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Overview graphic: key technology trends for EVs
…integrate well with the stable, high-voltage power supply of EV batteries. At the same time, the benefits of AI and increased computing power are not exclusive to EVs. AI‑enabled energy management systems are increasingly used to optimise hybrid vehicles, and AI techniques are accelerating the design, testing and optimisation of all vehicles.Finally, technologies enabling EV-grid integration are becoming increasingly available, allowing EVs to play a larger role in the energy system and improving their value proposition. With the rollout of smart and bidirectional charging, EV owners can reduce charging costs and, in some cases, generate revenue by participating…
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Financing CCUS at Scale
How to Mobilise Private Capital Carbon capture, utilisation and storage (CCUS) is an important area of attention for governments and financiers as both look to balance policy and investment goals. Recent financial investment decisions of major projects show promise in a sector that is gaining momentum, but its future success depends on viable business models and effective risk allocation across the value chain.In this context, Financing CCUS at Scale is the IEA’s latest report on what it takes to move CCUS projects from the drawing board to operation. Building on expert interviews with leading financial institutions, the report…
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Battery Circularity
…into the key issues for battery technologies, the report presents the very latest data as a guide to decision makers from the public and private sectors. It sheds light on the main locations of patenting, the leading patentors in the world and the technology categories receiving the most innovation attention.More than one in four cars sold globally in 2025 was an electric vehicle, reliant on lithium-ion or other modern batteries. But around 1.2 million electric vehicle batteries could reach the end of their lives in 2030 and 14 million in 2040, and today’s supply chains for…
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Responding to Satellite Notifications from the Methane Alert and Response System
…and artificial intelligence) to provide free notifications of large methane emission events to governments and companies.MARS satellite alerts provide rapid and actionable information that can enable quick mitigation action. Swift action on major leaks or releases detected via MARS can deliver significant benefits for governments, potentially reducing gas waste, boosting sales by domestic companies and improving national energy security while simultaneously decreasing air pollution, minimising local health impacts and increasing productivity. More broadly, it may allow governments to achieve national emissions reduction objectives. While the response rate to MARS notifications has increased since the system’s introduction in 2023…
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Heat Pump Taxonomy
A common framework for heat pumps classification and data Heat pumps are a cornerstone technology for achieving secure, affordable and sustainable heating. They have become one of the most common heating technologies and have the potential to impact significantly future trends for energy consumption in buildings and beyond.Tracking and analysing the pace of heat pump deployment compared to that of conventional heating technologies is essential for understanding future needs with regards to energy demand, investments in electricity infrastructure and fuel supply.Despite their growing importance, data on heat pump installations, as well as on their performance and cost, remain…
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Vehicle-to-grid technology
…EV batteries become flexible assets for energy storage rather than mere loads to the grid. There are varying degrees of flexibility. With unidirectional smart charging (V1G), the charging power can be modulated to align electricity demand with generation profiles or to alleviate grid congestion. With vehicle-to-building (V2H/V2B), the EV can additionally discharge energy for use in a home or building, either to serve as a backup during power outages or to lower electricity bills by leveraging dynamic tariffs and increasing self-consumption of rooftop solar. Finally, V2G technology can push energy from the EV battery into the…
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The Role of Traceability in Critical Mineral Supply Chains
As global demand for critical minerals grows, it will be important to anticipate and address the potential harms the mining and metals sector can have on societies, communities and the environment. Overlooking these risks can ultimately disrupt supply for clean energy technologies. Traceability systems can, when used as part of a wider risk-based due diligence process, help meet emerging policy goals by providing ways to integrate data on origin, evolution, and ownership of minerals. Some traceability approaches can also provide a platform for embedding data on environmental, social and governance issues. To work effectively, however, traceability systems must be…
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Ultra-fast charging batteries
GEVO 2026 - Chapter 8 New power‑electronics materials, battery cell technologies and battery pack architectures are enabling more efficient, higher‑voltage – and therefore faster – charging systems. Advances in batteries and power electronics are improving EV performance Over the past decade, average EV battery pack energy density (Wh/kg) has increased by around 60%, while prices have fallen by roughly 75%. Moreover, in 2023, battery-related patents accounted for 40% of all energy-sector patents, suggesting that more developments are still to come. At the same time, new power‑electronics materials, battery cell technologies and battery pack architectures are enabling more efficient, higher‑voltage – and…
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Artificial intelligence and EVs
…same time, the benefits of AI and increased computing power are not exclusive to EVs. AI‑enabled energy management systems are increasingly used to optimise hybrid vehicles, and AI techniques are accelerating the design, testing and optimisation of all vehicles. Advances in AI underpin progress in autonomous vehicles Just two decades ago, state-of-the-art autonomous vehicles were confined to test tracks, and whiledriverless cars they already employed a wide array of sensors, the software was limited to rule-based and physics-driven methods. These methods are nearly impossible to generalise to real-world complexity. Machine learning algorithms, on the…
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Autonomous vehicles
GEVO 2026 - Chapter 8 Progress in AI and computing power is disproportionately benefiting EVs, particularly for automated driving and integrated vehicle control. Sensors and chips integrate well with the stable, high-voltage power supply of EV batteries. Electric vehicles lead in automation and advanced driver assistance Driving automation is at the forefront of software developments for cars today. While fully autonomous cars (Level 5 automation)) are not currently in sight, electric driverless taxis (Level 4) are already operating commercially in more than 20 cities worldwide. Moreover, automated driving systems are not limited to self-driving cars – they are also rapidly gaining…