- Conference Article
- 10.1109/pvsc48320.2023.10359977
Operation Efficiency Gains from Analyzing Minimal Solar Cells Production Data
- Jun 11, 2023
- Johnson Wong + 5 more +5
On the typical solar cell factory floor, end-of-line I-V measurements and batch-level tracking data alone contain sufficient information about the underlying process tool performances for a variety of meaningful analysis that will lead to improved plant operational efficiency. In one PERC cell manufacturing site, an evaluation over two months data concluded that there is potentially 0.045-0.058% average efficiency gain by taking advantage of big-data analysis to perform preferential batch routing. When implemented to detect tool performance excursions, simulations for a larger 2–3 GW PERC plant show that an abrupt tool performance drop that negatively impacts cell efficiency by 0.05%, can be detected and traced to the correct problematic tool (out of 88 possible process tools) within 24 hours. This anomaly detection and root cause tracing can be further improved if other end-of-line and mid-stream measurements are also taken into consideration. Finally, the accuracy of the analysis technique in the face of tracking errors (imperfect batch integrity) is examined.
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