Quản lý dữ liệu tài sản cho các công ty công nghiệp lớn có thể là một quá trình dễ xảy ra lỗi.Sử dụng trí tuệ nhân tạo có thể chủ động cắt giảm thừa thải và giảm đau đầu do dữ liệu của bạn.
Hầu hết các nhà cung cấp dịch vụ công nghiệp ngày nay đều có các nhà phân tích quy trình giám sát tài sản của họ trong lĩnh vực này. Mỗi nhà phân tích quy trình thường chịu trách nhiệm duy trì tài sản trên 12 đến 15 nhà máy khác nhau bằng cách sử dụng nhiều hệ thống phần mềm chứa dữ liệu trong silo. Các nhà phân tích và đại diện dịch vụ này có thể có nhiều năm kinh nghiệm trong công việc, nhưng họ đấu tranh để theo dõi hiệu suất của các tài sản đó với những thách thức kép về nguồn nhân lực hạn chế và các công cụ kế thừa. Do đó, họ dựa vào bảng tính và các cuộc gọi điện thoại để có được thông tin họ cần. Quá trình thủ công này dễ bị lỗi và dẫn đến nhiều sự thiếu hiệu quả. Không chỉ vậy, họ còn mất nhiều thời gian hơn để đi đến nguyên nhân cốt lõi của một sự kiện, như tăng đột biến năng lượng hoặc thời gian ngừng hoạt động bất ngờ. Điều này dẫn đến chi phí cao hơn và năng suất thấp hơn.
Do đó, các nhà phân tích không thể liên kết tất cả dữ liệu lại với nhau, để lại những câu hỏi chưa được trả lời có ảnh hưởng đến số liệu doanh thu của họ. Những câu hỏi này bao gồm:
● Phần trăm thay đổi trong tiêu thụ năng lượng tài sản từ tháng này sang tháng khác là gì?
● Làm thế nào một tham số tài sản cụ thể lại ảnh hưởng đến doanh thu được tạo ra từ tài sản đó?
● Mỗi hoạt động vận hành ảnh hưởng đến tuổi thọ của tài sản như thế nào?
● Làm thế nào tôi có thể tăng hiệu quả thông lượng của mình?
● Làm thế nào tôi có thể giảm thời gian downtime ?
Giám đốc điều hành và quản lý bộ phận phải đối mặt với những thách thức hàng ngày và áp lực phải làm nhiều hơn với ít hơn và giảm tiêu thụ tài nguyên. Có rất nhiều tiềm năng cho các công nghệ trí tuệ nhân tạo (AI) để giúp các công ty đạt được những mục tiêu đó và trả lời chính xác các câu hỏi trên để giảm thiểu chi phí gia tăng và tăng tỷ suất lợi nhuận.
1. Khám phá những điểm mù với dữ liệu lịch sử và thời gian thực
Các quy trình công nghiệp được quản lý bằng nhiều nền tảng phần mềm – chẳng hạn như SCADA, ERP và phần mềm quản lý bảo trì tài sản CMMS – thường được lưu trữ trên một hệ thống quản lý hiệu suất tài sản kế thừa (APM) cũ. Nhân kịch bản này với nhiều cơ sở trên khắp các khu vực, quốc gia hoặc thậm chí quốc tế và bạn sẽ biết được thách thức đối với các thực thể sản xuất quy trình ngày nay – ngay cả những cơ sở đã chấp nhận tự động hóa.
