Today, predictive maintenance is widely considered to be the obvious next step for any business with high-capital assets looking to harness machine learning to minimise equipment maintenance costs. Predictive maintenance takes data from multiple and varied sources, combines it, and uses machine learning techniques to anticipate equipment failure before it happens.
Many businesses are already using continuous monitoring technologies – like Internet of Things (IoT) connected devices – which is a good start; but the key lies in not just simply monitoring the output of various data (which is how many companies use it today), but by taking the next step and employing advanced algorithms and machine learning to take action from real-time insights and anticipate future outcomes.
Going one step further, the most innovative enterprises, no matter what type of high-capital assets they maintain, see the largest cost savings from predictive maintenance not only by putting a system in place that returns simple predictive outputs, but by rethinking and optimizing their entire maintenance strategy as a whole from top to bottom. This means:
The first step in moving toward predictive maintenance is to understand pain points (namely drivers of costs, waste, or inefficiency) and identify the best use case for your business.
Of course, the proliferation of IoT plays a large role in predictive maintenance, especially with cheap sensors and data storage combined with more powerful data processing that has made the technology accessible. But, there are other data sources out there, which might include:
After identifying relevant data sets, it’s time to dig in. Ensure you really understand all the data you’re dealing with and that you know what all of the variables mean, what is being measured, and where all the data is coming from.
Manipulating data at this stage means adding more features and joining it in meaningful ways so that each data set, or data from multiple sensors, can be taken as a whole instead of in parts.
It is precisely this combination of a variety of sources and data types that allows for the most robust and accurate predictive models. The more sources and types of data available, generally the better the complete picture of a particular asset and the better the prediction.
Visualization is an important tool in predictive maintenance as it often closes the feedback loop, allowing maintenance managers and staff to see the outputs of predictive models and direct their attention accordingly. Robust data science or data team tools today allow maintenance managers and staff on-the-ground to easily access and digest outputs in a familiar format so that the entire team – from analysts to technicians – receive the same feedback.
Deploying a predictive maintenance model into production means working with real time data, but to iterate and deploy means providing visual real time dashboards for on-the-ground maintenance teams. For some use cases, feedback can be integrated directly into the predictive maintenance process, requiring no (or little) human interaction.
Once it’s clear that a repair is necessary and initial first steps or processes have been kicked off, that’s where secondary analytics come in. he goal of secondary analytics following predictive maintenance is to determine a plan of action for exactly when the asset should be taken out of service so as to minimize disruption and loss (both imminent and future) and maximize resources.
The biggest initial win with predictive maintenance initiatives is cost savings. But after implementing a larger, more robust, and more mature predictive maintenance strategy, larger opportunities begin to open from a business perspective, and high-value assets can bring in some additional revenue instead of just being costs.
Predictive maintenance also lends itself to the future of artificial intelligence (AI), where operations will be entirely self-maintenance with very little human interaction whatsoever. AI in the predictive maintenance space would go one step beyond the steps discussed above, which would still require some manual analysis of models and outputs. These systems will watch thousands of variables and apply deep learning to find information that could otherwise be undetected that might lead to failure. Ultimately, predictive maintenance isn’t so far off from AI, and businesses that get started with predictive maintenance programs now will be well-poised as market leaders in the future.
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The third level unit has 60 contribution points, and the fifth level unit has 150 contribution points, which is normal.Call of the dead Following his call, a small figure as smooth as green jade appeared beside him.
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Time passed minute by minute, and the power of the undead also gathered.Well, her statement in advance gave people the feeling that all the logistics was done by me.
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With Qingyang s pill, his injury has also improved.Looking at the Yin Yang Sect in front of him, his heart was full of fear.
Such a collision would either kill you or me. Since it was blocked by the monks, the fate of the forest beast could be imagined.There is no need for her to worry about it, and there is no need to cause trouble for herself.
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Li Shiming used the object repelling technique, and his spiritual hand turned into a cattail leaf fan to speed up the replacement of high temperature and toxic gases in the energy light cocoon.Li Yuanba saw the enemy they faced. It was a strange creature with a dark body and a long sword.
He did not suffer any damage, and none of this damage was able to break through his spiritual defense.Two hundred and fifty six trial sword lights Li Yuanba said slowly.
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Li Shiming could not hide anything. If the two great monks knew the truth in the future, they would blame him, so he said it directly.In the later stage, the golden corpse lowered its body.
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On the one hand, it is his status as an alchemy master, on the other hand, and most importantly, it is Jian Lao s attention to him, which makes even if someone is curious about his gains, they will not take any action.This kind of sword cultivator is not something he can match, and he is not the core cultivator of Baidi Sect.
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