loader from loading.io

EP246 Beyond MERV: The Truth About Smoke, Sensors, and Standards With Sissi Liu (October 2025)

Building HVAC Science

Release Date: 11/28/2025

EP283 AI in HVAC: Beyond the Hype With Tyler Nelson and Billy Spohn (August 2026) show art EP283 AI in HVAC: Beyond the Hype With Tyler Nelson and Billy Spohn (August 2026)

Building HVAC Science

Quotes from the episode:  "This is no longer a push-pull industry. This is a thinking person's game now."   "The better context you give AI, the better partner it becomes."  "Ask AI to teach you how to use AI in your particular situation."     Artificial intelligence is rapidly becoming one of the most practical tools available to HVAC professionals—but only if it's used as a thinking partner rather than a shortcut. In this episode, Bill Spohn is joined by Tyler Nelson, a nationally recognized HVAC educator and combustion expert,...

info_outline
EP282 Building Better Leaders: Jane Sidebottom on Mentorship, Workforce, and the Future of HVACR (July 2026) show art EP282 Building Better Leaders: Jane Sidebottom on Mentorship, Workforce, and the Future of HVACR (July 2026)

Building HVAC Science

Quotes from the episode:    "It's not just about features and benefits anymore. It's about the impact your products have on your customer's business."    "Training teaches skills. Mentorship builds confidence."    "Someone somewhere saw that we were good at something and helped us channel it."    "Words matter."      The HVACR industry has talked about the workforce shortage for decades—but are we finally making progress?    In this episode, Bill sits down with Jane Sidebottom,...

info_outline
EP281 Building a Diagnostic-First HVAC Company with Derek Aarstad show art EP281 Building a Diagnostic-First HVAC Company with Derek Aarstad

Building HVAC Science

Quotes from the episode:    "When your HVAC system is performing at 100%, but the home isn't, the problem isn't the equipment anymore."    "Our job is to be investigators first and installers second."    "Homeowners don't just need to know their HVAC system. They need to know their home."    "If you think I'm doing too much testing, I'd argue you're probably not doing enough."    Many HVAC contractors say they focus on comfort, but Derek Aarstad has built his entire business around proving where comfort...

info_outline
EP280 What 130 Million Homes Can Teach HVAC with Scott Rosenberg (June 2026) show art EP280 What 130 Million Homes Can Teach HVAC with Scott Rosenberg (June 2026)

Building HVAC Science

Quotes from the episode: “You sell an amazing product that represents the future of home heating and cooling. But selling it, promoting it, and capturing consumers’ attention is hard. At 257, we use data to help you do that more efficiently.”  “The best way to judge the effectiveness of machine learning and AI is by the outcome: Did I sell more at a lower cost?” “It wasn’t simply having a heat pump or solar system. Talking about it during the sales process had a positive effect on the home’s sale price.” How can HVAC contractors identify the homeowners most likely to...

info_outline
EP279 Curiosity, Heat Pumps, and the Details That Matter – A Conversation with Edward Louie (July 2026) show art EP279 Curiosity, Heat Pumps, and the Details That Matter – A Conversation with Edward Louie (July 2026)

Building HVAC Science

Quotes from the episode:   "Comfort isn't just about air temperature—it's also about the temperature of everything around you."   "If it's difficult to maintain, eventually it simply won't be maintained."   "Stay curious about your built environment. Pay attention, ask questions, and keep learning."   Edward Louie of Pacific Northwest National Laboratory joins Bill Spohn for a thoughtful discussion that goes far beyond heat pumps. Known throughout the building science community for his data-driven LinkedIn posts and willingness to challenge conventional wisdom, Edward...

info_outline
EP278 From Boiler Timers to Predictive Control: Smarter Heat for Multifamily Buildings with Heather Zoberman from Entech (June 2026) show art EP278 From Boiler Timers to Predictive Control: Smarter Heat for Multifamily Buildings with Heather Zoberman from Entech (June 2026)

Building HVAC Science

Quotes from the episode: “Technology does its best work when it turns invisible problems into obvious next steps.” “Most buildings are already telling us what they need. The trick is finally learning how to listen.” “You can’t optimize what you can’t see, and old buildings have been hiding their stories in boiler rooms for decades.” In this episode of Building HVAC Science, Bill speaks with Heather Zoberman of ENTECH about how older multifamily buildings can move from basic, wasteful boiler control toward smarter, data-driven heating and cooling management. Heather explains...

info_outline
EP277 Dirty Little Secret: Why Heat Pumps Need Deep Cleaning with Gabriel Erde-Cohen (June 2026) show art EP277 Dirty Little Secret: Why Heat Pumps Need Deep Cleaning with Gabriel Erde-Cohen (June 2026)

