PSNERGY LLC

Case Study: Waste Heat Recovery & Digital Innovation Cut Cycle Times

What if your furnace could run faster, cheaper, and cleaner — without major capital investment? Carl Nicolia, president at PSNERGY, LLC, discusses how using waste heat recovery and smart combustion monitoring can cut cycle times in half, reducing gas consumption, and eliminating zone temperature variations.

This informative piece was first released in Heat Treat Today’s October 2025 Ferrous & Nonferrous Heat Treatments/Mill Processing print edition.


Optimizing combustion and reclaiming waste heat can dramatically improve furnace performance. A real-world bar and coil annealing case study shows how simple retrofits reduced ramp cycle time, cut gas consumption, and eliminated zone temperature variation. The results demonstrate how heat treaters can boost throughput, lower costs, and improve quality without major capital investment.

The Challenge of Industrial Furnace Efficiency

Industrial furnaces are the backbone of metals processing, enabling heat treatment, annealing, forging, and countless other applications. Despite their importance, these furnaces are inherently inefficient. In most cases, less than half of the energy generated by burning natural gas actually reaches the load. Energy is continuously lost through exhaust gases, radiant losses, opening losses, and the heating of fixtures and refractory walls.

On top of this inefficiency, combustion ratios drift over time. Burners fall out of tune, air-to-fuel ratios shift, and temperature distributions across zones become imbalanced. Even with regular maintenance, most furnaces run well below their optimal performance for a significant portion of their operating lives. See figures 1a and 1b, which illustrate how quickly furnaces drift out of tune. Therefore, regular monitoring and adjustment are essential to avoid energy losses and reoccurring performance issues.

This raises a critical question for heat treaters and metal processors: how much efficiency is being left on the table? And more importantly, what would it mean for throughput, energy costs, and product quality if some of that efficiency could be reclaimed?

The following case study of a bar and coil annealing furnace provides a compelling answer.

Figure 1a, 1b. A demonstration of temperature drift that happened in a furnace that was serviced in August 2018 and then again in May 2019. The red points represent oxygen levels measured at each burner when the PSNERGY team arrived on site, while the blue points show oxygen levels immediately after tuning. Although the furnace was optimized during the August 2018 service, the system had already shifted far from optimal conditions within a few months (May 2019). This highlights the inherent inefficiency and constant variability of combustion systems. Source: PSNERGY, LCC

The Application

The facility in this example operates a batch furnace dedicated to bar and coil annealing. The furnace is equipped with 14 non-recuperated U-tube burners across two heating zones.

While reliable, the furnace faced two persistent challenges: long cycle times and inconsistent temperature uniformity across the two zones. Both issues reduced throughput and posed risks to product quality and delivery while also driving up energy costs.

The Problem

The problems facing this manufacturer were not unusual. Long cycle times limited furnace productivity, creating bottlenecks in meeting customer demand. At the same time, uneven zone temperatures made it difficult to maintain uniform metallurgical properties in the product.

With natural gas prices trending upward, energy costs compounded the problem. Every additional hour in the cycle not only resulted in lost throughput, but also higher gas consumption.

The Objective

The project set out with three clear objectives:

  1. Reduce total cycle time: By shortening ramp-up time, the furnace could complete more loads per month, increasing throughput.
  2. Improve zone uniformity: Temperature variation between zones not only affected quality but also required longer soak times to ensure the coldest parts of the load met specifications. Eliminating this variation would allow for both higher quality and shorter cycles.
  3. Lower gas consumption: With energy representing a major portion of operating costs, reducing fuel usage was essential to improving competitiveness and profitability.

The Solution

This improvement method went beyond the traditional practice of tuning a furnace every six to twelve months. Instead, it involved a broader approach utilizing waste heat recovery and digital monitoring tools to achieve optimal combustion at every burner.

The process involved:

  • Installing ceramic radiant tube insert assemblies into the U-tubes
  • Utilizing a combustion monitoring and alerting system to measure air-to-fuel ratio at all burners on the furnace
  • Adjusting all burners to operate within an optimal excess oxygen window (typically between 2.8% and 3.2%) and maintaining those settings over time
  • Ensuring balance between zones allowing the furnace to deliver uniform heating to the load

Figure 2. Before vs. after RIT installation. Source: PSNERGY, LLC

The project began with installing waste heat recovery on all 14 of the non-recuperated U-tubes. In this case, ceramic radiant tube inserts (RTIs) were used because they are quickly and easily installed and capture waste heat normally lost out the exhaust, keeping the energy inside the furnace. Additionally, the RTIs improve temperature uniformity, and reduce gas consumption (see Figure 2).

Installing combustion monitoring at each burner is key to keeping the improvements in place. Instead of waiting for issues to show up in product quality, operators can see what is happening at the burners in real time. When a burner starts drifting out of balance or tune, they have the data to correct it immediately. Constant visibility helps the furnace stay efficient and consistent.

