Research & projects

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

Completed2024
Montclair State University / CESAC

A foundation for circular solar research

Voucher-supported feasibility work connecting circular-PV research, data exploration and customer discovery.

Read the case study
Development record2026
CSIT Clean Tech Seed Grant development

From 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 study
Completed analysis2026
A solar-data model comparison

Do temperature features improve solar-output estimates?

A comparison of three regression models across two Indian solar plants, using chronological evaluation and reported benchmark results.

Read the analysis

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?

  1. Agree the physical reference protocol, eligible optional tests and comparison methods.
  2. Capture paired measurements and acquisition-quality context with qualified support.
  3. Compare complete costs at matched routing-error and decision-coverage limits on held-out source lots.
Read the diagnostics research plan

Build the evidence together

A useful next question
starts a collaboration.

Research methods. Module access. Operator insight. Help shape the next bounded study.

Explore research collaboration