Research

Research Articles

Materials science articles written from our data: kill reports on approaches that failed, methods, and state-of-technology landscapes. Auto-generated compound data profiles are listed separately under their own filter.

6 articles in State of Technology

State of Technology

Sodium-Ion Battery vs Lithium-Ion: Chemistry, Cost, and Status

How a sodium ion battery works, its cathode and hard-carbon anode materials, and how its cost, energy density and commercial status compare with lithium-ion.

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State of Technologytier_1

Lithium Iron Phosphate Battery vs NMC: LFP vs NMC Cathodes Compared

Lithium iron phosphate battery vs NMC: how LFP and NMC 811 cathodes compare on energy density, cycle life, thermal safety, cost, and cobalt and nickel use.

Lattice Graph Research
State of Technologytier_1

GaN vs SiC: Wide Bandgap Semiconductors Compared

Silicon carbide vs gallium nitride: how these wide bandgap semiconductors compare on band gap, breakdown field, heat, cost, and where each wins in power and RF.

Lattice Graph Research
State of Technologytier_1

Critical Minerals and Rare Earth Elements: Supply, Uses, Risks

What makes a mineral critical, the 17 rare earth elements and their uses, who mines and refines them, battery mineral concentration, and how recycling can help.

Lattice Graph Research
State of Technologytier_1

Battery Recycling: How Lithium-Ion Cathode Materials Are Recovered

How lithium-ion battery recycling works: black mass, pyrometallurgy vs hydrometallurgy vs direct recycling, LFP economics, and EU recovery targets.

Lattice Graph Research
State of Technologytier_1

State of Solid-State Batteries in 2025: What the Data Actually Shows

Solid-state batteries promise higher energy density, faster charging, and improved safety over liquid electrolyte cells. But our reading of computational screening data on 14,000+ candidate electrolytes and of 340 patent filings (our counts; protocols and lists not shown here) suggests to us a gap between press releases and material reality. Here is what the data says about sulfide, oxide, and polymer electrolyte families — and which approaches are closest to commercialization.

Lattice Graph Research

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