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.
It s just that there is a Slimming Patch Side Effects: What You Need to Know Before Trying One restriction outside the room to block the prying eyes of spiritual thoughts.When I was an elder in the Yin Yang Sect, I paid special attention to the matter of the Wedding Dress Pill.
They didn t have much contact with Qingyang at the beginning, so their reaction was not that strong.The iron eating beast escaped very quickly, and it also took advantage of the geographical advantage.
The Huanxi Ghost King had a sure chance of victory and could resolve the battle in less than a quarter of an hour.He is here to enter the Hundred Ghosts. What does it mean for a woman to make clothes in front of him He couldn t keep waiting like this, so Qingyang took a few steps forward, looked at the woman and said respectfully This eldest sister is polite.
In such a short period of time, the Pot Belly Ghost King s head was full of He was a fool all over his body, as if he had been dug out of a sand pit.Hearing the gifts given by the three ghost kings behind, the other monks in the scene breathed a sigh of relief.
Fuliu Ghost King must have used the legendary Dream Soul Grass on everyone.More importantly, the ghost cultivator His appearance was too unexpected, with wrinkles on his face, sparse white hair, stooped figure, and a male female appearance that made people feel awkward no matter how they looked at him.
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Moreover, there are only a few days until the end of the month.Hold on and bear it. It would take four or five more days to get through.
When I was about to rescue him, I realized something was wrong.Besides, not everyone dares to betray the Supreme Transformation God.
In the blink of an eye, less than half an hour passed, and Huang Chen Earth fell on the ground behind Qingyang.Until I handed over my position as the master of the first hall and found a place to break through to the realm of gods, the disciple passed the news back, and the Thousand Faced Buddha finally found an opportunity.
He actually cut off the front legs of the fourth level forest beast with one knife.Seeing that the monks in Fuliu City were retreating, Fusang Ghost King knew that he could not do anything if he did not take action.
However, they are all hidden in the land and can attack at critical moments.They each sacrificed the Ming Yuan Shield and entered the valley one after another with their followers.
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Gui Wu Jiu felt a move in his heart. The Ultimate Exercise Routine to Lose Belly Fat in 2025: 6 Proven Moves Is Kongyun s Nianjian against Chenyang s Eight Swords But if the True Style Battle just now couldn t tell the winner, then the specific moves and supernatural power exchanges and the leakage of external power will make it even more impossible to tell the winner.
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But when this world expands to its maximum size and begins to gradually shrink, its materialization and self refining process is the process of transforming into a treasure in the world of Ziwei.A more accurate description might be a vertical hairpin.
Only when it gets closer to reveal its true shape and its energy is exhausted can it be seen that it is a special shaped talisman.In such a situation, Gui Wujiu originally planned to withdraw his will and concentrate on refining the dome.
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Lotus, flew over. In an instant, it merges perfectly with itself.Function. However, Qin Menglin s soul pearl clone was still only at the Nascent Soul realm because he had not yet broken through the realm of dual cultivation.
From surprise to disbelief, and then to a kind of faint joy, it is timeless and lasting, with endless aftertaste, as if I drank a jar of fine wine.If you are depressed, you can also raise a few spiritual birds and From Glamour to Fitness: Trisha Yearwood’s Weight Loss Story beasts.
The power of the body shook, and the inside and outside harmonized, turning into an arc shaped shield a hundred feet high, standing in front of the body.Back then, on the deserted sea, Gui Wujiu asked the direct descendants to try to make a story prophecy.
Mo Tianqing gathered all the four objects, rolled up his sleeves, and escaped from the passage.The reflection of the words, with only a few strokes slightly moved, also became a piece of Taoist magic formula.
Even with the eyesight of the four people here, they feel that the winner between the two is only a 50 50 decision.About one third of her hair is tied into three long braids, and the remaining two thirds of her hair is freely hanging down to her waist.
After looking at it, the girl suddenly looked regretful and said Although this magical power is good, it is the meaning of the second transformation.
Today s battle was a true fair fight between him and a super powerful monk in his prime, and he killed him.Since the twelve mid stage Nascent Soul monks had not considered fighting at all, the battle was between the great monks Shi Dong and the great monks Lou.
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You don t need to know this. Who sent you to capture Li Yuanba Li Shiming asked in a deep voice.He looked at the Library Pavilion again. Like the Treasure Pavilion, the Library Pavilion also had a separate hidden space.
At this time, Tianxing Trading Company and Tianwen Sect were both in Northern Shu, and this matter would also spread to their ears.Not long after he came back, his master, Brother Hu, came to the door.
After hearing Wu Qi s words, all the mid Nascent Soul monks looked at each other for a moment.The middle stage of Yuanying is a special period, suppressed by the great monks above, and challenged by the early stage monks of Yuanying below.
