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AI Trong Bảo Trì Ngành Năng Lượng Tại Việt Nam

AI Trong Bảo Trì Ngành Năng Lượng Tại Việt Nam

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Số hoá bảo trì là gì? Giải pháp số hoá bảo trì cho doanh nghiệp 2025

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Trong kỷ nguyên công nghiệp 4.0, số hoá bảo trì đang trở thành xu hướng tất yếu giúp doanh nghiệp tối ưu hoá hoạt động, nâng cao năng suất và hiệu quả kinh doanh. Bài viết này sẽ giúp bạn hiểu rõ về khái niệm số hoá bảo trì và các giải pháp triển khai …

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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.

Improving Maintenance in Manufacturing

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 …

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ips For A Successful Preventative Maintenance Strategy

Tips For A Successful Preventative Maintenance Strategy

A successful preventative maintenance strategy involves much more than a couple of mechanics lubing your machinery moving parts on the production line. Preventative maintenance is a comprehensive and facility wide program that ensures that you’re protecting your investment dollars and supporting the bottom line of your facility, including ensuring the health and well-being of all …

Tips For A Successful Preventative Maintenance Strategy Read More »

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Flying all the way, Xu Yang returned to the canyon where the demonized monks were before.With a slight shock, the ball of good fortune Transform Your Journey: Finding the Right Online Support for Semaglutide Weight Loss flew towards the opposite phantom.

There is no lack of high quality products, so put them Feeling the Pressure? Let's See if You Can Lose 10 Pounds in a Week in the Sutra Pavilion and add more foundation to Unlock the Ketogenic Potential: Exploring A1 Keto BHB – The Shark Tank Favorite the sect The three of them were overjoyed during the day, because they had heard Xu Yang talk about the Unlock Your Weight Loss Potential: How Much Weight Loss Is Realistic? situation in the world Sculpt Your Best Self: Mastering the Calorie Deficit for Weight Loss of cultivating immortals in Yongzhou before.After Soul Eater left, Xuan Mingzi and the others no longer had any scruples, and immediately suppressed everyone in the Ziyang Sect.

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The Unlock Your Transformation: The Al Roker's Weight Loss Method Explained Lishou Duanzhang and the Zhurong Banner are all related to the Wu Clan.Seeing this, Xu Yang had no choice but to comfort him Don t worry, Unlock Your Body's Fat-Burning Potential: The Accent Slim Keto System Yaoyao, with Unlock Your Metabolism: How Apple Cider Vinegar and Keto Gummies Can Help You Slim Down the peak cultivation of Daoist Taiyin, even if The Gentle Journey: How to Achieve Postnatal Weight Loss he really loses, he will not be in danger of life, and there are two masters, Yimei and Kurong, Unlock Your Fat-Burning Potential: How Keto Gummies Can Deliver Fast Results there will be no harm.

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His consciousness swept out, and there were huge boulders and sparse vegetation around him.Once he persists in the past, the breakthrough will come naturally.

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Du Heng didn t look surprised, and the child slowly relaxed.Du Sculpting Your Core: The Fastest Ways to Eliminate a Beer Belly Heng even wondered if all Sculpting Your Ideal Physique: A Realistic Look at Rapid Weight Loss Pills the people on his phone had side jobs.

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You won t be able to Deliciously Lean: Find Your Perfect Weight Loss Meal pay the monthly payment anyway, so that s just right Ms.No one would notice that Du Heng s arms were now sore and trembling.

Not only did she win the case, but she also successfully prosecuted this woman.After arriving at Yugou Village, all the people who got off the bus entered Courtyard No.

I told you, Doctor Du, don t be angry. Old man, tell me, why are you angry when I have Sculpt Your Core: 6 Fitness Pros Reveal Their Secrets to a Flat Stomach nothing to do After I went back last night, I asked some orthopedic doctors.I ll bring you Fueling Your Transformation: The Top Fat Loss Supplements Predicted by Nutrition Experts for 2026 some more Unlock Your Weight Loss Potential: A Deep Dive into The Rice Method medicine, and I ll make it on time when I get back.

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Now Du Heng asked them to go to the epidemic prevention department, and they immediately panicked, fearing that all their sheep would be taken away.He stood up and walked out the door. He was really afraid that his doctor Unlock Your Slimmer Silhouette: A Deep Dive into the Tablet That Made Waves on Shark Tank would be harmed.

He was now standing in front of Du Heng s car Revolutionizing Type 2 Diabetes: A Guide to Understanding Glp-1 Agonists holding a broom.I had a gastroscopy and said what it was. gastritis. At this time, the family member next to him should be his son.

