Other technologies


Predictive analytics for ageing assets

2nd Quarter 2016 Other technologies

Ageing asset infrastructure is a major concern in the power industry, with growing populations and urbanisation trends demanding increased generation capacity. In addition most utilities face pressure to keep electricity costs low while delivering reliable power, which can lead to challenging budget constraints. Thus, operators, engineers and plant managers continually strive to make every plant’s operation and maintenance rand stretch as far as possible.

While operating assets for as long as possible can be cost effective and efficient, the practice can have quite the opposite outcome without proper preparations.

Ageing equipment can contribute to outages, failures, downtime, higher costs, decreased efficiency and a number of other associated problems. Ageing assets can also cause regulatory, environmental compliance and safety issues.

Effective maintenance is a critical component of ensuring that assets, plants and entire fleets continue to operate reliably for long periods of time. Plant personnel employ a combination of maintenance techniques depending on the criticality of each asset, and organisations that do not have a comprehensive maintenance strategy in place are putting the operation at risk. If a potential asset failure could result in significant damage, safety issues or power outages, a proactive maintenance approach is needed.

Predictive maintenance involves continuous monitoring of the health of equipment and comparing its state to a model that defines normal operation to detect subtle early warning signs of potential failure. Predictive maintenance typically uses advanced pattern recognition and requires a predictive analytics solution for real-time information about equipment health. The insights from a predictive analytics solution like Schneider Electric’s Avantis PRiSM help engineers and plant operators better determine when an ageing asset can continue running as is, needs to be serviced, or needs to be replaced.

When applying predictive maintenance strategies, utilities are able to make smarter decisions about when and where maintenance should be performed. These decisions are based on the criticality of the asset, the asset’s performance history and the goals of the plant managers. Predictive analytics solutions allow decision-makers to extend maintenance windows by delaying maintenance that may not be immediately necessary. Rather than completing maintenance exactly as suggested by the original equipment manufacturer, the maintenance could be performed during a more convenient and cost-effective time.

As power infrastructure continues to age, it is more important than ever to understand how and why an asset is performing the way it is in order to avoid costly failures. The amount of data available to engineers and plant personnel also continues to grow, creating opportunities to further improve plant reliability and efficiency. Through predictive analytics solutions, this information is being used to monitor the health and performance of equipment and prevent failure of older assets.

For more information contact Isabel Mwale, Schneider Electric SA, +27 (0)11 254 6400, [email protected], www.schneider-electric.com



Credit(s)



Share this article:
Share via emailShare via LinkedInPrint this page

Further reading:

Regular maintenance of cutting fluids is essential to maintain quality
Other technologies
Regular cleaning and maintenance of cutting fluid systems significantly enhances overall efficiency by extending the life of the cutting fluids, reducing downtime and improving the quality of the end products.

Read more...
Rethinking common approaches to wire rope lubrication
Other technologies
: Wire ropes are hard-working components in many different applications, from mines to lifts, ports, construction sites and drainage systems. Correct lubrication of wire ropes is absolutely critical because wire ropes are more than just cables, they are intricate machines composed of interdependent parts in constant motion.

Read more...
Schneider Electric’s next generation UPS
Schneider Electric South Africa News & events
Schneider Electric has launched the new Galaxy VXL – a highly efficient, compact, modular, scalable and redundant 500-1250 kW (400V) 3-phase uninterruptible power supply, complete with enhanced cybersecurity, software and safety features.

Read more...
Monitoring vibration allows for equipment longevity
Iritron Other technologies
Unscheduled downtime and maintenance on machines is often a source of frustration for many companies active in industrial manufacturing as it results in loss of process and productivity, which in turn equates to loss of revenue.

Read more...
Turbomachinery controls: the call of duty
Schneider Electric South Africa Electrical switching & drive systems & components
There’s a lot to be said about the unsung heroes of this world; those men, women and machines that deliver such important functions, often overlooked and recognised. One such machine is turbomachinery, and while the name does sound quite obvious to the layman, its rich history and daily functions are not.

Read more...
Schneider Electric again named World’s Most Sustainable Corporation
Schneider Electric South Africa News & events
Schneider Electric has been named the World’s Most Sustainable Corporation 2025 by Corporate Knights, and is the only company to rank first in the Global 100 twice.

Read more...
Quantum refrigerator paves way for reliable quantum computers
Other technologies
Quantum computers require extreme cooling to perform reliable calculations. Researchers at Chalmers University of Technology, Sweden, and the University of Maryland, USA, have engineered a new type of refrigerator that can autonomously cool superconducting qubits to record low temperatures, paving the way for more reliable quantum computation.

Read more...
Next-gen battery-driven grease gun
SKF South Africa Other technologies
SKF’s innovative TLGB 21 battery-driven grease gun optimises lubrication efficiency and reduces costs, by seamlessly combining advanced technology with a smart, rugged design.

Read more...
First recyclable plastic bicycle frame
igus Other technologies
Industrial polymer developer and manufacturer, igus has unveiled the first injection-moulded polymer bicycle frame designed for advanced bikes, marking a major milestone in sustainable mobility

Read more...
Vibration test system supports international space industry
TANDM Technologies Other technologies
Dragonfly Aerospace has launched EOS SAT-1, one of seven satellites in the world’s first agricultural-focused constellation. With optimisation of resources being a key component for Dragonfly, it called on TANDM to assist in creating and heavily expanding its environmental testing capabilities by providing a vibration test system that allowed it to perform in-house vibration and shock testing.

Read more...