Ví dụ, các công ty nước giải khát phải dựa vào các nguồn nước khác nhau để sản xuất sản phẩm của họ. Để sẵn sàng nước đó để sản xuất đồ uống, họ phải xử lý nó đến mức cần thiết trước khi họ có thể sử dụng nó để sản xuất. Chất lượng nước cấp phụ thuộc vào vị trí của nhà máy. Ngay cả trong cùng một nhà máy, chất lượng nước cấp có thể thay đổi qua từng năm, tùy thuộc vào lượng nước được rút từ mỗi nguồn. Để quản lý hiệu quả chi phí xử lý nước cấp, bạn phải theo dõi cẩn thận hiệu suất của các tài sản được sử dụng trong quy trình. Các hệ thống kế thừa làm cho việc truy cập dữ liệu và theo dõi hiệu suất trở nên khó khăn. Các hệ thống này thường gây ra các điểm mù trong các quy trình công nghiệp là tác nhân chính gây lãng phí và kém hiệu quả, dẫn đến sự suy giảm doanh thu.
Mặc dù có các thực tiễn tốt nhất được tiêu chuẩn hóa để tận dụng dữ liệu tài sản, APM vẫn còn trong những ngày đầu và mọi tổ chức dường như có cách tiếp cận riêng. Một số công ty dựa vào APM phản ứng, chạy để sửa tài sản khi họ thất bại, nhưng mặt khác không quản lý việc sử dụng hoặc sức khỏe của họ. Những người khác là chủ động, theo nghĩa là họ quản lý tài sản dựa trên việc sử dụng; các công ty này phục vụ thiết bị trên các bảng thời gian, cho dù tài sản có cần chú ý hay không. Các nhóm tinh vi hơn lắng nghe tín hiệu tài sản và trả lời tương ứng.
Lắng nghe tín hiệu tài sản liên quan đến việc theo dõi dữ liệu và hiểu những hành động cần thực hiện. Ví dụ, một công ty sản xuất thực phẩm cần duy trì hiệu quả thông lượng của họ ngay cả khi tài sản của họ tiêu thụ nhiều năng lượng hơn mức cần thiết. Nếu tiêu thụ năng lượng tăng đột biến quá nhiều, họ phải đóng cửa tài sản và sửa chữa nó trước khi tiếp tục sản xuất. Năng lượng là phần tốn kém nhất trong các hoạt động, vì vậy các tổ chức phải đảm bảo rằng họ có thể dự đoán các đột biến năng lượng và thực hiện các biện pháp phòng ngừa cần thiết để ngăn chặn chúng. Điều này sẽ cho phép họ duy trì hiệu quả chi phí của thông lượng và tối đa hóa thời gian hoạt động.
Bằng cách tận dụng dữ liệu lịch sử và thời gian thực trong các hệ thống này, AI có thể phát hiện ra những điểm mù bằng cách kết nối dữ liệu và số liệu kinh doanh để cung cấp những hiểu biết quan trọng một cách tự động và liên tục. AI có thể giúp xây dựng cầu nối giữa hành vi tài sản và doanh thu trong tương lai bằng cách tạo KPI liên kết với các số liệu kinh doanh chính. Với các giải pháp APM dựa trên đám mây, các nhà phân tích có thể đưa ra quyết định sáng suốt hơn để đạt được hiệu quả thông lượng cao hơn, tăng khả năng duy trì doanh thu và giảm tổng chi phí hoạt động trong vòng đời tài sản.
2. Tạo nên nhà máy công nghiệp tự chủ động
Không có khả năng truy cập dữ liệu từ các quy trình công nghiệp buộc các nhà quản trị phải dựa vào kinh nghiệm hoặc các quy trình đánh giá cứng nhắc. Cả hai phương pháp đều có thể dẫn đến đánh giá sai dẫn đến chi tiêu lãng phí và làm gián đoạn quá trình sản xuất. Nếu họ dựa vào kinh nghiệm, họ sẽ thường dựa vào trực giác về cách điều hành một tài sản cụ thể. Điều này thường dẫn đến các cài đặt bảo thủ dẫn đến tiêu thụ tài nguyên quá mức. Mặt khác, các quy trình đánh giá đúng sử dụng các quy tắc tĩnh để đánh giá một tình huống nhất định, dẫn đến các đánh giá dưới mức tối ưu về những gì cần phải hoàn thành.
