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Solar Operations Excellence

175 members • Free

8 contributions to Solar Operations Excellence
Weather modifying expected generation
Is there a simple way to weather adjust data (roughly) to be used for 1,000s of Residential assets clustered in a very small Region? We have monthly performance reviews and the same question comes up? Why was last year batter than this year? Etc… and the answer to all these questions is likely a column with some basic weather adjustment/month. Wanted to get thoughts as this would change my life! Cheers!
1 like • 13h
@Thomas Cox if the systems are in the US, are you aware of psm4 data from NSRDB? They are always one year behind (e.g., now they are up to 2024), but useful for historical evaluations and they are free! How to do that with too many systems? How many are too many? We simulate multi-year, fine temporal resolution datasets for every 4 km across the CONUS, see some examples here: https://sandialabs.github.io/pv-atlas/ but we have some fancy tools at Sandia (i.e., an HPC) that allows us to do that. If these data are shareable (even under an NDA), we would be interested in calculating performance metrics for large datasets, assuming you would allow us to publish aggregated anonymized maps to inform the public. These are useful for what I always say "closing the loop from operations to design".
Getting started with Data Science for solar O&M
Hi everyone, I’m glad I had the chance to meet Calin in person, and through his invitation I joined this community. I’m excited to learn more about Data Science as a complementary skill for solar O&M and operations. My background is in DevOps and automation, and my goal is to gradually add data analysis capabilities. I’m especially interested in data modeling, PV performance calculations, and practical analytics used in real plants. If you have recommended courses, learning paths, or hands-on ideas, I would really appreciate your input. Thanks a lot, Daniel
1 like • 2d
Hi Daniel, Here are some useful links for PV performance modeling and analysis: https://pvpmc.sandia.gov/ PV Performance Modeling Collaborative: modeling guide, data, tools, presentations from 15 years of workshops https://github.com/pvlib/pvlib-python Open access library for PV performance modeling https://github.com/pvlib/pvanalytics Open access library for PV performance analytics Marios
Top tips (reverse tip-top) to narrow your LCOE – from an operations perspective
I’d like to open a practical discussion focused on what truly reduces LCOE over the lifetime of a solar asset. No buzzwords. No glossy presentations. Just the operational decisions that consistently make or break performance. The logic is simple: the more optimized your production costs are, the stronger your IRR. Revenue strategy and trading merit a separate topic. Here, I’m interested specifically in the operational layer: Where do we gain the most efficiency? Where do we silently lose it? And maybe the more uncomfortable truths: Where do EPC shortcuts cost you for the next 25 years? What does ā€œbankable performance ratioā€ even mean in practice? Which suppliers survive the warranty period and which… don't. I’m looking to gather what actually works in the field, across regions, climates, EPC models, and asset sizes. So, from your experience: What are the concrete practices that consistently reduce LCOE?And where do operators commonly leave money on the table? Let’s go real :)
1 like • 30d
@Călin Sas and @David Moser: this is the only real evidence I have seen showing direct impact of EPC quality on O&M: https://solargrade.io/articles/2025-solargrade-pv-health-report/
1 like • 29d
@Călin Sas I did not notice that David Penalva is here too! šŸ˜€
PV + BESS design and monitoring
Hello everyone, I think this is a long shot, but does anyone in this group work with DC coupled PV + BESS? We are interested in the PV + BESS design aspect, but also the operations and monitoring. For example: - What tools does the industry use for designing such systems? Is it a siloed process (e.g., PVsyst for PV and maybe an excel spreadsheet for the BESS) or are there any integrated tools out there? - What about the monitoring? Is that still siloed? - Separate KPIs? Thanks, Marios
2 likes • 30d
@Fredy Canizares thank you for sharing this! It sounds like a lot of DC/AC AC/DC conversions and wiring, so I wonder what are the main reasons to opt for such design as opposed to DC-coupled? Is it lower complexity and/or higher reliability? For sure it is lower yield and maybe higher costs? I assume curtailed energy can be stored even in an AC-coupled system? Thanks again!
3 likes • 29d
@Fredy Canizares: These are brilliant insights, thank you very much for taking the time to explain!
What's is your idea..
What would you change about solar industry, if you given the chance?
2 likes • 30d
To stop recycling 10+ year old contracts and move on to performance guarantees (assuming stakeholders are involved from the beginning of the project).
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Marios Theristis
3
35points to level up
@marios-theristis-3162
Leading the PV Performance Modeling and PV O&M Analytics programs at Sandia National Laboratories

Active 11h ago
Joined Nov 6, 2025
United States
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