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.
Only then did the Meng family have the opportunity to enter the Taoist sect of cultivating immortals.He knew that the other party had used it.All his spiritual power was about to fight against him, he pressed his left hand on the platform and stood up.
Because they didn t have the need to eat like ordinary people, and Can Baking Soda Really Help You Lose Weight? Exploring the 1-Week Baking Soda Weight Loss Recipe it was still early at this moment, several people sat down in her room, and she casually talked about the previous hairpin conferences, and asked them what they had encountered recently in their practice For the difficult ones, she gently solved them one by one.
Yu Liao felt a big golden dumpling dangling in front of her eyes.When the sword body touched him, he said again This sword is to return your boat to me.
His scarlet eyes made Su Ziyang subconsciously take two steps back.The small pavilion is surrounded by clear bamboos, and the fragrance of the bamboos in the gentle breeze overflows the 5 Delicious Apple Cider Vinegar Drinks for Better Digestion nose, instantly refreshing the mind.
Although this Su Mu looked a little bad in the world of Taoism, it was not as good as Gu Jia said.The content of the booklet always made him feel a little familiar, but in his mind, he had never read it in the bookstore at home.
This Hairpin Conference, this is also the The best chance for him, the old demon king, to make a big fuss in front of the cultivators.If there was a woman who moved him in the previous life, it 5 Celebrated Strategies for Weight Loss During Winter Festivities was probably this hairpin flower meeting.
Just when the tea in Yu Liao s hand was halfway through, Qin Su put his fingers together and moved his fingertips slightly.The sign inspector is not from the Zeyang faction anymore.
She came up slowly, not knowing why Susu was already standing in the room, there was a screen blocking her view of the whole room, the cook was nowhere to be seen from the window, only one child was still on the bed Babbling and playing with the fabric in his hands, Susu, the man in black, stood Unlock Your Metabolism: 5 Unexpected Ways Apple Cider Vinegar Can Help You Lose Belly Fat in front of the child.
Xu Lingyue is such a smart person, as soon as her thoughts turned, her eyes immediately sank.After suppressing Xu Qi an, the Gu God did the same to the scene not long ago, the poisonous Gu corrupted him, the corpse manipulated him, and the emotional bewitched him, intending to obliterate the half step Martial God who claims to be immortal little by little.
After a while, a monster with a human face and a sheep s body crawled out of the abyss.A Xi only frowned slightly, and said Two groups are not enough, so we will go straight to five groups.
Jing and Jianzun had already imprinted on her, but still said The task of the master s trial must be completed by yourself, don t always think about relying on others.They turned their heads or looked back, looking to the south.
And 7 Essential Keys to Fat Loss for Women Unlocking Your Weight Loss Journey it involves the secrets of Confucian saints.Ah, seeing everyone so serious, Zhao Shou didn t know how to speak for a while.Within three to five breaths, the dharma collapsed, and Shenshu s indestructible body was exposed to the cycle of the sun.
Emperor Yongxing s eyes As soon as the light came on, the princes below were also discussing, but Wang Shoufu walked out of the formation, bowed Beat the Winter Bloat: 7 Powerful Cider Vinegars for a Slimmer You and said This is impossible The princes immediately retorted Why not I think Master Liu s plan is very clever.The little white fox has a keen intuition for the strong.
You warm your stomach.Jing Yuan nodded, drinking and eating meat in silence.Om Vajra Dunan s palms tingled, and the Pagoda of the Stupa vibrated, resisting his hold.
place.In front of me, Xu Qi an exchanged my information for favors and took a look at Heng Yin.If she dies inside, it s her fate.Imprisonment.Li Lingsu exhaled with a 5 Amazing Apple Cider Vinegar Recipes to Boost Weight Loss complicated expression, and changed the subject Although Buddhism is annoying, there is still a bottom line, and the Chai family should be fine.
