Research Collaboration Opportunities

Rare-earth separation, material characterization, contamination tolerance, recovery efficiency under real-world conditions

Acoustic-thermal sensing validation, signal processing in noisy environments, multi-modal sensor fusion

Multi-modal classification under interference, adaptive learning for heterogeneous assemblies, real-time decision systems

Adaptive manipulation in unstructured environments, handling fragile components, precision disassembly strategies

Closed-loop processing, separation chemistry at scale, environmental safety, hazardous material handling protocols

Module coordination, control systems architecture, optimization under uncertainty, failure mode analysis

Initial exploration of research alignment and capabilities

Define specific research questions and expected outcomes

Confidentiality agreement for detailed technical discussions

Formal partnership with milestones and deliverables

Collaborative validation with clear success criteria