Precision is important when considering the physics of combustion. Measuring excess oxygen at less than 1% (running rich) indicates incomplete combustion is occurring, leading to carbon monoxide and soot formation. At the other extreme, running with too much excess air (running lean) wastes energy. Even 5% excess oxygen results in roughly 13% less energy to the load, while 7% excess oxygen increases those losses to 21%, all while burning the same amount of natural gas.

The Results

The outcomes of this project were dramatic.

  • Ramp cycle reduced by 53%. Prior to any improvements, the furnace cycle time was 30 hours, with ramp-up time accounting for a major portion of the overall cycle. After optimization, ramp-up time was reduced by 8 hours, enabling faster turnaround and greater throughput.
  • Gas consumption reduced by 59% per load. Improved combustion efficiency means that less fuel is required to reach the same metallurgical results. This reduction directly lowers operating costs and CO2 emissions per ton.
  • Zone temperature variation eliminated. By balancing combustion across zones, the furnace achieves uniform heating, reducing the risk of quality issues and minimizing the need for extended soak times.

Figure 3. Graph shows Zone 1 and Zone 2 uniformity (identical curves depicted by yellow and green lines) after the combustion monitoring improvements. Source: PSNERGY, LLC

For the manufacturer, these results translated into both immediate savings and long-term operational advantages. Throughput increased while emissions and quality risks were reduced (see Figure 3).

Broader Implications for Industry

While this case study focuses on a single bar and coil annealing furnace, its implications extend across the heat treat and metals industries.

Most industrial furnaces, regardless of size or application, experience similar inefficiencies. Over time, combustion drifts away from optimal conditions, often unnoticed until performance or quality issues arise. Standard practice, tuning once or twice a year, is rarely enough to maintain proper function.

Capturing waste heat and utilizing technology to monitor and maintain combustion represent major opportunities for manufacturers. By reclaiming even a portion of the 10–30% efficiency losses that occur between tunings, facilities can realize double-digit improvements in throughput and energy consumption.

The return on investment can be substantial. In most cases for these improvements, it’s months. Additional throughput alone will often justify the investment. In many locations, natural gas providers have incentives in place for these projects as they are proven to make substantial reductions in energy use. Just as important, optimizing combustion extends the life of burners and tubes, reduces maintenance emergencies, and stabilizes furnace operation; again, reducing cost and improving efficiency.

Conclusion

Industrial furnaces are indispensable, but they do not have to be inefficient. This bar and coil annealing case study demonstrates that even established furnace systems can achieve impactful performance gains through retrofit combustion optimization.

By focusing on cycle time, energy use, and zone uniformity, manufacturers can unlock faster throughput, lower costs, and higher product quality, while also reducing emissions and operating stress.

The lesson for heat treaters is clear: combustion is not just a background process, it is the heartbeat of the operation. Maintaining combustion properly through the use of easily implemented technology can turn a productivity drain into a competitive advantage.

About The Author:

Carl Nicolia
President
PSNERGY, LLC

Carl Nicolia is president of PSNERGY, LLC, which provides modern solutions to combustion problems, improving equipment life, enhancing productivity, and reducing emissions through smart application of proprietary products, services, and technology.

For more information: Contact Carl Nicolia at cnicolia@psnergy.com.

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New Solution to Reduce Emissions and Increase Throughput at Tata Steel

HTD Size-PR LogoTata Steel will receive an IIOT (industrial internet of things) solution for their industrial furnaces. This solution is designed to reduce emissions and increase furnace throughput by measuring, maximizing, and maintaining energy input through the combustion process.

PSNERGY LLC's Total Combustion Solution consists of combustion monitoring and alerting, which delivers simple and actionable combustion performance reports resulting in reduced equipment downtime, as well as radiant tube inserts to absorb and radiate energy into the load. This package is set to increase productivity and reduce emissions at Tata Steel furnaces. The project will be completed by the end of Q2 in 2022.


Find heat treating products and services when you search on Heat Treat Buyers Guide.com


 

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The Science of Combustion in an Era of Uncertainty

Carl Nicolia, President of PSNERGY, LLC (photo source: Carl Nicolia)

There was a time when the caveman’s torch was the top end of heat treating technology. We have since learned that all fire is not created equal.  Heat treat technology has evolved from fire to combustion and from combustion to efficient combustion.”

Join Carl Nicolia, president of PSNERGY, LLC, as he challenges industry leaders to evolve with viable and proven solutions to achieve combustion and furnace efficiency in this original Heat Treat Today article.

This article appears in the June edition of Heat Treat Today’s Automotive Heat Treating magazine.


As a technical professional, engineer, and self-proclaimed geek, in times of uncertainty I take comfort in going back to fundamentals. Going back to basic concepts defined by fundamental scientific principles of physics and heat transfer brings us to a point where we know what will happen, and this can give us all some comfort in these uncertain times. We can take comfort in knowing that when we combine the right mix of air and fuel with an ignition source, we will get fire! And as the caveman said, “Fire good!”

There was a time when the caveman’s torch was the top end of heat treating technology. We have since learned that all fire is not created equal. Heat treat technology has evolved from fire to combustion and from combustion to efficient combustion. We have learned how to optimize the delivery of energy produced by fire to achieve remarkable results. There is high-value technology available today (i.e. low cost with high impact) that can be quickly and easily implemented on existing furnaces, regardless of size or age.

