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:
Paving the way for artificial intelligence (AI) and self-maintenance by optimizing for (and automating) the immediate next steps once predictive systems point to imminent failure, whether this automatically triggers a work order, notifies a technician or certain team, places an order for a replacement part, etc.
Considering a combination of maintenance strategies to determine the optimal cost-saving combination of predictive and traditional maintenance, perhaps even on an asset-by-asset basis.
Identifying how to best execute necessary repairs through second-order or secondary analytics, meaning having a process in place for an entire deeper layer of analysis to determine the best time to actually remove the asset from service and which additional repairs – if any – should be conducted simultaneously to minimize the cost of having to remove the asset again for a different failure within a short window.
1. Understand the Need
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.
2. Get Data
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:
Data from programmable controllers
Manufacturing execution systems
Building management systems
Manual data from human inspection
Static data, like manufacturer service recommendations for each asset
External data from APIs, like weather, that could impact equipment conditions or wear
Geographical data
Equipment usage history data
Parts composition
3. Explore and Clean Data
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.
4. Enrich Data
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.
5. Get Predictive
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.
6. Visualization
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.
7. Iterate, Deploy, and Automize
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.
8. Secondary Analytics
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.
9. Conclusions and Next Steps
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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I have a girlfriend I like, the kind I want to get married to.Du Heng was not surprised if Wu Buwei could answer.
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That s what Du Heng asked, and he just gave it a try.
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As long as he thought of the sacrifices of the three subordinates, Jiang Lvzhong would feel impotent and furious.In fact, few servants in the mansion know how to ride a horse.
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Moreover, Liang Sen s attack was too harsh, which directly beat Liang Limin to the point of panic.You see, many of these people who left messages have watched the entire video, and they still have It s your own judgment.
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That s fine. Du Heng immediately nodded and replied to Mei Dong.This is very trivial. Du Heng also looked around at everyone.
Du Heng listened carefully and waited until the woman finished speaking.Let s see the effect. The young man scratched his head again, I don t know how to edit.
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At this time, Zhou Yixian s office door had just been opened, and Du Heng had just arrived at the door, Director Zhou, how is the patient As Du Heng s voice came to mind, Zhou Yixian finally had a look on his face, Dean Du Heng.When the time comes, you will blame your sister in law for this responsibility.
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When I opened it, I saw that they were all family members of children with the same situation, sending messages non stop.So the problem you mentioned that there are too many directors cannot exist at all.
He glanced at her staggering figure, and didn t step forward, but smiled again and said Master, let s talk about the consequences of which sword you used to get rid of the old demon, I think you know better than me, you are now in the world of cultivating immortals.Yu Liao asked the innkeeper for five rooms, and also booked for Gu Jia.
even if father agrees based on her identity, have you ever thought about the pressure that the family will put on us as the master He narrowed his eyes slightly, and the smile that was just now disappeared in his eyes.However, there is no one in this room at the moment, there are only two demons in human skin.
Get up, Tan Su, you are treasonous, I.Yu Liao s words were sealed on his lips, leaving behind a vague sob.Before his elder sister Tan Su finished laughing at him, Tan Su looked away directly, and a look of disappointment flashed in his slightly drooping eyes.
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The pure black magic power was continuously spurted out from his sword, suppressing the blue light of the fluctuating spiritual power on Yu Liao s sword to become more radiant, and the spiritual power and magic power in the room were about to collide with each other for a while.Yu Liao knew that there Boost Your Confidence: How Supplements Can Support Male Enhancement must be another origin, Su Ziyang s son, Su Mu, also mentioned Gu Jia s parents, and he probably had something to do with the old devil.
If you can directly abandon your sword on the martial arts platform, what will you do if you face a monster in the future Why was he relegated from the position of an inner disciple The superior disciples came to look at it.The middle vines clung to the stage and managed not to fall off.
Chen.The letter stated If Mrs.Chen wants to guarantee the safety of your daughter Chen Xiwei, For your life, tell the truth about the destruction of the Meng Mansion fifteen years ago in front of the people in Huai an Town, otherwise, when the dawn breaks, it will be the time to pay homage to your daughter in the coming year.
Yes.When Tan Su made a sound, both of them were obviously surprised.Qin Su still took out the tea set from the storage bag and filled them with tea.
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Yu Liao was now concentrating on identifying the source of the sharp laughter, that is, she was looking for the demon woman who had taken off her woman s skin.Under these news, Not to mention the disciples sent by Wugou Mountain, the people sent by other small Dao sects also Unlock Your Peak Performance: How to Find the Best Male Enhancement Product disappeared one by one, so it is necessary for the senior brother to ask to come here to check.
The oath of the two people was very deliberate.They said that they would let go of the restraint on the master, but they didn t say that they would not hunt down again.Although he had no business but some money, he brought my mother to this small town to settle down.
Now that Tan Su s memory of her previous life has recovered, she is indeed treating him with sword moves and so on.He ignored it on stage.Everyone sighed, thinking that the Boost Your Confidence: How Natural Remedies Can Complement Your Male Enhancement Product sword had been thrown away and he was about to admit defeat, but Tan Su, who was floating in the air, closed his eyes.
Very angry, but Gu Shuhuai who heard this was still unable to refute, because what she said was indeed true.Master Daoist, we can offer this elixir under any conditions, so please ask Master Daoist to save my husband s life.