AI cung cấp khả năng xác định và khắc phục vấn đề này. Các nền tảng Internet công nghiệp (IIoT) do AI điều khiển cung cấp cho các nhà phân tích quy trình dữ liệu thời gian thực từ quy trình sản xuất, cho phép họ chủ động thay vì phản ứng. Các nhà quản lý có thể giải quyết các vấn đề thực tế thay vì ném tiền vào các vấn đề có thể không thực sự tồn tại. Ngoài ra, các nhà máy sẽ có thể chế tạo các sản phẩm mới phù hợp hơn với nhu cầu cụ thể của khách hàng, tất cả đều giúp tăng sự trung thành với thương hiệu và sự khác biệt thị trường. Điều này sẽ mang lại lợi ích lớn cho các công ty trong lĩnh vực này đang nhanh chóng chuyển đổi thành các doanh nghiệp tập trung vào phần mềm, định kỳ.
Cuối cùng, những người ra quyết định có thể sử dụng các phương pháp dựa trên dữ liệu thay vì các thử nghiệm không đáng tin cậy và quy tắc tĩnh. Dữ liệu cảm biến được tạo ra tại các nhà máy công nghiệp sẽ giúp dự đoán xu hướng và đo lường KPI, kết nối tất cả lại với các số liệu kinh doanh, có thể được sử dụng để tăng hiệu quả và duy trì tỷ suất lợi nhuận.
Look at this Is the time okay If not, I can go and give you a gift and send my blessings and then come back Yu Haiting suddenly realized, with a happy face, Yes, yes, it s 9 o clock since my wife finished her high school evening self study, just in time.Looking at her childish face, I guess she might be eleven or twelve years old, but the girl is very fat, about the same width as an adult male, and about one and a half meters tall.
We don t have that much ability. If it weren t for you, how could all the patients be referred The patient is not stupid, who is the best Gao, of course they will choose who they want.She was definitely the best among people. As soon as he looked at the items on the list, he knew what Du Heng wanted to do.
You insist on saying that you two know each other. Wei Kaida suddenly looked at Du Heng with great admiration, Brother, I really didn t see it, why did Lao Gong They say they are all your future brothers in law, but you seduced a girl in front of others, and you got such a beautiful one, so you are not afraid that he will tell your wife How could Du Heng not panic, but he felt that Gong Daoyang was not that kind of person besides, he himself That was also a drunken and unintentional act.
As long as you don t leave early and don t have an allergic reaction, it has nothing to do with me.Du Heng looked at Zhang Long s movements and narrowed his eyes slightly.
Before she was punished, when she was still working in the Provincial Department of Maternity and Child Care, she could be said to be just a stone s throw away from this little flag that represented recognition and fame.Du Heng really didn t care. If you can be optimistic about it, it is indeed a show off thing.
If it stays in the lungs for a long time, it will also cause necrosis of lung tissue.After and Lu After Zhongjiang s discussion, the matter was settled.
Your brother Gong and the senior instructors in his school want to treat you to a meal.Zhao Bin didn t tell clearly which village and household it was from just now, so Du Heng could only call Zhao Bin back again.
Tsk If you have questions, you can ask them, but don t If you call me teacher, just call me Dr.You can go to and from get off work at any time, and no one will check your attendance.
After saying that, he left without looking back. Du Heng was also drunk, he really met a great person.It was really just out of curiosity. I asked about professional habits.
We asked the doctors at the First City Hospital today and they said it would be best to give them a banner.I rely on it to pass the time while driving and before going to bed by reading and listening to books.
It s all in line with the pulse, it s a symptom of spleen and stomach deficiency and coldness.Du Heng was a little bit He glanced at Xu Pinglin and Doctor Hou unexpectedly.
After settling in, he hurried to the emergency department of the First City Hospital.Stomatology and clinical medicine are both first level disciplines and are in a parallel relationship.
