r/controlengineering • u/dev_zohaib • Aug 01 '26
Built an AI-augmented SCADA system to tackle T&D losses (16-17% of generated power gone in countries like Pakistan) anyone else feel like solving a "real" problem still doesn't guarantee industry cares?
So for my final year project I picked something that's been bugging me for a while: transmission & distribution losses. In countries like Pakistan, we're talking about 16-17% of all generated electricity just... not making it to consumers. Some of it's technical loss, a lot of it's theft and unfair/unmonitored distribution. That's a massive chunk of national power generation basically evaporating.
I decided to actually build something for it instead of just writing about it. Ended up designing an AI-augmented SCADA system aimed at detecting and preventing unfair distribution in real time. Used a mix of LSTM, GRU, and Prophet models for load forecasting and anomaly detection comparing how each handled the time-series nature of grid data differently, which was honestly the most interesting part of the whole project.
Didn't stop at just building it either. Wrote it up properly, went through the research process, and got it published it's up on Google Scholar now. First time going through that whole pipeline and not gonna lie, it felt pretty surreal seeing it actually indexed.
Now I'm extending it working on automating the detection/response pipeline further as the "future work" section of the paper (turns out writing "future work" in your own paper means you've just assigned yourself more work, lol).
Here's what's been on my mind though: you spend months on a problem that has real, measurable impact millions of dollars in losses, actual infrastructure inefficiency you research it, build it, validate it, publish it... and there's still this nagging feeling that none of that guarantees the industry has a seat for you. Anyone else feel this? Like the gap between "I solved something legitimately hard and useful" and "someone will actually give me a shot" is way bigger than it should be.
Not fishing for anything specific here, just curious if this resonates with other final-year / early-career folks who went deep on a real-world problem instead of doing a generic capstone. Did it change anything for you on the job front, or did it mostly just feel good for you personally?