For those in high volume, low margin industries such as food and beverage or automotive parts manufacturing, preventative maintenance may be wrongly seen as unattainable, due to perceived high upfront costs.
The digital universe is doubling in size every two years, growing from 4.4 trillion gigabytes in 2013 to 44 trillion in 2020. Enterprises have responsibility for around 85 per cent of the data held in this digital universe, according to the EMC Digital Universe with research and Analysis by IDC report.
Manufacturing plants are just one type of enterprise contributing to this data production, by choosing to collect process data in order to monitor machinery status. Here, Claudia Jarret, US country manager at automation parts supplier EU Automation, explains how plant engineers can make the most of this data and ensure their maintenance schedule benefits their plant.
Manufacturers, faced with the constant pressure to keep up with customer demand while remaining flexible, are acutely aware of the threat of plant downtime. Caused by a multitude of factors, including machine failure, downtime can cost manufacturers up to $260,000 per hour, according to research by analyst firm Aberdeen Research.
Therefore, preventative maintenance, where equipment is maintained before it breaks, is essential, rather than reactive maintenance, which focuses on fixing equipment following a breakdown.
But for those in high volume, low margin industries such as food and beverage or automotive parts manufacturing, preventative maintenance may be wrongly seen as unattainable, due to perceived high upfront costs.
1. Prevention
The days of waiting for a system to fail due to overheating motors or leaking heat transfer systems for example, are thankfully behind us. Plant managers now plan regular inspections, upgrades and troubleshooting to avoid breakdowns. These simple steps are one way in which preventative maintenance can be carried out.
But as Industry 4.0 technologies such as condition monitoring become more accessible, there are even smarter, more accurate and less time-consuming methods available.
Many manufacturing plants now use predictive maintenance, a sophisticated form of preventative maintenance, to establish how well equipment is functioning and accurately predict failures before they occur. Not only does this reduce the risk of downtime-causing breakdowns, but it can also mean any necessary replacement parts can be ordered and are in stock in case of equipment failures.
In addition, monitoring the health of equipment can allow for gradual tweaks, where a huge overhaul would previously have been required for improvements. Alterations can improve the efficiency of processes, ultimately reducing costs by eliminating inefficient elements and increasing equipment lifespan through maintenance or replacement of wearing parts.
2. Where to start
The first step a plant manager should take when implementing any preventative maintenance schedule is to gather as much data as possible. Crucially, this should include an accurate estimate of the real cost of downtime to the particular plant in question. Collating data collected by smart sensors, sales figures and retrofitted systems should allow you to take into account loss of sales, wasted product and the cost of emergency repairs, which can provide a useful baseline figure.
Using their experience of the plant, maintenance engineers should also be involved to produce an ideal plan for the plant, including areas they believe will require higher levels of maintenance, such as older equipment or machinery that is inherently prone to breakdowns such as motors, turbines, or other moving parts.
This plan can then be used alongside the budget to produce a realistic maintenance plan, including what level of preventative maintenance can be employed. For some manufacturers, this will mean regular equipment checks, such as once a month for a section of plant, or daily for more volatile machinery.
3. Data
If true predictive maintenance is chosen, data such as temperature, pressure and vibration is collected by sensors and will be continually integrated, stored, and analyzed. The next question for manufacturers is how to make the most of these valuable, but large, data sets.
Once the data has been collected, the next step to make the most of its potential is to begin analysis. One popular option for data analysis is a cloud analytics service. Here, raw data is transmitted to the cloud, where it can both be stored and analyzed for trends that can predict an event including a breakdown. Many services also incorporate an alert system and warnings of impending breakdowns can be sent via a web portal, app, e-mail, or text message to relevant personnel.
Other manufacturers, perhaps concerned about cybersecurity, the long-term stability of data stored in the cloud, or lag between data collection and analysis, will choose to undertake the analysis of raw data in-house. Although this is often significantly more resource-heavy, it does give plant managers complete control over their data.
4. Obsolescence
Regardless of which system is implemented, predictive maintenance can be used to manage obsolescence, in addition to reducing downtime and improving process efficiency.
This means parts can be ordered at the correct time to suit the maintenance schedule. Traditionally, manufacturers would have to keep a stock of parts that may need replacing, which take up valuable space on the plant floor that can instead be used for operations. Spare parts can also be bulky and produce a health and safety hazard, including trip or fire hazards, if stored on the plant floor.
Instead, manufacturers can choose to order in replacement parts only when necessary, maximizing the space and resources they have available to them. With suppliers such as EU Automation able to ship obsolescent parts worldwide within 24 hours, there is now no need to store parts on site, or to suffer extended periods of downtime waiting for them to arrive.
Preventative maintenance is essential for manufacturers to reduce downtime and the vast amounts of data now being produced by plants can be effectively used for predictive maintenance. When predictive maintenance is employed, the data collected can also be used for other purposes, such as increasing process efficiency and ensuring replacement parts are ordered in plenty of time. Therefore, proper collection and analysis of this data is essential to maximize its potential and this will only become more important each year as the quantity of data increases.
Strongly built. After dinner, Du Heng took the two of them to the hotel.The rice in his hand, cold noodles with tomatoes and eggs, and cold lettuce, were all good in color, aroma and taste.
If it were not for the participation of the student party, this matter may have gradually come to an end today.Du Hengdu The old man looked at everyone s faces with a smile.
So As long as they study well, they will no longer raise their children as children, but as ancestors and fathers.If your mother dies, it will be useless if you have other demands.
