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.
Governor Zhang took the opportunity to be furious, denouncing all the officials as a generation of vegetarians who let the banditry multiply and develop, resulting in the increase of refugees in Yunzhou and the depression of people s livelihood.This father in law has a faction, most of which is the party of the Ministry of Rites.
In the definition of qi watching technique, the experienced Jin Luo undoubtedly knew what blood light represented.Maintain the identity and demeanor of an oiran.However, Xu Qi an smelled the vague smell of gunpowder, especially the floating fragrance, and when he looked around, he always showed a little impetuousness.
Number one is a bit scheming, the one who doesn t speak is always the most insidious and deepest.Will you pay back the money Shit, you, a smelly monk who lives in a nursing home, where did you get the money to pay me back, Future Trends and Developments in the Keto Industry Ramadan Weight Loss hey.
Xu Qi an didn t react for a while, and Governor Zhang added The name is Ziyang Layman.Today, any clues have been erased.You can t find anything.
Sure enough, Wei Yuan lived up to the emperor s kindness.Jiang Lvzhong swept Glancing at the surviving gongs, he was somewhat relieved, but the faint sound of fighting outside had come to an end, which made him realize that everyone was not out of danger.
Other codes have also been deciphered.The two sets of codes given by Zhou Min are connected together Okay, this is wrong.After receiving the envelope and letter paper, Xu Qi an turned and went upstairs and returned to the room.
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He can Do Blue Gummies Work for ED? Unpacking the Truth always manage the cottages along the way, leave Yunzhou in a stable manner, distribute the goods to various places, and earn a lot of money.The kid s dark circles have deepened again.his mental state is not good.
The already devastated ground suddenly shook, condensing into a terrifying momentum.Ning Yan, you haven t been to the Jiaofang Division for a while.
Some useless calligraphy and paintings and money, just give it.Only now did he realize that, after all, I still don t understand enough.
What is Mr.Xu saying, there are really only three of us.I m here to investigate the case.Xu Qi an sat cross legged to relieve the exhaustion of the cells, allowing the body to recover to its peak as quickly as possible.
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Leaving aside the results of his trip to Yunzhou, just because he discovered this case is a great achievement.If I hadn t been hit by the luck of shit, maybe the smuggling of iron ore would have continued.
3 Yunlu Academy, but because I felt that his treatment was a bit exaggerated.Returning to the room wearing white underwear, uncovering the lid of the pot, billows of green smoke floated up, transforming into an overwhelming beauty, puffing her cheeks Smelly man Xu Qi an said helplessly, I wanted Trisha Yearwood Weight Loss Pills: What Supplements the Celebrity Uses to let you go, but now I change it.
The court thought it was an auspicious beast and named it Baidi.Don t be so troublesome, Chu Caiwei waved her hand Let s channel the female ghost directly, empathize with her, and see how she died.
The shop owner I met later was Liang Youping in disguise.
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Du Heng read it over and found out that there was nothing wrong with it.Zuo Liangliang left, and Wu Buwei was holding back the questions in his heart.
And when they want to use things like placenta in the future, they must go to regular pharmacies in regular hospitals to buy them.You are seeing a doctor. There is no need to be so angry.
Du Heng s family is also in a rural area, but he has never seen such a situation.To be honest, if Du Heng hadn t threatened him, he would never have come to work.
This frightened Liang Limin and Du Ping. They no longer cared about the sheep.At this moment, Wang Shuqiu in his peripheral vision gave him a feeling of pity.
Okay, come up with me. I don t know what you, young man, want to do, insist on running to the ward.suddenly stood still and said, By the way, this is a hospital, not a hotel.
You don t have to do anything else. It s a small matter.The spleen earth qi will block it. However, if the Qi in the waist and navel is unfavorable, the Ren channel will not reach the Ding channel.
Why are you provoking others You feel comfortable, but you have hurt Dr.It must be controlled. This is very important. In addition, special attention should be paid to diet in daily life.
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The woman could see clearly and saw that Du Heng had also finished the inspection, so she said softly, Please move forward, let s go to the living room to talk and let my father take a rest.But this time it will happen. They searched for someone, but couldn t find anyone.
