Completed2024
Montclair State University / CESACA foundation for circular solar research
Voucher-supported feasibility work connecting circular-PV research, data exploration and customer discovery.
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Follow the question. Inspect the evidence.
Research shaped by practical questions. Explore university-supported feasibility, staged development and a separate analysis of public energy data.
3 research projects
Development record2026
CSIT Clean Tech Seed Grant developmentFrom broad architecture to a focused next study
A $75,000 award supported pre-commercial research capacity across AI, sensing, simulation and additive manufacturing.
Read the case studyCompleted analysis2026
A solar-data model comparisonDo temperature features improve solar-output estimates?
A comparison of three regression models across two Indian solar plants, using chronological evaluation and reported benchmark results.
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The next study
Which tests change
the next module decision?
Can a PV-specific sequential testing policy reduce complete assessment cost across unfamiliar retired crystalline-silicon module lots, at matched routing-error and decision-coverage limits, while preserving required safety checks and outperforming efficient fixed testing and established adaptive methods?
- Agree the physical reference protocol, eligible optional tests and comparison methods.
- Capture paired measurements and acquisition-quality context with qualified support.
- Compare complete costs at matched routing-error and decision-coverage limits on held-out source lots.
Build the evidence together
A useful next question
starts a collaboration.
Research methods. Module access. Operator insight. Help shape the next bounded study.
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