Ding This sharp sword pierced Xu Qi an s chest, the golden lacquer flew away quickly, and the golden body dimmed by at least five points, becoming no longer dazzling.The nine veins on the foreheads of the nine stick wielding monks are angry.
But there was one thing that made her very unhappy.With his own support, it is easy to deal with them.
The warm water wrapped him up, soaked his limbs, and stretched his bones and muscles.It was not the Battle of Shanhaiguan, but an unfamiliar environment.
If you encounter something that cannot be resolved or cannot be decided, report it to the gang s senior management.Wearing black clothes and a cloak, he stopped when he jumped over a mountain Rethinking Weight Loss: Could Keto ACV Gummies Be the Key in 2026? stream.
Then silence fell.Time passed by bit by bit, the sun was setting, and the setting sun outside the window was like blood.Even Buddhist monks are obviously suppressed, but he is basically the same as usual.
The warlocks of the The Enthralling Weight Loss Journey of 8 Individuals: A 2025 Recap Sitianjian secretly named her future juniors Chidang.It happened in Xiangzhou.From this point of view, it is inconvenient for me to get involved in the affairs of the Chai family, at least I cannot blatantly participate in it.
The turret appeared behind the tower at some point and poured firepower downward.Li Lingsu said Xiangzhou has many water systems, and the river network is dotted with criss crossing.
This is the wine I stored during my travels, try it.It feels like the good time of picking up silver every day will come back again.
Wandering all the way, bought some Unlock the Truth: Debunking Myths Around Belly Fat Loss in 2025 ceramics, Li Lingsu filled his stomach with tea, and said in a low voice Sisters, I feel relieved.As long as he covers his face and does not actively expose Tianzong s spell, even if he passes by his master, he will not be recognized.
Because she is not the opponent of Dongfang Sister, and the latter will attack the rival in love Always ruthless.The little golden dragon turned into fine golden light and was sucked into the mirror.
The chrysanthemum wall in the south is curved and open.the doctor was not short of money. After giving the medicine, everyone stood by to watch over the mother.
An old man with white hair and a childlike face, he must be over eighty years old, but he is very full of energy, much more energetic than Lan Changhua.It seems that this Dr. Du has studied the Emperor s Internal Classic and has a good understanding Unlock the Sweet Spot: A Complete Guide to Keto Gummies and Their Effectiveness of paying equal attention to the movement of qi.
But in front of Du Heng and Li Jianwei, I always felt that the books I read were not the same type of books as the books they read.I think she is not suitable for the job now. Let s take this opportunity to let her make Unlock the Kelly Clarkson Glow: Exploring the Keto Gummies Connection adjustments.
The man also said with a sad face. That s nonsense.Director Qiu, have you left Du Heng shouted loudly after writing the prescription.
Wu Shengnan took the decision and collected the card, so there was no way to continue the matter.The mother in law opened the quilt on the child and completely exposed the child.
His eyes were finally willing to leave the computer, and he quietly turned his head and glanced at the kitchen.But it s different when it comes to Du Heng. Du Heng is young and a traditional Chinese medicine practitioner.
1 Department of Traditional Chinese Medicine, the No.Jiang Feng breathed softly. The patient on duty was about to die, and she was so nervous that she started running.
But after hearing Du Heng s words, he nodded Unlock Your Metabolic Potential: A Deep Dive into Rize Labs Keto Gummies quickly without explaining.
Undergraduate students will receive equal pay for equal work.Li Zhihe Jingshangyan has reported yanjie tightly refused feeding and cutting caohuoyan step cover Dingchancaoqie jingshang fengzheng.
Doctor Du, I brought my daughter here, look.
Wuwuwu.
There was a strange sound. Du Heng was surrounded by old men and old ladies, his mind was in a mess, as Unlock Your Slimmer Waistline: 3 Nighttime Apple Cider Vinegar Drinks for Fat Loss if he heard everything, but also seemed to hear nothing.The continuous successful cases tell him that this prescription can be said to be a mature and reliable prescription for the heart.