I just called you but you didn t answer. Phone Du Heng touched his pocket and found nothing.Uncle Shan, just feel free to take it. My husband was the one who saved Fang Fang just now when he fell ill.
If you look for them according to the book, you will get eight wrong answers out of ten.After Lu Zhongjiang finished talking about the matter, he walked out with the tea cup.
These things are now contraband. I understand. While he was talking, a car suddenly drove into the courtyard of the health center and parked at Du Heng s office window.Soon, the five young people all started the registration process.
One second the grandson was still saying that he was a bad person, but unexpectedly he was called in the next second.As long as we maintain this relationship well, in the future.
From now on, when I go to bed, I can wake up laughing just thinking about it.
The old lady s legs were shaking a little, and she looked at the room with a shocked face, and then walked in tremblingly.To promote this person s reputation. When this person can completely perform the surgery, although other people can also perform these surgeries, but Where to Buy Blue Gummy Sharks Candy this Legal Considerations and Regulations Surrounding CBD and THC person is famous and has high qualifications, you would say that in their industry, this person is Isn t it possible to become a god easily and then control the right to speak For an individual, does it mean that it takes decades less detours than an ordinary doctor, or even a goal that others cannot achieve in their lifetime What do you mean Yes, this Du Heng is like this too I also made a guess, because this Du Heng appeared so strangely, a traditional Chinese medicine expert, a master of traditional Chinese medicine, one was cited and the other was criticized, and he became famous in an instant.
Let s just forget about this matchmaker. You also know Uncle Wu s situation.While other satellite TVs are working hard to export local cultural characteristics to the whole country, it works hard to broadcast TV series, and on Provincial Satellite TV like this In this place, at noon, a program Let s play cards together is designed for all audiences.
Du Heng was complaining in his heart, but when he heard the old god s understanding of stroke, Du Heng frowned.Are you still shameless Listening to the words of the doctor in his hospital, Du Heng was serious.
At this time, Du Heng looked at the promotional page in his hand, his face was slightly red and a little feverish.As he spoke, the old man frowned, You see, I have just been feeling comfortable for a month, but my whole body started to feel sore again the day before yesterday.
Thank you, doctor, thank you doctor. It can be cured FAQs About Condor CBD Gummies for ED Orthomolecular Medicine Erectile Dysfunction and the problem is not big.My prescription is more symptomatic. But the specific dosage of medicine must be seen by the patient himself, and the medicine can only be prescribed after examination.
Wei Kaida forced a smile, but clinked the glasses in a dignified manner.1 Traditional Chinese Medicine Doctor Department, but they cooperate with the health center.
As far as he is concerned, although he graduated from school before, there was no teacher teacher relationship, but now that he has become Li Orlistat Weight Loss Pills: An Effective Tool for Reaching Your Weight Loss Goals – cpe3035 Jianwei s student, it is equivalent to joining this network of relationships.It took a lot of effort. Du Heng nodded and signaled Qiu Pingzhen to continue.
Uncle, this is normal, don t worry. Let Auntie eat something and then drink the second dose of medicine.When Du Heng heard this, of course he had to say a few words of humility, and then went straight to the topic.
Wang Shuqiu s father smiled happily. Even when the child looked at him, his eyes were extremely gentle, It looks like, it really looks like.When Du Heng saw this, he immediately stopped acupuncture and quickly carefully pulled out the feeding tube from the child s mouth.
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As for the formal transfer of work and files, that can be done slowly.When he arrived in the office, Du Heng couldn t wait to ask again, Teacher Du, can we talk now Du Heng nodded and reached for the pen and paper, The patient s kidney qi is not strong and his vitality is about to fall off.
Look at what your feet are like. After Du Heng finished speaking, he didn t get a reply from Wu Shengnan.This made Du Heng, who had just won the award, feel extremely embarrassed and ugly.
Standing six figures.In the center is a young man with a smile on his face, giving a gentle and humble image.What does it mean to expose your identity in the Buddha Pagoda The Witch The Synergy Between Keto and ACV God Church will kill him desperately, and the Buddhism will save him desperately.
