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Electric & Hybrid Opinion

Predicting eVTOL battery behaviour through modelling – what’s possible?

Yashraj Tripathy, head of product at About:EnergyBy Yashraj Tripathy, head of product at About:Energy25th June 20244 Mins Read
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eVTOL
Artist's impression of an eVTOL air taxi

The eVTOL battery market is expected to reach US$50 billion by 2030, showcasing the immense potential for electric vertical take-off and landing (eVTOL) aircraft. While we only have first-generation eVTOL batteries in development now, the future is ripe for batteries reaching at least 300 Wh/kg at the pack level for eVTOL applications.

One of the key challenges is justifying the business case for mass-market appeal of these modes of transportation. This is because there is an intricate trade-off between commercial demands and technical aspects, such as safety, range, turnaround times, and battery life. The below figure shows the typical differences between an EV battery and an EVTOL battery.

Accurately translating product-level requirements to understand how technical factors trade-off against each other is crucial – and almost impossible without extensive experiments. The result is often battery packs that are oversized, leading to a weight penalty.

However, the use of data and accurate simulations can help solve this because it eliminates the need to create expensive prototypes to test every new cell supplier or pack configuration.

Digital tools unlock pathways to accelerate battery development by reducing expensive design iterations. Modelling the intricate interplay between cell chemistry, architecture, and operating conditions guides product-level decisions that physical prototyping alone cannot fully optimise. To bridge the gap between cell-level factors and system-level performance effects, advanced computational models provide the fastest route forward.

For example, virtual modelling can help ascertain the effect of pack design on thermal performance of cells connected in parallel, which in turn are coupled with current distribution through the cells. To investigate this, at About:Energy we would do this by using a combination of our electrical model, paired with our 2D thermal model.

An eVTOL battery pack design employed a base-cooled thermal management system would then be simulated using high-power 21700 lithium-ion cells. As the number of cells is increased, the current requirement per cell decreases, and the temperature rise per cell decreases. However, the heavier the pack, the inherent power and energy requirements increase as the payload increases. Despite this, it is seen that the axial gradients within the cell decrease as the pack becomes heavier; potentially improving battery safety and lifetime.

Bar chart comparing axial temperature gradients for nominal base cooling

Using a combination of cell-level degradation data and electrical models, we have shown how eVTOL battery pack weight affects cycle life for running typical eVTOL missions.

Line graph showing battery cycle life vs weight

As an example, if one customer is asking to design a battery pack that runs for 1,000 cycles within a year, but with a 250 kg weight budget, this won’t be technically feasible and will necessitate aftermarket replacements, as a 250 kg pack would need to be changed every 6-8 months, meaning it’s going to adversely impact the business case.

Battery life will be more significantly affected by factors such as operating temperature, SOC window, and charge time, which need to be examined with more advanced models that simulate thermal and electrochemical characteristics. At About:Energy we provide these models via The Voltt – our software platform featuring advanced battery data and models to streamline development.

The aerospace industry is still catching up with the automotive industry in terms of skills and expertise. But they have very aggressive entry-into-service (EIS) timelines to meet and a large order book to fill.

Our library of models and datasets provides a resource for examining essential system requirements and generating innovative ideas for battery systems (including those for EVTOLs). It facilitates the assessment of various cell chemistries, designs, and configurations, aiding in the decision-making process to enhance battery system efficiency, reduce costs, and ensure safety.

Crafting high-quality eVTOL battery packs is a highly intricate and challenging task that demands a thorough understanding of battery technology, system requirements, and engineering concepts. At About:Energy we are passionate about supporting cell manufacturers, eVTOL creators, and battery system engineers in making knowledgeable decisions and introducing superior eVTOL battery solutions to the market.

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Yashraj Tripathy, head of product at About:Energy

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