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  • 1.  Predictive tools for best ROI

    Posted 05-30-2026 03:24 PM

    Which predictive tools give the best ROI in your plant?



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    Sandesh Patoliya
    Head Engineering
    Indorama ventures Oxides Ankleshwar Pvt Ltd
    Ankleshwar
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  • 2.  RE: Predictive tools for best ROI

    Posted 06-01-2026 06:36 AM

    With predictive maintenance being a volume business, highest ROI predictive technologies are considered to vibration analysis and temperature monitoring as a starting point. Small reductions in unplanned downtime translate into significant production gains, so vibration provides early detection of rotating equipment issues, while temperature monitoring is a cost-effective way to identify mechanical, electrical, and lubrication-related problems before they impact production. The best ROI ultimately comes from technologies that can be deployed broadly across critical assets and provide actionable data early enough to prevent failures.



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    Thomas Povanda
    Head of Asset Management and Reliability - Americas
    Sanofi Pasteur
    Pompton Plains NJ
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  • 3.  RE: Predictive tools for best ROI

    Posted 06-01-2026 07:15 AM
    1. Oil analysis - Oil is the lifeblood of the machine, and a good lubrication program will do the most to keep equipment from reaching the P-F curve in the first place. At $30-$35 per sample, it's easily affordable.
    2. Ultrasound - It's super intuitive to use. The tool needs to be capable of detecting both airborne and structureborne noise. Finding and fixing compressed air leaks will easily pay for the tool and for a few other tools. Using it in contact mode for UE-assisted greasing will help optimize your lubrication program, and it will help identify bearing defects and any other mechanical problems that generate high-frequency vibrations. It can detect a huge range of anomalies.
    3. Infrared - Again, super intuitive to use, and can detect a huge range of anomalies, like later-stage bearing defects, malfunctioning steam traps, shaft misalignment, electrical problems, internal hydraulic leaks, plugged heat exchangers... the possibilities are endless. Be sure to get one that allows you to manually control the on-screen temperature span, as this is essential for comparing across different equipment and for tuning out background heat signatures. (The FLIR E6 is my favorite entry-level camera.)
    4. Vibration analysis - Powerful, more expensive than other tools, with a steeper learning curve. A key part of a mature condition monitoring program. (Contract or in-house manual routes and/or permanent wired or wireless sensors is a whole separate conversation.)


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    Dale Nicholson, PE, CMRP, CRL
    Reliability Engineering Mgr
    Evonik Corp
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  • 4.  RE: Predictive tools for best ROI

    Posted 17 days ago

    I agree with many of the comments above regarding vibration analysis, thermography, ultrasound, and oil analysis. All have delivered significant value in the operations I have been involved with.

    However, one of the highest ROI activities is often going back to the fundamentals. Training operators and maintainers to use their senses-to listen, look, feel, and question abnormal conditions-can identify issues long before they become failures. A strong operator care and basic condition monitoring program is often the foundation of reliability.

    Oil analysis has been particularly valuable in extending equipment life and identifying wear mechanisms before catastrophic failures occur. Combined with thermography and vibration analysis, it creates a strong predictive maintenance framework.

    The real return, however, comes from developing people. Providing maintenance teams with opportunities to learn, coach others, and grow into reliability-focused roles creates a culture where defects are identified and addressed early. Technology is important, but engaged and capable people ultimately deliver the greatest long-term ROI.



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    Shaun Burrell
    Execution Manager
    Mt Juliet TN
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  • 5.  RE: Predictive tools for best ROI

    Posted 17 days ago

    I have to agree. I've seen where where the lube techs, even without the benefit of predictive technologies, have found more equipment defects than all of the PdM techs combined. They touch every piece of rotating equipment in the plant, and by simply paying attention they have noticed all kinds of problems.



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    Dale Nicholson, PE, CMRP, CRL
    Reliability Engineering Mgr
    Evonik Corp
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  • 6.  RE: Predictive tools for best ROI

    Posted 17 days ago
    I had an old mentor who wouldn't let me do anything except hose the floor in front of the crusher. For months, my only job was to stand there, observe it, listen to it, feel for changes, and get to know the machine.
    He used to tell me, "Mate, treat this crusher like a woman. Pay attention, listen carefully, and notice the little things. If you can do that, you'll have a happy marriage one day."
    I remember asking him, "Why am I standing here for six months just looking at a crusher?"
    He just laughed and said, "Don't worry mate, one day when you're married, you'll understand."
    At the time I thought he was completely full of it.
    Many years later... I have to admit, he might have been onto something! 😂
    But there was a great lesson in it.
    P.S. I'm happy to report that I'm still married and still going strong...wish there were more of those fellas these days.

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    Shaun Burrell
    Execution Manager
    mining
    Mt Juliet TN
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