The sciency-part of the article seems a bit thin, but... cooler transformers absolutely imply a more stable power grid!
A good while ago, I got hired as part of a team by a local grid operator to analyze all the data they could get from their new transformers. These transformers were deployed to neighborhoods, and could report, like, 200 operating parameters in real-time.
This was pretty cool! So we quickly created an infrastructure to collect all these stats and feed them into a then-newfangled Machine Learning model.
Said model exercised its perceptrons for a while, correlating all possible parameters against the probability of experiencing an outage, and then came up with <drum roll> transformer oil temperature as the only reliable indicator of failure.
Which was sort-of a disappointment to the grid operator, as they already knew that, but it enabled them to not pay the license fee for all the 200 new metrics, and just continue with the one they already had, albeit with a bit more focus.
TL;DR: Doping the paper insulation in a transformer with nanometer boron nitride particles increases its thermal conductivity, reduces the temperature at hot spots by 5-10 C, and increases the lifespan of the transformer by 2-3x.
The sciency-part of the article seems a bit thin, but... cooler transformers absolutely imply a more stable power grid!
A good while ago, I got hired as part of a team by a local grid operator to analyze all the data they could get from their new transformers. These transformers were deployed to neighborhoods, and could report, like, 200 operating parameters in real-time.
This was pretty cool! So we quickly created an infrastructure to collect all these stats and feed them into a then-newfangled Machine Learning model.
Said model exercised its perceptrons for a while, correlating all possible parameters against the probability of experiencing an outage, and then came up with <drum roll> transformer oil temperature as the only reliable indicator of failure.
Which was sort-of a disappointment to the grid operator, as they already knew that, but it enabled them to not pay the license fee for all the 200 new metrics, and just continue with the one they already had, albeit with a bit more focus.
POV: "Cooler transformers" == GPT with enhanced rizz
TL;DR: Doping the paper insulation in a transformer with nanometer boron nitride particles increases its thermal conductivity, reduces the temperature at hot spots by 5-10 C, and increases the lifespan of the transformer by 2-3x.
Thank you for summarizing!