Businesses are moving through some of the most challenging times in modern history. Even though a few months ago the economy was booming, we are now being pushed to respond in new and unique ways.  Many businesses, though, have existed for generations and have overcome other challenging market conditions. How did they survive? They evolved!

Darwin was right; “It is not the strongest of the species that survives, not the most intelligent that survives.  It is the one that is most adaptable to change. Intelligence is based on how EFFICIENT (my emphasis) a species became at doing the things they need to survive.”

Industries coming back online after extended down times and lost production days, are driving new customer demands for quality parts produced faster and cheaper. End customers are executing plans to ramp-up their plants to run at maximum efficiency. They are securing additional critical inventory and capacity from their supply chain. The productivity ante has been raised! Have your operations evolved to meet these demands?

Combustion efficiency and furnace efficiency are the heart of all gas-fired heat treating operations. Combustion and furnace efficiency can mean the difference between profit and loss, high quality and scrap, survival and extinction. Now more than ever, finding low-cost, easily-implemented technologies to increase efficiency is critical to your business’s evolution. Good news: Products and services enabled by revolutionary technology exist today and can improve the efficiency of your business. Because the technology is revolutionary, the implementation is simple.

Case Study

To understand the impact of this type of innovative technology, let’s look at an example from a contract heat treating company with a 9’ IQ box furnace. This batch annealing furnace is heated by four 5” ID x 65” U-tubes with bayonet recuperators. The company installed the latest technology of radiant tube inserts (RTI) into the exhaust legs of the radiant tubes. Once the RTI’s were installed, the combustion system was tuned, utilizing the latest sensing technology.  The results are impressive:

  • Recovery cycle time reduced by 25%
  • Total gas consumption per load reduced by 5%
  • Furnace output increased by 10%

Total time to implement this solution was one day. Total cost to implement this solution was less than $10,000. Payback on this installation was less than three months!

Combustion Efficiency

Combustion efficiency is getting the most energy out of the gas purchased and ensuring you continue getting that same level of performance. Most talk about the importance of proper tuning, yet how many recognize the likelihood they are not running optimally today and can quantify the impact? A furnace running just two points out of tune at 5% excess oxygen is delivering 8% less energy to the system. Jump that to 7% excess oxygen and you are throwing away over 20% of the energy. Keeping the combustion system in tune is critical (Figure 1).

Figure 1: Impact of proper combustion tuning. (photo source: Carl Nicolia)

Just like the caveman, gone are the days of running through the burners with a handheld meter once a year, making adjustments based on a single point in time. There are combustion engineering service teams utilizing the latest technology to achieve higher levels of system performance. It is no longer acceptable to take a burner view of combustion: It must be at the combustion system level. If your service team is still working with single handheld meters, it is time to evolve. At a minimum, service teams today should be equipped with the latest sensing technology that allows them to view combustion in entire zones, if not entire furnaces, record data over the range of operation, and store this data for trending and preventive maintenance.

Once the combustion system is tuned, it is necessary to ensure the system stays tuned. Technology that monitors combustion across the entire furnace multiple times per day is available. Utilizing the latest sensing equipment, along with leading edge controls and IIOT technology, these systems seamlessly collect, analyze, and store combustion data and provide simple actionable alerts that keep your combustion system operating at maximum efficiency. Utilizing this type of technology allows you to stay ahead of combustion efficiency in real time and prevent your operation from throwing away profits.

Furnace Efficiency

Getting and keeping maximum combustion efficiency is certainly the first step in your evolution; however, the only thing you get paid for is getting that energy to product. How well the energy provided through efficient combustion is transmitted to the product being processed is called furnace efficiency. Again, there is low-cost, high-value technology available to increase furnace efficiency.

Waste heat recovery technology continues to evolve. Recuperators have been a great first step that many in the industry have incorporated into their systems, but there is more that can be done.

Ceramic inserts are waste heat recovery devices that work alone, or in conjunction with recuperators, balancing the energy delivered across the entire length of the radiant tube, significantly improving furnace efficiency as well as increasing radiant tube life. Recent technological advancements in ceramic insert design and material have increased the effectiveness of ceramic inserts. Additionally, alternative radiant tube designs, such as bubble tubes and textured tubes, help deliver more energy to the product.

Don't let your radiant tube furnace be the caveman of your operations. Take comfort in understanding that all fire is not created equal, and many combustion technology advancements are based in fundamental scientific principles. Get more information on these low-cost and easily implemented technologies available to the heat treating industry today. Recognize that utilizing these revolutionary technologies is the key to evolving your business to measurably higher levels of responsiveness and performance and will allow your business to thrive in this environment.

Will you evolve?

 

About the Author: Carl Nicolia is president of PSNERGY, LLC, which provides modern solutions to combustion problems, improving equipment life, enhancing productivity, and reducing emissions through smart application of proprietary products, services, and technology.

For more information, contact Carl at cnicolia@psnergy.com or 814.504.2326.

(photo source: Charles Ronodeau from Pixabay.com)

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