Okay. you just leave it like this. Du Heng looked at his arm for a few seconds, then squatted down, pinched his right hand, raised his thumb, and slid the nail of his thumb along the inside of the leg from the depression of the ankle joint.During the rush hour, the blockage can make your bladder explode.
It was at that time that he fainted in the hospital, and it was discovered that he had mid stage gastric lesser curvature cancer, but it had not spread yet.Du Heng looked at the emergency doctor, and after he nodded, he turned to the parent and said, Parents, The child is indeed just suffering from heat stroke, and it is not difficult to treat.
Unexpectedly, Wu Shengnan smiled slightly and said to An Chunhui, Uncle An, I have some personal matters with Dr.money. If you include the purchase of other equipment and newly added personnel salary expenses, etc.
The face itself is not well developed. The other type is acquired, like Wang Shiyuan s wife.But now I can tell her, just as a warning to the family, Your mother s condition is improving, but your mother has a habit of smoking, so the recovery effect is a bit slow.
He glanced at Du Heng and said, Old Du, are you sure Why haven t I heard of the recipe you mentioned Du Heng shook his head, Besides money, what else do you have left in your mind now Then you give me I ll write down the prescription, and I ll have the people in the warehouse deliver the medicine now.
It s far away, and I can t expect to come back every two or three years.It is perfectly fine for patients to prescribe medicines, but it is okay to prescribe over the counter medicines or proprietary Chinese medicines.
Wu Buwei and Ma Zichen took the menu and studied it.Hello, Doctor Du, thank you for making a trip. What do you think of my father s illness As soon as the hostess said these words, The two people who were having a heated discussion also stopped and looked at Du Heng together.
There is no way, everyone is used to it, and I agree with this approach.Dean, secretary, everyone has arrived in the conference room.
Du Heng s eyelids were twitching fiercely. He knew that after Li Qingde said this, he would definitely have something to add later.After some inspections, Du Heng felt confident that it was pretty much what he expected.
I just finished my school work this morning, and you didn t let me take a break.After a pause, he continued, If the Qi does not enter the body, the gods will be in chaos meaning confusion, confusion.
When I walked in, I saw that it was not that the toads were big, but that the two toads had been blown up by the dolls.The last ones were made of three meter long materials.
Du Heng carried his bag and wanted to say hello to Wang Zhenzhen, but he didn t expect that the window of the registration room had been closed early, and the person had disappeared long ago.People kneel down. The whole person looked extremely excited, and he looked completely crazy.
If anything happens, he can still help me. The two agreed.Jin Zan shook his head, No, I don t think so. The Third Hospital is responsible for Well, what can Ma Ti er do as a traditional Chinese medicine doctor Don t go because the patient might go crazy and attack you.
What he showed was that he was an elite child cultivated by an elite family through elite education.After ten more doses, the pain and itchiness will disappear and I can walk again.
Now that he has such an opportunity, especially Du Heng s diagnosis and prescription of colds in the villagers, it is the skill he most urgently wants to learn.Wu Buwei asked Li Xiang quietly, Teacher Li, what s wrong with this patient Li Xiang said calmly, It s okay.
It s just a neurasthenia. It won t affect the birth of your child.Wu Zhouzhou, the general practitioner of traditional Chinese medicine in charge of Du Heng at the Zhonghu Town Health Center, saw clearly the work badge on Du Heng s chest.
But not only are we looking for them, there are also several people waiting to collect the placenta.However, his conscience and professional ethics prevented him from doing such a thing.
The leader was very satisfied and felt very happy. Comfortable, very comfortable.Du Heng saw that it was just right, and took the medicine to the ward.
Both. Whatever you say, he will listen to. It s too slow. Tingting has graduated from college in three or two years.Du Heng and Wu Buwei didn t stay long. They simply explained their condition and drove away immediately.
Du Heng also saw An Chunhui s eyes. He understood that at this moment, Lao Song s role as acting dean had come to an end, and he would never have the chance to get rid of the word generation.I checked your pulse that day. You are counting your pulse, and your pulse is strong and powerful.
