo box employed on that rack for gear hauling duty. That’s likely a custom-designed fork, as I’m not aware of any other cargo forks of this style currently on the market. It’s also a bit of a strange choice. It certainly adds to the utility of the bike, but most e-bike manufacturers have moved to headtube-mounted racks for better stability. A fork-mounted rack swings with the handlebars, meaning heavier loads will change the dynamics of the ride, reduce the front-end handling, and can even lead to dangerous oscillations under the right (or wrong) conditions.

Moving further down, we can clearly see a tone ring built into the front disc brake rotor, which is a giveaway that the bike will feature anti-lock braking (ABS), or at least front wheel ABS. Front-wheel ABS would be a major safety upgrade and is rarely found on bicycles. Between the inverted front fork and the ABS tone ring, the front end of the bike looks more like light motorcycle gear.

The front and rear racks point towards fairly obvious utility intentions for the bike, though the full-suspension and Kenda El Capo tires seem like they belong more on the dirt trails than the bike lanes. It’s a strange mix, but perhaps the tires were just temporary replacements on the test mule. Full-suspension, while more common on off-road bikes, can still be a major upgrade for an urban commuter. We’ve seen it on premium models from companies like Riese & Müller, though also with incredibly premium price tags.

We’re also getting our best look yet at the battery, which seems to be a removable unit that slides in from the side of the bike. It takes up a big portion of the central frame area, whose panels also likely cover a mid-drive motor and the bike’s speed controller, among other critical electronics. We can also see now that the belt drive is a Gates center-drive system, one of the most premium belt drives out there for bicycles (not to mention that Gates is the belt drive maker of choice for high-power electric motorcycles like those from LiveWire and Zero).

The rear suspension is still shrouded and we don’t get a great look at it. However, we can see some linkage and it may be a four-bar setup – again pointing to the sophisticated engineering that went into designing this frame.

The handlebars appear to support button clusters on each side, though we can’t see what functions they might offer. It’s not clear if there are any shifters or if the bike is a single-speed, and we also don’t see a throttle, though it could be a thumb throttle that is obscured from view. The grips appear to be single lock-ons, so I don’t think we’re looking at a full-width twist throttle like you’d find on a motorcycle.

The mirror and the sumo wrestler bike horn are presumably the test engineer’s add-ons, though we can’t rule out for certain that ALSO riders will get their own mostly naked audio warning device.

What else can you see on the bike that I missed? Let me know in the comments below!

Electrek’s Take

I guess the unveiling was only two days away when this photo was snapped yesterday, and I had already spoiled a blurrier look at the bike last month, but I’m surprised they’re just parading around the yet-to-be-officially-unveiled bike in public like this. Back when Mike Radenbaugh was running the show at Rad Power Bikes, he used to personally ride upcoming bikes and camouflage them with cardboard or other concealers to make them look like any other beater city bike. So I’m surprised more effort wasn’t put into obscuring what is obviously a very unique-looking bike.

I’m glad to see more details here and it’s interesting how much investment was put into the bike’s hardware. Other than a few catalog parts like the tires, wheels, brake levers, etc, nearly the entirety of the bike appears to be custom-designed and produced for ALSO. Even for off-the-shelf parts, they went with a lot of high-end stuff. The tires and the water bottle holder are the only cheaper things I can see (mirror and sumo horn excluded). Features like ABS aren’t cheap. And it’s not clear if there is a gearbox in the mid-drive motor, but I would assume so since a single-speed would be unmarketable at this premium level. All of these features point to a bike that probably has very high performance – perhaps almost as high as its invetiable price tag.

And therein lies the rub. It’s shaping up to be a great bike, but also one that very few people will be able to afford. Or even for those who could afford it, it may be difficult to justify all the extra features and tech when, at the end of the day, it still goes just as fast and as far as all the $999 e-bikes out there. I’m not saying that’s the right way to compare it, but I am saying that’s how it WILL be compared. The simple fact of the matter is that there are few e-bike markets that are more price sensitive than in the US. Americans have become used to getting more affordable Chinese manufacturing for years, and lately they’ve seen how good that cheap manufacturing has become on pretty darn decent budget-priced electric bikes.

