Robert Fassbender's blog

Control the weather? Create or Edit weather files!

Posted on: July 29, 2013

With the addition of our new chat functionality, we have received a lot of feedback and learned that many of you want to control the weather.

We figured out how to control the weather - well at least in an energy-model. Per your feedback, we made it easy for you to edit or even create weather files (and do all of this entirely in Microsoft Excel).

Many of you have probably tried editing weather files - and you probably found that it would be easier to control the actual weather.

The folks here put our heads together, and with my ninja-like weather-editing skills, and with a little programming, we created a spreadsheet that makes it simple for you to import weather data, edit it, and then export the changes directly into a file that is immediately readable by TRACE 700 or EnergyPlus (Actually, the file is even readable by DOE2 when converted to BIN - which takes about 5 minutes) 

Click here to control the weather! (...virtually)

Matching Energy models to Utility Bills

Posted on: May 22, 2013

One of the most common complaints a client (or an energy modeler) vocalizes is that the energy model does not match up with the existing utility rates. 

It seems that no matter how much you explain that the % savings stays the same regardless of an exact match on utility bills - the client won't believe you, until he or she sees the utility bills matching with the energy model output.

I've heard this question a lot... That's probably an understatement. As a result, I found that I was able to solve mis-matched models based on a "gut feeling". However, one day I decided to write down my thought process to obtain this "gut feeling" and realized that there was a method I was using, based on seeing thousands of energy-models. (to be specific, this happened after I deduced a Utility bill problem in EnergyPro for someone with whom I had supported - and the funny part is that I have never even opened EnergyPro)

With my nerdy side emerging, I did what most engineers would do: I made a spreadsheet. I noted patterns between the month to month relationships of the energy-model vs. the actual utility bills.

The result I came up with is a 7 step approach to finding what you need to change in your Energy-model to help it match the existing utility bills. Now, it can't solve everything (2012 was an unusually WARM year - and thus can't match up with an energy model built with a standard TMY3 weather file). However, I tried the 7 step approach, and I got my model to match the 2012 utility bills anyway. (every month of gas & electric bills to match +/- 5%)

Bonus LEED Points by Simple Math

Posted on: February 2, 2012

LEED Points Logo

Let's cut straight to it:

LEED background information:

LEED energy models have a default requirement that process loads and receptacles are 25% of the baseline building costs. The total cost must be identical in the proposed LEED model.

However, this assumption is based on a standard office building. Thus, if the process loads and receptacles are designed and documented (think spreadsheets, or even a basic description), one can use the actual designed loads. This can yield free leed points, bascially LEED plus a little math gets you 2 valuable LEED points.

....LEED + Math = 2 Points!

Example LEED Case Study:

Let's consider a building that has 31% savings on the proposed building over 90.1-2007 building:

Let's say the Baseline utilities are $100,000 annuallu, of which $25,000 is from misc equipment ($75,000 from everything else). At 31% savings, the Proposed building would be $69,000 annually - of which $25,000 is from misc equipment (since by default, it must equal the baseline)

If instead, someone took the time to do it, and the misc loads were documented and that made the price equal to $15,000 in the baseline model, the revised savings are:

Baseline:

$75,000 (everything else) + $15,000 = $90,000

New Advanced material for eQUEST course

Posted on: November 29, 2011

Energy-models.com is proud to announce a new advanced section in the eQUEST online course. While there are more videos in production, we have just released these popular requests (most of them are related to LEED or to help yield more LEED points):

All lessons contain real-world demos in eQUEST. These are best lessons of the course. Thanks for adding them

Ryan P.  - eQUEST user

  • Global parameter example (change LPD quickly in parametric runs)
  • Model a Dedicated Outdoor air unit
  • Model Energy Recovery Devices
  • Daylighting 
  • Custom curves (example using a LEED fan curve)
  • Optimum Start schedules (for LEED)
  • Import custom items (import curves for LEED)
  • Calculate Loads in eQUEST (Try the free tool)

Confessions of an Energy Modeler

Posted on: November 17, 2011

When it comes to energy, I suppose we are all hypocrites at some point. I mean, look at Al Gore flying around in a private jet. Of course, Al Gore isn't exaclty going to come clean on his hypocrisy. But, that's because he wouldn't make millions on his powerpoints movies.

Anyway we here at energy-models.com are dishing out the dirt. Do you have a confession? Please comment!

This is what got us started: here's an interesting forum post we had from a very zealous but graciously honest energy-modeler:

I have to be 100% honest here. I have a very general lust for sports cars but more specifically for older American Muscle cars. If there were an AA group for Energy Engineers who secretly love fast, questionably efficient cars (or better stated, not at all), then I would have to go and come clean. What can I say? In my professional life I eat and breathe building efficiency every working minute. But when I get into a car all I wanna do is go fast and live that visceral experience of accelration and sweet sweet sound of red lining a V8 as the speedometer climbs.

What Is a Building Decarbonization Roadmap? And Do You Need an Energy Model?

Posted on: June 3, 2026

Over the past few years, I've noticed a shift in the questions building owners are asking.

Ten years ago, many projects were focused on reducing utility bills.

A few years ago, much of the discussion centered around incentives such as 179D, utility rebates, and LEED certification.

