Failure Analysis To Improve Reliability Of Production Equipment

Written by Rahul Verma | Updated: February 12, 2026

Failure Analysis To Improve Reliability Of Production Equipment

Written by Rahul Verma |  Updated: February 12, 2026

Failure analysis is a crucial tool in identifying the root causes of equipment failures and devising strategies to improve the reliability of production equipment. Let’s consider an example of how failure analysis was used to enhance the reliability of a manufacturing machine.

Improving Reliability Through Analyzing Past Failures

This case illustrates how a metallurgical failure analysis helped pinpoint the source of a problem and establish a plan to prevent future occurrences.

Evaluation of Defeat

In my last piece, I wrote about how metallurgical failure analysis can be used to increase product dependability. The cause of a failure can be pinpointed with the help of data gleaned from a component’s failure analysis. Once the cause has been determined, the failure analysis data and conclusions are used to determine what preventative measures must be taken.

Negative Model

The stainless steel paddles in our industrial mixers kept cracking. A stem (machined bar) was welded to a plate to create the paddles. The paddles were fastened to a shaft that extended through the length of the apparatus by screwing the paddle’s stem into the shaft. The paddles stirred the processed material as the shaft turned.

Broken paddle

The paddles were subjected to cyclic stresses that caused bending in both directions, as revealed by the failure analysis. The failures were localized to the very end of the weld connecting the paddle shaft and the plate. Higher stresses were found at the weld compared to the rest of the paddle because the weld was a stress concentration. The microstructure and chemical makeup of the paddle materials and the weld joint were up to par.

Weld failure

Since the equipment shaft only rotated in one direction, the failure to bend in the opposite direction seemed strange. It turns out that transient acceleration and deceleration in motors can be traced back to power supply fluctuations. After looking into the issue, it was discovered that the power supply to the motor that rotated the equipment shaft had a few issues, which caused large voltage spikes and erratic motor behavior.

Two Problems and Their Solutions

A stressed-out paddle design and a shaky power source for the motor both played a role in this accident. The stress on the paddles was reduced after modifications were made to the power supply, which eliminated the large voltage spikes and improved the motor’s behaviour. The number of failures and the average time between failures dropped drastically as a result of the adjustment, but they were not eliminated.

The entire paddle was cast in one piece, and the design was altered to remove the stress concentration. The modification eliminated all previous failures in operation.

ABOUT AUTHOR

Rahul Verma

Rahul Verma is a dedicated Materials Scientist and Testing Associate with strong expertise in materials characterization, thermal spray coatings, and advanced manufacturing technologies. With a solid foundation in Materials Science & Engineering and hands-on research in additive manufacturing, he specializes in bridging material behavior insights with practical engineering solutions. Currently serving as a Materials Testing Associate at Infinita Lab Inc. (USA), Rahul ensures precise material testing, quality assurance, and customer-focused solutions that help clients overcome complex materials challenges.

His role blends technical rigor with operations and project management, driving efficiency, reliability, and client satisfaction. Rahul’s journey spans academic and industrial research at IIT Patna, where he has contributed to advancements in plasma spray techniques, AI/ML-driven material design, and additive manufacturing.

He has also co-founded GreeNext Materials Group, pioneering sustainable battery regeneration technologies that have a significant impact on both industrial and societal applications. With professional experience in operations leadership, R&D, and client engagement, Rahul brings a results-oriented and analytical approach to materials engineering. He continues to advance innovation in coatings, material performance, and testing methodologies—focusing on durability, sustainability, and real-world applications.

Read More Related Stories

Discover more from Infinita Lab

Subscribe now to keep reading and get access to the full archive.

Continue reading

×

Talk to an Expert

    Connect Instantly

    (888) 878-3090
    Ensure Quality with the Widest Network of Accredited Labs
    • ddd
      Quick Turnaround and Hasslefree process
    • ddd
      Confidentiality Guarantee
    • ddd
      Free, No-obligation Consultation
    • ddd
      100% Customer Satisfaction

      ddd

      Start Material Testing