However, the child was crying and moving his hands and feet, so he couldn t get an injection.Maybe he will be caught by a rich woman and taken into the boudoir that day.
Brother, what s wrong Take the uncle to get the medicine.Aren t you waiting No waiting. If necessary, let me go.
Do you think the township government can give us some support Song Jiaying thought.Du Heng s eyes widened as he looked at her, Hey, darling, this woman drinks too much.
That s it, you two. Let s change the topic. Du Heng chuckled. He was almost finished eating.If a beam hit his head, if his head wasn t broken, it would have to be a cerebral hemorrhage.
If it gets wrinkled tomorrow, you can just iron it for me.Zuo Liangliang s daughter in law also went into the kitchen to make a special breakfast for each of them.
past. Before he could say a few words, he saw his daughter and daughter in law beside Li Qiuhua, crying and shouting, Mom, Mom.The mountains in Jinzhou are made of soil mixed with white soil and black soil.
So light, so possible She was quibbling, but looking at her face, she felt very guilty.
Obviously she said she was willing before, but then she began to deny it again.He tightened his grip on her waist, raised his other hand, and placed it above her eyebrows, covering her panic dilated pupils.
After Yu Liao s words, Qin Su straightened his upper body.Although he was asking, his tone was affirmative.Well, yes, these two people said they were wandering around in this yard, but there was no one around at this point.
He paused for another moment, then turned his eyes to Susu and slowed down.After she finished speaking, she stared straight at Tan Su who was caught in some kind of thought, trying to see some denial on his face.
We have sent people around the table to look for it, she said, moving the point of her sword towards the wound on Susu s pipa bone, If you don t talk about it as a younger sister, I ll make a hole in the other side of her pipa bone, so that your sister will suffer less if you say it earlier.After finishing speaking, she said Turn around and leave.
It seemed that the master had really bitten hard.He didn t feel the pain, but felt that the master s lips were really as soft as her heart.Susu looked at the back of him who was about to leave without hesitation, clenched her teeth, stood up with clenched fists and shouted at him Yan Shu, if you hadn t brought that monster to our house back then, what would have happened to our family The family will be wiped out, and the whole family in the Su Mansion will die, and you, Yan Shu, will also be part of it.
Who are you I am Chen Fu.When did you hire someone like you Yuanwai Chen seemed to have come to his senses as he spoke, and he stood up with his hands behind his back.Do not seek quick success when practicing this.Qin Su took the pear handed by the master, and accepted her teaching with a solemn expression.
deadly.One day, news of Wu Yu s death came from the people below, Xu Xi laughed out loud, and asked after laughing enough, Where is his life lamp The servant replied The lamp of life has not been extinguished, and it will be raised in the back mountain of the Wuqing sect, and will be reincarnated soon.
Go, tilted his head slightly and tickled the corner of his lower lip A mere defeated general, I just let you score seven or eight points, and you really thought you could be my opponent, stupid.But she didn t ask anything at the moment, and she started to help clean up with a slight spiritual power in her hand, Su Yan er and Meng Xun also helped together.
The excess medicine powder was wiped off with a towel, and she saw that there was not much material to bandage the wound in the inner room, so she looked down under herself.It stands to reason that Dugu Huai would definitely give priority to healing Su Mucai, and there was no reason to come here so soon.
There was a light stroke on her shoulder blade, and the next moment she could only cry out in pain.It was the junior brother who said that if you get Su Mu, the junior sister will compete in your place.
He froze for a while before he slowly glanced at the two of them.Only then asked Will I need it Master Taoist, what kind of elixir is it for The author has something to say OOC is not responsible for the small theater Master What the apprentice said is very reasonable but weird.
Said to be one in a million.Tan Xun s subsequent actions also proved that Tan Su s vision was not false.After all, this person has never lost since he entered this stage this month.