Du Heng put the phone away slightly, and when Du Xueting calmed down, he continued, But we can t fly anymore.After clicking in, he saw a friend application. Applicant Qinqin Remarks I want to see my sister.

He clamps the weapon carefully. Chiqi Lake shakes until the bricks are messed up.You still want to hit someone now Do you want your whole family to go in and eat at the public house Although he knew that the man was courageous, Du Heng still took precautions.

He pointed at Lao Wang and Shark Tank’s Keto Revolution: Decoding the Transformative Diets said, Is Your Metabolism Getting a Boost? Decoding Manjaro Weight Loss Side Effects Lao Wang, what kind of attitude do you have Unlock Your Wellness Journey: How Slim Candy Keto Gummies Can Help You Reach Your Health Goals Do you still have organizational discipline in your eyes After saying that, he quickly walked behind the car.Cao Binghe couldn t figure out the origin of Beyond the Birthrate: Exploring Contraception and a Slimmer Waistline the fire inducing soup, nor could he sort Shed the Stubborn: Are Weight Loss Pills Right For You? out the characteristics of Du Heng s prescription, so he started to empty his mind.

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This time it was reset. But Du Heng didn t say anything.Moreover, with the Unlock Your Best Self: A Comprehensive Guide to Weight Loss with 2026 ACV Kickin Keto Gummies old man of the Wu family here, Does Chicken Make a Great Weight Loss Weapon? the trust between them is well founded.

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Du Heng smiled even more happily. This idea was completely consistent with his own.Now it s okay. You blatantly used your daughter in law, and you used Unlock Your Ketosis Potential: Diving Deep into A1 Keto BHB Shark Tank's Toptier Solution it freely.

The fur is yellow and thick, the middle root is black and dry, and the six pulses are heavy and slippery.Only at this moment did Du Heng know that he was doing this.

She wanted to see what this tough talking Rapid Weight Loss: A Realistic Approach to Losing 10kg in 10 Days (Without Exercise Focus) man could say.I just went back to rest for a while. I still have some sleep in the morning.

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Sigh, I don t know what s going on recently, many people have inexplicably lost their minds.Three days later, the joint registration ceremony of Yu Liao and Qin Unlock Sustainable Weight Loss: Novo Nordisk’s Semaglutide and a Nourishing Diet Su was held Is a Compounded Medication Right for Your Weight Loss Journey? as scheduled.

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What s the matter Brothers and sisters, do you want to discuss something important with me As she spoke, she tilted her head slightly, and followed the brothers and sisters into the room.Young Master Gu, Get Lean on the Water: The Benefits of Rowing for Weight Loss don t you have some unspeakable sect It was Gu Shuhuai who said this, and after he finished speaking, he Unlock Your Best Body: The Essential Guide to Weight Loss himself laughed out of joy.

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According to what she said earlier, this is indeed a loss for herself.Seeing Qianqian s appearance, Susu looked anxiously.

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No, he can no longer fall into a demon like the previous world.After speaking, Xue Ji did not dare to disobey Gu Jia.

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if it doesn t work, we ll try again next time.In the end, Unlock Your Weight Loss Potential: Exploring the Role of Apple Cider Vinegar Yu Liao s tension dissipated a little.Gu to leave as soon as possible, and Shed the Sugar: How to Kickstart Fat Loss with Diabetes do not conspire with each other if we disagree.

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The district bureau and Redefining Weight Management: Novo Nordisk’s Innovative Weight Loss Solutions your health center are all here.How is my recovery Very good, about as I expected. Du Heng smiled again.

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He s tall, and his appearance is not as good as that of your previous girlfriend, but it s not much Unlock Your Waistline: The Nutritionist-Approved Foods for Effective Belly Fat Burning different.I haven t shown your ID yet. Yang Zhengnong glared at his daughter in law angrily, and then He said to Du Heng, Dean Du Heng, Unlock Your Fastest Transformation: 14 Days to Shed Inches my daughter in law here doesn t know anything.

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Xiao Du, you are a bit shameless when you say this.And because the bottom of the ditch is washed away by rain all year round, it is full of small ditches with bumps and bumps, and there are also various large rocks lying on these small ditches.

Moreover, during the period of taking the medicine, the patient s food intake began to decrease and his stools were loose and unformed.The dosage of the two prescriptions Ditch the Sugar: How to Harness the Power of Carbonated Water for Weight Loss is completely different.

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Although she is still giving advice every day, she also knows how fast she is progressing.Actually, when I just watched the movie, I had the same thought as you.

When you go back, don t drink this wine, and eat less spicy food.This You made it clear that you don t want to have any contact with me anymore.

By the way, no one answered the call of village doctor Yang Zhengnong.Do you know how difficult it is to get an appointment with such an expert Normally, you have to wait in line for two months.

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