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Connecting Dots

Joint Development

We are excited about working together with partners to solve materials problems.

Partners

Connecting Dots

In private partnerships with Auto Makers and Battery Manufacturers

Project Types

Connecting Dots

Optimize formulated materials

Examples

Battery electrolytes
Battery electrodes
Surfactants
Catalysts

Number of parameters: On the order of 10²

Optimize manufacturing process space

Examples

Water content spec
Coating anneal condition

Number of parameters: On the order of 10²

Optimize manufacturing process space

Examples

Battery cells (energy density, power density, cycle life, and cost)
Electrochromic glass (transmission range, color, switching speed and durability)

Number of parameters: On the order of 10³

Optimize manufacturing process space

Examples

Robotic high-throughput sample preparation and testing
Battery performance early diagnosis

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