So will Americans pony up what will probably be 3-4x the price of a budget e-bike for one that has full-suspension, ABS, and very likely some cool connectivity-based features? Time will reveal the answer.

But let’s just say, I’m not yet convinced.

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Spiro raises massive $100M to supercharge Africa’s battery-swapping electric motorcycle revolution

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Spiro raises massive 0M to supercharge Africa’s battery-swapping electric motorcycle revolution

Spiro, the fast-growing electric mobility company based in Africa, has just secured a historic US $100 million funding round – marking the continent’s largest-ever investment in two-wheel electric transport. And if you haven’t been paying attention to the battery-swapping boom across Africa, now might be a good time to start.

We’ve seen battery-swapping take off around the world, with leaders like Gogoro in Asia, Swobbee in Europe, and Vammo in South America, all demonstrating the effectiveness of swappable battery networks for major two-wheeler markets. But don’t count Africa out, either. Spiro has spent the last few years building up its own homegrown battery swapping network for its locally-built electric motorcycles, and is now set to jump-start that impressive growth with a mega funding round.

The impressive fundraising round was led by The Fund for Export Development in Africa (FEDA), the impact investment arm of Afreximbank, which contributed US $75 million. The funding will allow Spiro to dramatically scale its fleet of electric motorcycles and expand its already impressive network of battery-swapping stations across the continent.

Swapping gas for watts

Spiro’s model is simple but powerful: affordable electric motorcycles backed by a vast battery-swapping network that eliminates the wait time and charging infrastructure hurdles that typically slow down EV adoption. With over 60,000 electric motorcycles already on the road, more than 1,200 battery swap stations, and 800 million kilometers of low-carbon travel already under its belt, Spiro is building what it claims is Africa’s largest clean two-wheeler ecosystem – and it’s growing fast.

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In fact, the company expects to deploy over 100,000 vehicles by the end of 2025, representing a 400% increase year over year. It’s a lofty goal, but Spiro’s rapid growth over the last few years demonstrates that it’s still attainable.

“Africa is at an inflection point in personal mobility. Riders are rapidly shifting from internal combustion motorcycles to Spiro’s more affordable and accessible battery-swapping ecosystem and motorcycles. For the first time, riders are embracing sustainable transportation because it performs better, costs less to operate, and offers greater profitability than traditional gas-powered vehicles,” said Kaushik Burman, Spiro’s CEO. “This is just the beginning – we’re just getting started.”

I had the chance to speak with Kaushik last month, where he explained to me how a big part of Spiro’s success is helping motorcycle taxi riders – the majority of its customers – achieve a higher standard of living by becoming more profitable with electric motorcycles over gasoline-powered motorcycles. The bikes aren’t just cheaper to purchase, but significantly cheaper to operate, meaning riders can as much as double their daily take-home pay. With that kind of economics, it makes sense why Spiro is seeing such high demand for its motorcycles and battery-swapping network.

More than motorcycles

While Spiro’s bikes are the vehicle – literally – for this transition, the real secret sauce is the swapping network. Riders don’t need to charge at home or wait around for a plug. They just pull into a station, swap out a depleted battery for a fresh one, and get back on the road. It’s a system that’s already proven effective in other regions around the world, and Spiro is now proving it can work at scale in Africa too.

The investment here is also about more than just clean transportation. According to Professor Benedict Oramah, president of Afreximbank, it’s part of a broader push to boost intra-African trade, create local manufacturing jobs, and reduce dependence on imported, second-hand gas-powered vehicles.

“We are delighted to partner with Spiro on this transformative initiative,” said Oramah. “Together, we are laying the groundwork for a new era of intra-African trade and industrialization by stimulating local vehicle manufacturing, strengthening regional integration, and enhancing trade flows.”

Made in Africa, for Africa

Founded in 2022, Spiro is leaning into local production as part of its growth strategy. The company has assembly facilities operating in Uganda, Kenya, Nigeria, and Rwanda, with new pilot programs now underway in Tanzania and Cameroon.

This latest funding builds on more than $180 million already raised from backers like Equitane and Société Générale, further underscoring investors’ confidence in Spiro’s model.

“Spiro’s rapid expansion into new markets demonstrates the immense appetite for clean, affordable, and efficient transport across the continent,” said Gagan Gupta, Chairman of Equitane. “With FEDA’s support, Spiro is exceptionally well positioned to scale even faster.”