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Chance. After that, Dr. Luo kept talking to the other side, hung up the phone directly, and started taking pictures of the Unlock the Potential of Keto ACV Gummies: A Safety First Approach information on the table.Seniors, if I, Du Heng, have even a little bit of bad intentions, if I just say one more word to the patients, the more than 800 patients I have handled, they can sue you all to ruin, put you in a prison cell, and sue you.
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But once I pull them here, when the project is over, do you think these people can go back to the health center Impossible, they will definitely Poached by several other hospitals.This is the voice that supports you. Everyone has suffered greatly from the so called miracle doctors among the people.
Xuanhui s room is located in Nanyin, and the acupoint is located at noon.He must bear it. Du Heng was really angry, which was originally a good thing, but by doing this, he turned himself into a fighter against counterfeiting.
Looking down, if Zhonghu Health Center wants to develop, it must have a gynecology department, not to mention other health centers with better conditions.If you continue to be so arrogant, I think you will really have to consider resigning or changing companies.
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The director was watching in person, so there was nothing to worry about.But although he regretted that Du Heng couldn t meet Shi Lao, what was even more regretful was because of Cao Binghe.
I m here to tell you today. Just so I can be lazy. What about the task your dean gave you Whatever. Embrace the Shape: Understanding and Loving Your Post-Tummy Tuck Body Wu Buwei put down the tea bowl and lay down again, putting his hands behind his head and swaying comfortably, They want to They wanted to take advantage of it, but they felt ashamed of it, so they sent me out to play the emotional card with you.
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The reporter from the city station immediately asked, Ms.Every time the season changes or the weather changes, it still becomes.
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When he got off work in the evening, Lan Changhua had a smile on his face.If something good like this happens to me, you can put a red hijab on my head.
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I went to the anorectal department and gastroenterology department, and they all said it was nothing.Du Heng glanced at his sister in law who was still venting, and whispered, Traveling is nothing, just take your driver s license.
Sure enough, as Du Heng guessed, it was indeed because of sexual intercourse.Du Heng clapped his hands in self reproach and quickly assured Du Ping, Don t worry, brother, I ll ask her now.
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Take care of it. Du Heng didn t quite believe what Wu Shengnan said, Your leaders can t be so impersonal, right You don t care about your colleagues when they are sick, but you still let them continue working Besides, your company should have regular physical examinations.With so much money spent, if you don t do well Unlock Sustainable Weight Loss: The ACV Diet Gummies Advantage in the exam, do The Appetite for Answers: Adipex vs. Phentermine you still have the nerve to come back Wang Shuqiu looked at Du Heng funny, but she didn t expect that Du Heng was only thirty a week when he was in school.
But what she didn t know was that when Du Heng went to college, his living expenses for a week were only 45.
I rely on it to pass the time while driving and before going to bed by reading and listening to books.He could push her uncle and How to Boost Your Weight Loss Journey: The Naltrexone Bupropion Combo aunt back and not take them seriously, but he couldn t do this to his future mother in law.
But everyone is quite excited, especially those related to these two banners.Thank you. After saying that, he bowed deeply to Du Heng and others.
Gong Daoyang suddenly approached Du Heng and said, I heard that the new mayor is very young, about the same age as you.Du Xueting was anxious, Then what It can be done. I have a math test in the afternoon.
Now that he saw what Du Heng meant, he felt depressed again.What is the difference between this and death Du Heng stopped explaining.
When he saw Du Heng, he greeted him enthusiastically.Moreover, the student s way of asking the question is to think about the use of traditional Chinese medicine in a typical Western medicine way, which is wrong.
Wang Shiyuan s wife s disease , it was cured by others.Zhao Xinfang was a little shy. He didn t say anything and just followed the two of them.
He seemed to be weighing the pros and cons, and later said, It Shed the Stubborn: A Realistic Guide to Lose 40 Pounds in a Month s just a change of unit, so there shouldn t be any problem.At this moment, he was extremely lucky that he had brought Du Heng over to be his teaching assistant and come to the department for a half day consultation.
His behavior was slightly rude, so he turned around and said apologetically to Du Heng, Sorry, please sit down for a while.Clearly. So, he may have gotten started with cooking, but as for diet therapy, he is still at the stage where he knows what it is and doesn t know why.
Du Heng made it clear that a car would be sent today, and Du Heng was at the scene and did not send a car.Looking at the screen, she was constantly asked to stop Du Heng and ask the questions they typed, and the girl became excited.
Du Heng glanced at Yu Haiting who came in, Have you told the family I have told you that she was not aware of her daughter s problem.If the kidney yang is strong, the steaming will be powerful, the qi transformation will be smooth, and the triple burner qi transformation will be rebuilt.
Wang Zhenzhen hugged Zhao Xinfang s arm affectionately, Our little Fang is getting more and more handsome as he grows.Thank you, Doctor Du, thank you, Doctor Wu. Yang Yuansheng was a little excited.
During the half month he was here, he was extremely anxious.
But Huang Yaozi is also 30g, which is more than twice the maximum prescribed dosage.Du Heng heard a dog barking in the yard, and there was no lock on the door.
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He came over and said, Hi, boss, we should let the boss come and take a look.He smiled and waved his hands, We have things to do today, so we won t go in.
The students all looked at Li Jianwei. From the twinkling eyes, it could be seen that they did not believe him.Li Qiuhua was Du Heng s first and so far the only person who was brought back from the brink of death.
When you get there, wait for me at the door. I ll be there soon.As a last resort, Du Heng and Yang Wei had no choice but to leave the room again.
Have you urinated in the past few days Did you see the color I went to the toilet.Why don t we go in and take a look The door was smashed by Zhao Bin.