Webinar: Taming Bad Actors with Data & Analysis – Sponsored by Pumps & Systems Magazine

Being able to accurately and efficiently diagnose the root cause of problematic behavior in “bad actor” pumps is essential to ensuring reliable operation and reducing total cost of equipment ownership.

In this webinar featuring Hydro’s Kyle Bowlin and Glen Powell, centrifugal pump case studies are used to highlight analytical methodologies for identifying and resolving problems in rotating equipment. Discussion will focus on vibration analysis using advanced methods to understand possible resonant conditions.

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Podcast- Firefighting is not a Maintenance Strategy

Hydro’s Robert McCowan and Ares Panagoulias joined Plant Services’ chief editor Tom Wilk to talk about how condition monitoring is key to helping turn data into action and closing the feedback loop between workers and systems.

Key Takeaways

  • Define goals, roles, and critical assets before deploying sensors to avoid data overload and improve program success.
  • AI can enhance condition monitoring, but human expertise is still needed to add context and validate recommendations.
  • Dashboards should guide technicians to issues, not replace hands-on equipment inspections and operational awareness.
  • Predictive maintenance delivers ROI only when data-driven insights lead to timely maintenance actions and follow-through.

You can listen to the podcast below or browse all of Plant Services’ Great Question podcasts here.

Want to expand your knowledge? Explore Plant Services magazine or read our case studies focused on Hydro’s work in troubleshooting and vibration analysis.

Maintenance technician reviewing equipment performance data on a tablet via a wireless sensor during an industrial inspection

Understanding What Vibration Signals Really Mean

One of the most persistent challenges in condition monitoring and vibration analysis is not finding signals. Modern wireless condition monitoring systems are excellent at that. The harder problem is understanding what those signals actually mean within the context of rotating equipment dynamics.

We recently evaluated a pump at a midstream facility where industrial vibration analysis showed vibration levels increasing sharply as operating speed approached roughly 1125 rpm. The frequency spectrum made the issue immediately visible. A dominant 10× running speed harmonic emerged, then largely disappeared as speed moved away from that range.

At first glance, the solution seems obvious. Avoid that speed.

In midstream operations, however, it is rarely that simple. Flow requirements, fluid properties, and system demand often dictate operating speeds. Blocking off ranges in a variable frequency drive (VFD) is not always practical, and in many cases, not possible at all.

That is where the real work begins.

The challenge was not detecting vibration. It was determining when a structural resonance was actually being excited, how strong the response was across speed and load, and what that meant for bearings, seals, and the overall machine train over time. Without that engineering context, the signal alone is easy to misinterpret.

When we analyzed the data across the full operating envelope, the picture became clearer. This was not a machine in distress. It was a predictable speed-dependent resonance that was only excited under very specific operating conditions.

That distinction matters, because it fundamentally changes the solution.

The answer is not simply “don’t run there.” The answer is engineering the system to shift the resonance, not forcing operations to work around it. That may involve stiffness changes, mass adjustments, or other design-level interventions that address the root cause rather than the symptom.

This is the gap between monitoring and reliability. Detecting issues is only the first step. Long-term reliability comes from engineering-led condition monitoring, where system behavior is understood and engineering judgment is applied to turn signals into meaningful decisions.

Seeing a signal is easy. Understanding it is harder. If you are wrestling with pump resonance, vibration behavior, or recurring condition monitoring alarms that never quite turn into answers, let’s talk.

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Webinar: Vibration Analysis – Intermediate

Building on vibration fundamentals, Instructor Glen Powell will guide participants through a deeper exploration of how vibration analysis can be applied to identify root causes of equipment failure and support more effective asset management.

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Webinar: Vibration Concepts – Beginner

In February’s webinar, instructor Glen Powell will introduce concepts and terminology related to vibration, including frequency, amplitude, phase, vibration waveforms and spectrums, vibration equipment, machinery faults, and resonance.

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