Today, more owners are asking about carbon emissions, electrification, net zero buildings, and long-term decarbonization plans.

That often leads to a term that sounds more complicated than it really is:

Building Decarbonization Roadmap.

So what is a decarbonization roadmap, and does it require an energy model?

What Is a Building Decarbonization Roadmap?

A building decarbonization roadmap is simply a plan for reducing greenhouse gas emissions over time.

In most cases, the roadmap identifies:

  • Where the building's emissions come from today
  • Which improvements will reduce emissions
  • The expected cost of those improvements
  • The expected carbon reduction
  • A recommended implementation sequence

Think of it as a long-term plan rather than a single project.

A building owner may not replace every system at once. Instead, they may plan improvements over 5, 10, or even 20 years as equipment reaches the end of its useful life.

Where Do Building Emissions Come From?

For most commercial buildings, emissions generally come from:

  • Electricity consumption
  • Natural gas consumption
  • Fuel oil or propane, if applicable
  • District heating or cooling systems

The largest contributors often include:

  • Heating systems
  • Cooling systems
  • Ventilation systems
  • Lighting

FCM Green Municipal Fund: What Energy Modeling You Actually Need (And Where Projects Go Wrong)

Posted on: April 22, 2026

Many projects applying to the FCM Green Municipal Fund include an energy model.

Far fewer include one that actually reflects how the building operates.

On paper, the model may look reasonable. The report is clean. The savings appear solid.

But if the assumptions are off, the results are off. And when funding decisions are based on those results, that becomes a real risk.

What FCM Is Really Looking For

Programs supported by the Federation of Canadian Municipalities (FCM), including the Green Municipal Fund (GMF), are designed to support projects that deliver measurable environmental and energy performance improvements.

At a high level, that means:

  • a credible baseline
  • realistic energy savings
  • defensible assumptions

In most cases, the energy model is the primary tool used to demonstrate all three.

That makes the quality of the model critical.

Where Energy Models Typically Go Wrong

In practice, many models are built to satisfy a requirement, not to reflect actual building performance.

Common issues include:

  • models not tied to utility data
  • ventilation rates that do not match real operation
  • unrealistic occupancy and schedule assumptions
  • plug and process loads that distort results
  • stacked energy conservation measures that overstate savings

The model runs. The outputs look reasonable.

But the building does not behave that way.

That disconnect is where problems start.

Why This Matters for Funding

Funding decisions rely on projected performance.

Why Your Energy Model Matters When Applying for Funding in Canada

Posted on: April 22, 2026

When applying for energy funding in Canada, the energy model is often treated as a checkbox.

It gets built, included in the application, and used to estimate savings.

But in reality, the model is not just supporting the project. It is driving the entire financial case.

If the model is wrong, the savings are wrong.

And if the savings are wrong, the funding decision is built on a shaky foundation.

Funding Decisions Are Based on Projected Savings

Programs across Canada, including those supported by the Federation of Canadian Municipalities (FCM), rely on projected energy savings to evaluate projects.

Those projections determine:

  • whether a project qualifies
  • how much funding is awarded
  • whether the investment makes sense

All of that comes back to one thing:

The energy model.

The Problem: Most Energy Models Are Not Built for Accuracy

In practice, many models are created to meet a requirement, not to reflect reality.

They often rely on:

  • assumed operating schedules
  • estimated plug and process loads
  • simplified ventilation assumptions
  • default system performance

The model runs. The report looks clean. The savings appear reasonable.

But that does not mean the results are accurate.

Even small differences in assumptions can shift results significantly, especially when evaluating multiple energy conservation measures.

What Happens When the Model Is Off

When a model is not grounded in actual building performance, several things start to break down:

Claiming the ITC on Energy Projects? What ITC Actually Covers (And Why It’s Bigger Than You Think)

Posted on: April 22, 2026

What Is the Investment Tax Credit (ITC) and Why It Matters

The Investment Tax Credit (ITC) is one of the most powerful financial incentives available for energy projects in the United States. It allows building owners and developers to recover a significant percentage of project costs as a direct reduction in federal tax liability.

For projects involving solar, battery storage, geothermal, and other qualifying systems, the ITC can dramatically improve project economics by lowering upfront costs and accelerating payback.

But here’s what most people miss:

➤ The value of the ITC is not fixed. It depends on how the project is designed, documented, and structured.

Small decisions—like how costs are categorized, how systems are defined, or whether certain requirements are met—can change the credit by tens or even hundreds of thousands of dollars.

That’s why the ITC isn’t just a tax benefit. It’s a strategic lever that can make or break the financial viability of a project.

At a high level, the ITC allows you to claim a percentage of your project cost as a tax credit.

  • Base credit: typically 30% of eligible costs
  • Potential adders: +10% to +40% depending on project conditions (domestic content, location, low-income programs)
  • Applies to:
    • Solar PV
    • Battery storage
    • Geothermal systems
    • CHP and other qualifying technologies

Even more important:

➤ The ITC applies to more than just equipment

It can include:

  • Engineering and design
  • Installation labor
  • Interconnection costs
  • Permitting and soft costs

Calibration Variables to Consider

Posted on: March 12, 2026

Why Energy Model Calibration Gets Overwhelming

Calibration usually is not limited by a lack of variables. It is limited by having too many.

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