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Who are his confidante in the capital Who are they Damn, I can t think about it, the more I think about it, the more unbalanced I become.But as a warrior, he can still distinguish the Qi mechanism of his own system.
Unexpectedly, the math teacher behind him held the pointer and showed a nuclear smile.Hearing this, her sister Dongfang Wanrong gritted her teeth.
The disciples of Tianzong go down the mountain to practice.Is it a coincidence Chai Jianyuan has only one adopted son, Chai Xian.
He once defended against the rebels alone in Yunzhou, he once repelled 80,000 enemy troops at Yuyang Pass, and went to the head of the enemy general like searching for something There are too many legends about him, and Weight Loss On Rybelsus Customer Reviews of Shark Tank Max Keto he has long been passed down as a mythical figure by people in the rivers and lakes and the common people.
this young man is so handsome, it is hard to find in the world, how could there be a man more handsome than him.In addition, if junior sister really falls in love with a certain man, I can guarantee that she will choose to save one person and abandon the common people.
From the beginning to the end, Xu Qi an never moved.Hearing this, Mu Nanzhi let out a huh , raised her right wrist, and the sleeve slipped off, revealing her snow white and slender wrist, as well as the string of Buddhist beads.
This technique was born out of the technique of raising Gu.Dongfang Wanrong smiled, then raised her face slightly, FAQ and closed her eyes.
Amitabha The sound of reciting the Buddha s name awakened the Holy Son from a state of confusion.Xu Qi an was lying on the bed, naked to the waist, with a thick gauze wrapped around his chest.
In the afternoon, in the evening.Xu Qi an and Li Lingsu returned towards the inn in the orange light.On the contrary, it means that you hide your strength.
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During the fall of the pagoda, Xu Qi an reached out to catch it, and at the same time, the pagoda spirit, which communicated with the mind, at the next moment, another big hand like a cattail fan also held the pagoda.If a disciple of Tianzong wants to be extraordinary To step into the realm of the third rank, one must understand the supreme forgetfulness.
Xu Qi an suddenly came back to his senses, and said ah in a daze.Wonderful.This is the fastest way to restore strength.
Must have bought it on the black market.Selling obsolete weapons is a common profit making method for military executives.She looked at him blankly, feeling at a loss because she was too young and didn t know how to deal with it.
Some people dance swords, some hold sticks, and some hold knives.Dang Dang Dang Dang Dang The dark golden fist kept pounding on the body, and the air waves were layer upon layer, like a storm blowing on the street.
The women of the Wang family think highly of themselves, which made me extremely uneasy and scared.Leizhou is too far away from the capital.I met Xu Qi an himself.
This is exactly the scene on the first floor of the Buddha Pagoda.coming.The princes hearts sank.In fact, as early as many days ago, there were rumors in Beijing that His Majesty wanted to call for donations to fill the emptiness of the treasury, and wanted to cut their flesh from them.
Li Miaozhen was taken aback, Chu Caiwei is reading She wondered if the sun came out from the west.69, the fastest update Dafeng hit more people Plop.
Seeing this, Chu Yuanzhen quickly summoned the magic weapon long sword, stepped on it together with Heng Yuan, and followed Bingyi Yuanjun from a distance.Shenshu replied with a malicious voice.Okay Xu Qi an threw out the orange cat, manipulated it to walk to Side Effects the front of the formation, and said Master, can we talk now.
The old monk raised his hand and scratched at the void.If you want to pick it up, just pick it up, first untie the spirit binding, I have been bound by this thing for ten days.
The murderer was the young man that the Qingzhou guy wanted to kill.A twenty one year old third rank martial artist.The words of the old fashioned Jiaoye made the whole team fall into silence.
The national teacher s tribulation is coming soon.Last time she helped me deal with the head of the Dizong Dao.Nalan Tianlu s dream monk Jingxin suddenly said It should be like this, Master Duan Uncle said that the second floor of the Buddha Pagoda was infiltrated by Nalan Tianlu s power.