Electrek’s Take

While most electric motorcycle battery swapping headlines are dominated by Europe, the US, or China, this is a powerful reminder that Africa is carving out its own lane – and it’s doing it with a smarter, scalable approach that solves local problems in local ways. Battery swapping may not be the answer everywhere, but it’s proving to be a perfect solution in dense urban areas where fuel is expensive and charging access is limited.

And if Spiro hits that 100,000-vehicle goal next year? Well, don’t be surprised if Africa ends up leading the world in practical, everyday e-mobility adoption. After all, doesn’t a 100 kg electric vehicle make a lot more sense for a quick taxi trip than a 2,500 kg one?

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China says U.S. and Australia ‘should play a proactive role’ to bolster rare earth supply chains

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China says U.S. and Australia 'should play a proactive role' to bolster rare earth supply chains

FILE PHOTO: Workers transporting soil containing rare earth elements for export at a port in Lianyungang, Jiangsu province, China, Oct. 31, 2010.

Stringer | Reuters

China on Tuesday responded to the U.S.-Australia critical minerals deal by saying resource-rich rare earth countries should take “a proactive role” in stabilizing their critical minerals supply chains.

A spokesperson for China’s Ministry of Foreign Affairs was asked about the U.S. and Australia critical minerals deal which has been framed as an effort to counter Beijing’s dominance.

“The formation of global production and supply chains is the result of market and corporate choices,” Guo Jiakun said, according to NBC.

“Resource-rich nations with critical minerals should play a proactive role in safeguarding the security and stability of the industrial and supply chains, and ensure normal economic and trade cooperation,” he added.

Rare earths are a category of minerals that are critical for a swath of products from cars to semiconductors.

U.S. President Donald Trump and Australian Prime Minister Anthony Albanese on Monday signed an agreement at the White House intended to boost the supplies of rare earths and other critical minerals.

The framework agreement, which was described as an $8.5 billion deal between the allies, comes shortly after China imposed more stringent export controls on rare earths.

China’s Commerce Ministry earlier this month announced expanded curbs on the export of rare earths and related technologies, seeking to prevent the “misuse” of minerals in the military and other sensitive sectors.

Western automotive industry groups have been among those to raise the alarm over the new export controls, saying the measures could pave the way to a period of supply chain chaos.

Prime Minister of Australia Anthony Albanese (L) and U.S. President Donald Trump shake hands after signing a $8.5 billion rare earth minerals agreement during a bilateral meeting in the Cabinet Room of the White House on Oct. 20, 2025 in Washington, DC.

Anna Moneymaker | Getty Images

Demand for rare earths and critical minerals is expected to grow exponentially in the coming years as the clean energy transition picks up pace.

China is the undisputed leader of the critical minerals supply chain, accounting for roughly 60% of the world’s production of rare earth minerals and materials. U.S. officials have previously warned that this poses a strategic challenge amid the pivot to more sustainable energy sources.

Rare earth stocks

George Cheveley, natural resources portfolio manager at Ninety One, described the U.S. and Australia agreement as a long time coming, but “a good deal” designed to boost the supply of critical minerals outside of China.

“From an investment point of view, it is not so obvious. This is a very small sector,” Cheveley told CNBC’s “Squawk Box Europe” on Tuesday.

“And clearly when you’re dealing with a sector so politicized and where government money is being put in essentially as a subsidy, it is telling you that it is difficult to make it work economically,” he added.

Shares of some of Australia’s largest critical metals and rare earths companies jumped on Tuesday, while others lost ground after an early rally.

Lynas Rare Earths, Australia’s largest rare earths producer by market capitalization, fell 7.6% after posting gains earlier in the session. Mineral sand miner Iluka Resources slipped 0.1%, while lithium producer Pilbara Minerals added around 2.6%.

Latrobe Magnesium, Australia’s primary producer of the critical metal magnesium, notched gains of more than 15%.

Stateside, rare earth stocks were last seen slightly lower in premarket. Critical Metals slipped 3.8%, USA Rare Earth fell 2.4%, and MP Materials lost 1.8%.

— CNBC’s Evelyn Cheng & Dylan Butts contributed to this report.

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