Updates on Battery Research & Machine Learning for Battery Testing
Richard Ahlfeld, Ph.D.
Founder & CEO of Monolith | Engineering and Intractable Physics solved with Machine Learning
In this newsletter, I share the learnings from Monolith from over 300+ AI projects with engineering leaders and provide:
Feel free to follow me for more insights on AI in Engineering Product Development.
Our Latest Monolith Whitepaper | Accelerate EV Battery Development with AI-Guided Test ????
?? Download the whitepaper for free: https://www.monolithai.com/white-papers/ev-battery-development-ai
By employing an AI-guided test strategy, test engineers can accelerate new products to market in the following ways:
? Build more efficient test plans that cover the most important battery test conditions in fewer steps
? Automatically inspect and identify test data that may be faulty when running complex, high-channel test systems
? More quickly identify and address the root cause of system or test failures when they occur
Pioneering Solid-State Electrolytes: PNNL & Microsoft's Groundbreaking Collaboration ????
?? Solid-State Electrolytes: A Game-Changing InnovationIn an exciting development in energy storage, Pacific Northwest National Laboratory (PNNL) and Microsoft have embarked on a groundbreaking collaboration. At the heart of this partnership is developing advanced solid-state electrolytes, a pivotal innovation in battery technology. This collaboration combines PNNL's expertise in energy storage with Microsoft's prowess in AI and high-performance computing (HPC), focusing on revolutionising the way we store energy.
?? Using AI and HPC in Energy ResearchMicrosoft's recent insights into how AI and HPC are accelerating scientific discoveries align perfectly with this venture. These technologies are crucial in advancing research into solid-state electrolytes, enabling scientists to analyse and predict material behaviours and interactions at unprecedented accuracy and speed. The result is a more efficient, safe, and robust solid-state electrolyte capable of transforming the battery technology landscape.
?? Advancing Sustainable Energy SolutionsThis collaboration is not just a leap forward in battery research; it's a significant step towards a more sustainable and energy-efficient future. The development of these solid-state electrolytes promises to usher in a new era of energy storage solutions, with batteries that are more durable, environmentally friendly, and capable of powering a wide range of applications, from electric vehicles to renewable energy systems.
Source: Read PNNL's release here ?? https://lnkd.in/eU8PcYNn & Microsoft's release here ?? https://lnkd.in/eBDuNHxS
Build vs. Buy: The Right Choice for Your AI Solution – AI for Engineers ??
Deciding between building a solution in-house and buying a tool – no matter what the application area or industry – is rooted in the same basic dilemma we ask ourselves: “Can I build my own solution using open-source tools that are good enough for my needs, or should I consider paying for a commercial, ready-to-use software package for functionality and scale?”
Sensitivity Analysis for Battery Data ??
Batteries are essential to modern life, providing power to various devices and equipment. From the portable devices we use daily, like smartphones, tablets, and laptops, to more extensive applications, such as electric vehicles, backup power systems, and renewable energy storage, batteries play a crucial role in our daily lives.
With advancements in battery technology, we can now enjoy longer usage times, faster charging, and increased energy efficiency, making batteries an increasingly essential and reliable power source for our ever-evolving needs.
Advancing Energy Storage: Insights into Solid-State Batteries ??
?? Solid-State Batteries: Unveiling Potential and ChallengesSolid-state batteries have the potential to transform energy storage with increased safety and operational efficiency in extreme temperatures. However, realising this potential is fraught with challenges. Key among these are the integration of metal anodes, ensuring the stability of interfaces, and maintaining consistent physical contact, all rooted in the deep understanding of solid electrolyte materials.
?? Tackling Ion Transport and Electrochemical StabilityThe study delves into the complex phenomenon of ion migration within these batteries, occurring across multiple scales, from atomic to device level. This complexity impacts the overall device impedance, necessitating a comprehensive approach to harnessing ion conduction effectively. Additionally, the research highlights the importance of electrochemical stability, focusing on the electrolyte's stability window determined by the energy of decomposition reactions. Understanding these aspects is crucial for the safe and long-term operation of solid-state batteries.
??? Navigating Manufacturing and Mechanical DegradationAddressing mechanical degradation, such as inhomogeneous Li deposition and the stabilisation of interfaces, is identified as crucial for the engineering of effective solid-state batteries. Furthermore, the paper sheds light on various processing routes essential for the practical application of these batteries. These include synthesis, densification, and integration, directly impacting performance and stability.
Source: Fundamentals of inorganic solid-state electrolytes for batteries, Nature Materials?volume 18,?pages?1278–1291 (2019) ?? https://lnkd.in/e8D-5jvk
Feel free to contact the experts at Monolith to discuss your AI Use Case and run a feasibility analysis.
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Richard
Driven and innovative senior in Chemical Engineering specializing in electrochemistry, focusing on battery technology, electrolysis, and nanomaterials for efficient, scalable, and cost-effective energy storage solutions.
9 个月In my opinion, directional research will be significantly time-saving with HPC and AI!