Published

1 year ago

December 24, 2024

Alice Rush

kWh Analytics is set to continue phase two work on a $2M award from the U.S. Department of Energy (DOE) under the Increasing Affordability, Reliability and Manufacturability of PV Cells, Modules and Systems award.

The initiative, under the department’s Solar Energy Technologies Office, is aimed at extending the lifespan of PV systems.

This award enables the continuation of research the company began in 2022 into building a program for insurers to incent solar asset owners for reliability measures. Over the past 24 months, kWh Analytics has been developing ways to identify points of solar PV equipment failure and understand the resolution outcomes that bring sites back online quickly and efficiently with the end goal of creating a “safe driver discount” for reliable assets.

To achieve this, the company says it used natural language processing of O&M service logs to learn what makes solar assets reliable. These field insights inform upstream stakeholder decisions, such as O&M preventative maintenance and spare parts strategies, thus developing a feedback loop.

“As an insurance stakeholder, we are continuously collecting and analyzing data, and looking for opportunities to incentivize reliable and resilient behavior,” says Jason Kaminsky, CEO of kWh Analytics.

“We are grateful to the Department of Energy for enabling us to share important findings that will impact how the industry designs and operates solar PV facilities and reward those reliability measures, as we collectively work to build a reliable clean energy future.”

As kWh Analytics enters the second phase of the DOE project, the company will explore ways in which field data can inform insurers’ decisions to incent asset owners for putting reliability measures into practice.

The company plans to publish the results of its research project next year.

The decision to further fund kWh Analytics’ research in this area is the latest milestone in the company’s strong and enduring relationship with the DOE. Most recently, kWh Analytics was awarded $2.4 million by the DOE’s Materials, Operation, and Recycling of Photovoltaics Funding Program in September.

The post DOE Gives kWh Analytics Permission to Continue PV Reliability Award appeared first on Solar Industry.

DOE Gives kWh Analytics Permission to Continue PV Reliability Research

Renewable Energy

The Catastrophic Shift in America’s Impact on the World

Published

16 hours ago

March 22, 2026

Alice Rush

It’s not as if the United States has held the moral high ground throughout its history, with its slavery, the butchering of the Indians, Jim Crow, the support of tyrannical dictatorships around the globe, and the corrupt suppression of the working class in favor of Trump’s billionaire donors.

Yet, it was very recently that the entire nation became a force for the destruction of civil society.

The Catastrophic Shift in America’s Impact on the World

Renewable Energy

We’re Running Out of Time

Published

2 days ago

March 20, 2026

Alice Rush

There really are threats to human civilization that seem to be mounting in intensity:

• World fascism. (If it can happen in the U.S., it could conceivably happen anywhere.)

• Environmental collapse.

• Malicious use of AI.

• Pandemics, as misinformation on vaccinations spread and the frozen tundra melts, releasing pathogens never seen by humans.

• Nuclear war.

Addressing the point made at left, is there any scenario in which world governments agree to cooperate so as to stave off the end of an organized society here on Earth? One supposes so, though it sounds far-fetched in today’s world in which the leaders of most of the 200+ sovereign nations are trying so desperately to cling to power.