This invisible magnetism magical power is the most complex magical power and requires a lot of knowledge.Brother Wang and I can apply for a great monk cave for you Hilft Apfelessig beim Abnehmen? Eine wissenschaftliche Bewertung from the trading company, and your worship can be upgraded to the level of a great monk.
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Fellow Daoist Li, please let Choice CBD Gummies for ED: Are They Effective? the five golden corpses rest first and recover from their injuries.The level of detail is almost nanny style teaching.
An alchemy master who never fails, an alchemy master who is begged by all the golden elixir monks to make alchemy, it is too easy to get wealth.Anyway, Li Shiming felt very good. When he took the jade box, he felt what was in the jade box, and the smile on his face became more sincere.
This is a training method he has researched. Although it does not have the ultimate training environment of the original Li Shiming, with the addition of the gravity field, he can also exercise his sword body while practicing the skills.Li Yuanba couldn t help but shook his head. If the Baidi Sect didn t have the means to deal with it this time, it would be in big trouble.
First, he completed two batches of fourth grade elixirs for Uncle Song, ensuring that their quality was fourth grade intermediate elixirs.He also understood that the Nascent Soul Sword Cultivators here did not have all the combat power of Jianyi Chongxiao Pavilion, not even half of it.
It wouldn t be surprising if War King and Raphael hadn t taken the initiative to end it, and they might have stayed where they were.Soul Science Proficiency 010000 Advanced Allows you to summon fifth level ghosts, with the number of undead summoned being 3 each time.
The King of War had already been impatient and rushed forward with all his strength.Freya noticed that her master did not respond, and she also looked away.
Anyway, his goal is to overthrow the nine major camps, and he doesn t care about attracting more hatred.It is our turn to stand guard at this moment. If you don t do it, you will be dealt with by military law.
Anros and the God of Death were several hundred meters away.Their job was to build roads across mountains and rivers, build bridges, chop wood for fires, dig ditches and carry water, and build camps.
In this regard, those players who will get God given weapons in the future and think that they are the chosen ones will have something to say.The level of the part time job is now more than ten levels higher than the main job, which shows how exaggerated the upgrade speed of the Necromancer is.
One by one, the undead lifted up the coffin, but fortunately, there was no target that could not be dealt with.Except for Bohe, the remaining seven people also huddled in a circle, resisting the vines.
This is the only type of troops that will go into battle.Once his luck is unlucky and he finds a combat spell that suppresses his own side, he might be able to turn the tables.
Even though he had just used his ultimate move once, he still hadn t recovered yet.The higher the kill value, the easier it is to drop items or equipment whether the target is killed or Love High Sex Gummies: A New Way to Spice Up Your Love Life the player is killed.
But for Zhao Hao, he had seen this scene more than once, and it was just a small scene.It was not because they were attacked, but because all the war apprentices who controlled them died.
The thin Qin An was accidentally overturned by the strong wind.If the deal is completed, this crisis will also be resolved.
Fortunately, the holy flame is not a real flame, the flame is just a manifestation.Saying this is tantamount to implementing the conditions that Freya had previously proposed.
If the main plane is compared to the tree body, then the other planes are the branches and leaves, and the secret realm is the small hole inside the tree body.This also means that the pale leader will take the player leader route in Sage Tea Benefits for Weight Loss: Unveiling the Power of this Aromatic Herb the future.
Zhao Hao lowered his head and asked in concern, Are you okay Because he couldn t see the hit site from where he stood, he was a little worried.Storm Guard The main force in the battle is not the bodyguard.
For the Raging Dragon Guild, ten people occupy a carriage.Don t be surprised. Centaurs, dwarves and the like are large races.
Judging from the pattern on the mask, it should be Raphael.Those golden chains had disappeared at this time, so Cardinal Warren Simpli Health ACV Keto’s Shark Tank Success Story could free his hands to purify the mist.
Occasionally, he will wave his pair of claws shining with black light.Given a few conditions, there are only a few people who can do it.
But if Ellie specifically hunts the opponent, she will crush him in all directions.Where am I Qin Hu sat up in a daze, feeling a chill on his body, and there was a whistling outside.
When the number is small, the skeleton soldiers are simply miscellaneous soldiers and pose no threat at all.Just like jumping BioLyfe Keto Gummies: Shark Tank’s Approval for Keto Dieters from a high place, landing with legs and head first means whether you are going to the hospital or the crematorium.
But before that, he had to sort out his harvest. After teleporting away from the Glow Fortress and on the way back to the Storm Territory, he began to check.I dare Unlocking Success: 2025’s Noom Weight Loss Journey of 30-something Professionals not say that he monopolizes the golden trade route, but no matter what, he will be able to eat a lot of fat in the future.
In terms of terrain, the Crow Fortress may be far inferior to the Scarlet Fortress.For a large scale vampire king, as long as players can t kill them as quickly as they can resurrect themselves, then the number is really meaningless.
