Other technologies


Predictive analytics for ageing assets

1 February 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, +27 (0)11 254 6400, isabel.mwale@schneider-electric.com, www.schneider-electric.com



Credit(s)



Share this article:
Share via emailShare via LinkedInPrint this page

Further reading:

Emerson software optimises maintenance
Other technologies
Emerson has announced the Plantweb Insight Valve Health Application, a powerful software tool that combines Fisher control valve expertise with advanced analytic algorithms. The new app makes it possible for users to visualise an entire connected fleet of valves, while prioritising actions based on the health index of each valve.

Read more...
Emerson software optimises maintenance
Other technologies
Emerson has announced the Plantweb Insight Valve Health Application, a powerful software tool that combines Fisher control valve expertise with advanced analytic algorithms. The new app makes it possible for users to visualise an entire connected fleet of valves, while prioritising actions based on the health index of each valve.

Read more...
R200 part saves recycler millions
igus Other technologies
A simple switch to a polymer bearing, in place of stainless steel, has saved lead acid battery recycler, Frys Metals, tens of thousands of rands in maintenance costs, and much more in preventing lost production time.

Read more...
Lube tip: thermal failure in lubricants
WearCheck, a division of Synerlytic Services Other technologies
One of the most common causes of thermal failure in hydraulic fluids and some lubricating oils relates to aeration.

Read more...
Superior lubrication capability
Other technologies
Superior lubrication slashes electricity consumption, reduces vibration, and increases protection through dramatically lower friction.

Read more...
The time is now to implement a motor management strategy
Schneider Electric South Africa Editor's Choice Electrical switching & drive systems & components
Motor management plays an all-important role in controlling motor energy costs in various industries, segments and applications. Research and practical experience have consistently shown that effective motor management practices can result in significant energy savings, reduced operational costs, and improved overall system reliability.

Read more...
Approaches to wire rope lubrication
Other technologies
The approaches to wire rope lubrication have shifted in recent years, largely due to important technological advances to improve the application and performance of lubrication products for wire ropes. Locally, Lubrication Engineers has been at the forefront of these advancements.

Read more...
The time is now to implement a motor management strategy
Schneider Electric South Africa Electrical switching & drive systems & components
Motor management plays an all-important role in controlling motor energy costs in various industries, segments and applications. Research and practical experience have consistently shown that effective motor management practices can result in significant energy savings, reduced operational costs, and improved overall system reliability.

Read more...
Automation solutions for underground material handling on mines
Other technologies
Deep Automation is Epiroc’s cutting-edge set of automation systems and applications, used to orchestrate loaders and trucks in underground mining operations.

Read more...
Megatrends shaping the auto industry
Other technologies
The automotive industry is in the midst of a technology-driven revolution that will not only advance the safety and sustainability of transportation, but also transform how consumers interact with their vehicles and the OEM brands behind them.

Read more...