Diagnosing Transition-Metal Crossover

image generated to show a cell being diagnosed in a glove box ICP-MS and XPS

An ICP-OES/XPS Root-Cause Workflow Investigation of Catastrophic Battery Failures walks through one forensic case study of field failures in e-bikes and e-scooters. This page covers a narrower question that sits underneath a lot of those investigations: when a cell has aged badly or failed and cathode transition-metal dissolution is on the suspect list, how do … Read more

Stack Pressure & Interfacial Resistance for Pack Designers

Solid state cell interfacial pressure - pencil drawing of a huge press

Every solid-state chemistry roundup mentions that cells need “stack pressure,” usually as a single line in a spec table. What that line means for the person actually designing the pack around the cell: This gets skipped almost everywhere. This is the pack-design follow-on to our cell-level piece on What’s the right stack pressure?, which covers … Read more

Solid-State Manufacturing & Cost Economics

solid state manufacturing line costs - pen and ink skecth

Energy density gets the headlines, but the reason solid-state cells are still confined to pilot lines and demonstrator vehicles has as much to do with the factory as the chemistry. Building a gigafactory for a solid-state cell is not simply “the same lithium-ion line with a different electrolyte fill step”. Several of the core unit … Read more

AI-Guided Materials Discovery: Bayesian Optimisation for Electrolyte Formulation

Closed-loop diagram of Bayesian optimisation for autonomous electrolyte formulation discovery: propose candidate, robotic synthesis, measure performance, update model

Choosing a solvent blend or additive package is fundamentally a search problem: a handful of components, each at a continuous concentration, combine into a space with far more candidate formulations than anyone could test by hand. The Electrolyte Solvent Ratios and Electrolyte Additives pages describe what’s in that space and why each component matters. This … Read more

Automated Robotic Pack Disassembly: What Battery Recycling Can Learn from White Goods

structure of a battery pack

Most EV battery packs are disassembled by hand today: a technician discharges the pack, then works through fasteners, wiring harnesses, adhesive joints and potting compound one pack at a time. It’s slow, and it puts a person directly next to a charged pack that may be several hundred volts. Recycling Processes and Recycling Process Engineering … Read more

Quantitative Battery Venting: A Worked Example

CID operation and pressure release

The Venting and Physics of Thermal Runaway pages describe cell venting qualitatively: gas builds up inside the cell, a burst disc or crimped vent opens once a threshold pressure is reached, and hot gas and electrolyte aerosol are ejected. This post works through the same event quantitatively, how fast the gas actually leaves the cell … Read more

Grain Boundary Dendrite Growth in Solid-State Electrolytes

grain boundaries and dendrites in solid state

Lithium dendrites growing through a solid electrolyte do not behave like the diffuse, roughly uniform plating seen at a liquid electrolyte interface. In a polycrystalline ceramic or a cold-pressed sulfide pellet, the microstructure itself dictates where lithium goes: dendrites overwhelmingly nucleate and propagate along grain boundaries rather than through the bulk of individual grains, even … Read more

Lamination

separator lamination schematic

Lamination bonds the separator directly to both electrode faces using heat and pressure to soften a thin adhesive coating already on the separator before the electrode stack is built. Rather than leaving the separator as a free-floating layer held in place only by winding tension or external pack clamping. Why Bond the Separator to the … Read more