Building HVAC Science

Quotes from the episode: “Heat pumps can’t meet their promise if they’re not properly maintained.” “Vacuuming the filter matters, but it is not the same thing as deep cleaning the system.” “If it has a coil and a fan, we can clean it.” “Electrification only works as intended when the equipment keeps working as intended.” In this episode of Building HVAC Science, Bill talks with Gabriel Erde-Cohen, founder of We Clean Heat Pumps, about an often-overlooked part of electrification: what happens to heat pumps after installation. Gabriel shares how his Vermont-based business...

info_outline
EP276 When “Passed Inspection” Isn’t Good Enough with Cy Porter (May 2026) show art EP276 When “Passed Inspection” Isn’t Good Enough with Cy Porter (May 2026)

Building HVAC Science

Quotes from the episode: “Passed inspection is not the same as built correctly.” “The best inspectors keep learning, because no one person masters every trade, every code, and every overlap.” “Small defects do not stay small when they are hidden behind walls, ceilings, and warranty paperwork.” In this episode of Building HVAC Science, Bill Spohn talks with Cy Porter of CYFY Home Inspections, an Arizona-based home inspector known for his blunt, high-energy social media videos that expose defects in new-construction homes. Cy specializes in one-year and two-year warranty inspections,...

info_outline
EP275 The Sound of Better Buildings with Kieren McCord (May 2026) show art EP275 The Sound of Better Buildings with Kieren McCord (May 2026)

Building HVAC Science

Quotes from the episode: “The tighter your envelope, the more attention you have to pay to ventilation and indoor air quality.” “The acoustics of the ordinary rarely gets attention.” “There’s so much good work being done, so much data being collected, and oftentimes it doesn’t leave the hard drive.” “Noise annoyance may be one of the things people are most passionate about.” In this episode of the Building HVAC Science Podcast, Bill Spohn welcomes Kieren McCord, a research scientist at Pacific Northwest National Laboratory, for a conversation about indoor environmental...

info_outline
EP274 The Heat Pump Summit Is Building More Than Better Systems with Brent Davidson (May 2026) show art EP274 The Heat Pump Summit Is Building More Than Better Systems with Brent Davidson (May 2026)

Building HVAC Science

Quotes from the episode: “Stop trying to HVAC your way out of bad buildings, and your results will market themselves.” “The quality work and word of mouth are real when you’re doing building science-backed work with quality staff.” “Come with problems you’re actively trying to work on and meet others who can help you work on them.” In this episode of Building HVAC Science, Bill welcomes back Brent Davidson of the U.S. Heat Pump Summit for his third appearance. Brent shares what emerged from the first full-scale national Heat Pump Summit held in Massachusetts in November 2025,...

info_outline
 
More Episodes

Episode quotes:

“Below about 0.4 microns, many low-cost PM sensors are basically guessing—right where wildfire smoke and aerosols live.” — Sissi Liu

“Electrostatic filters can look great at first—and then fall off a cliff in smoke. Pressure drop won’t warn you.” — Sissi Liu

“Science is a way of thinking much more than it is a body of knowledge.” — Carl Sagan

 

Eric digs into the “fresh air” myth with Sissi Liu, CEO/co-founder of Metalmark Innovations and active ASHRAE committee member. Sissi explains why “outdoor = fresh” is context-dependent—urban pollution, agricultural activity, and especially wildfire smoke can make outdoor air worse than indoor air. Because air quality is dynamic, she pushes for comparing indoor and outdoor conditions in real time and ventilating intelligently, with attention to the energy cost of conditioning outside air.

They then get nerdy on sensors and filters. Many low-cost PM2.5 laser-scattering sensors struggle below ~0.4 µm and can misread certain particle types (e.g., dark/black carbon), which matters because smoke and pathogen-carrying aerosols often live in the ~0.1–0.3 µm range. On filtration, Sissi contrasts mechanical vs. electrostatically charged media: electrostatic filters start efficiently with low pressure drop but can lose effectiveness within hours in smoke events. In contrast, mechanical media hold up better (though at higher pressure). She highlights ASHRAE 52.2 Appendix J (loaded efficiency) and argues that standards—along with reporting practices—must evolve for wildfire realities.

Key takeaways

  • “Fresh air” is conditional: check outdoor AQ (and indoor) before cranking up ventilation.

  • IAQ is dynamic; test and compare locally rather than assuming static conditions.

  • Consumer PM sensors can under-count the tiniest and darkest particles; treat data with caveats.

  • Wildfire smoke clusters in the most-penetrating particle size (~0.1–0.3 µm) for many filters.

  • Electrostatic filters may degrade fast in smoke; pressure drop alone won’t reveal failure.

  • ASHRAE standards (e.g., 52.2 Appendix J, SGPC-44) are evolving—industry needs to catch up.

Sissi’s LinkedIn: https://www.linkedin.com/in/liusissi/

Metalmark website: https://metalmark.xyz/

 

 

This episode was recorded in October 2025.