Tan Su leaned the person in his arms against the tree trunk behind him, took off his jacket and gently covered her body, and after getting up, he cast another spiritual power shield to surround her in a small area.The real feeling of Huai an Town.Master, you beat them so hard back then, so now you can easily win this round.
When they left, the two kept the bodies of the baby s parents intact, and tore off several white curtains in the house to cover them up.After finishing speaking, Qin Su chuckled directly, and then continued after a while of chuckling I like our master, the love between men and women love life and death in the same acupoint, this is my love for my junior sister Supplement to this remark.
Be good, Weiwei, don t be afraid, Daddy will find the best doctor for you, and I will invite the best doctor in the city right away.She turned around and extinguished the candle and closed the door.
She was discovered when she rolled down from a carriage.If I don t do it, Master is going to stop them for us alone, he said, his eyes His eyes seemed to be looking at something through her, his face was dazed, and then he said firmly I don t want you, Master, to be left alone.
Gu s three urgencies take so long Twice for no reason.Gu will tell me the truth Mr.Gu, don t think I m stupid, I let you continue to participate, it s all for the sake of Wugou Mountain.
Master, it s so difficult, why is this backhand stab so difficult.He lowered his upper body slightly and covered her under him, a posture that could completely confine her under him.
Yu Liao made the Taoist Taiji Yin and Yang Seal with both hands, because she died for a woman, her right hand was on top, and she bowed solemnly.She looked back at him and left, and she looked at the teacup in her hand.
When she faced the stall in Huai an Town, she didn t handle it very well, she was passive and believed in human nature too much.This person is not only cultivating demons personally, but also cultivating both demon energy and spiritual power.
At this moment, he raised his head and looked at the woman who attacked him, his previous confidence was gone, and frustration and a trace of fear were revealed in his eyes.Ah Su, Yan er has just experienced such a big change, so she can t rest assured as a teacher.
Yu Liao was also looking at him intently, and saw that Tan Su, who had his eyes closed, was surrounded by blue spiritual power.As she said that, she told her again that it was just an investigation, and everything would be discussed after she came back from the Taoist temple.
Sure enough, as the master said.I saw that Su Jin er below waved the whip in her hand, easily smashing the empty bowl that came over with a bang.Senior brother Chen Qi raised his eyebrows at the girl who stood up excitedly, which didn t suit her senior sister Lazy.
But at this moment, she decided to touch the stone statue first, and then emphasize to him that it was just an ordinary interview post.
Li Jianwei introduced the patient s condition. Du Heng saw that Li Jianwei was not joking, and became serious, Teacher, when did the patient get worse and when did he get better According to her description, when the stool is dry, the rash will become larger and redder, and the itching will become worse.
Qiu Pingzhen turned around and went out, then closed the door of the office.That kind of psychological gap can easily make people feel lost and slack.
Du Heng is very happy. He found that sometimes if he kept a little silent, the actual effect would be much better than if he were to force himself.Gu Ping also looked relieved. Before this, he was worried about the patient s condition, but more importantly, he felt unspeakable professional frustration.
In April, due to some stupid things, all the municipal awards that I was sure to win were taken away, and there was no news about the provincial recommendation.Didn t they give any advice on how to deal with it After hearing this question, The expression on Feng Su s face became even more depressed, and even the two assistants next to him had bitter expressions on their faces.
He has seen countless babies, ranging from ten thousand to eight thousand.I have been chatting with this young man during this time.
The other end of the phone paused for three seconds and then said, I m going to work now, at noon.The first category is physiological needs, such as feeding when hungry.
Our ancestors of traditional Chinese medicine have divided us doctors into different classes very early.Under normal conditions, with these two signs, the vitality is unstable and the kidney qi is not solid.
However, the results of the examination were basically the same as what Professor Zhang told him.If the dosage is full, how can we make money if the two medicines are taken by the patient Moreover, what if the dosage is enough We can t afford to pay for it if it makes people sick.
This patient suddenly fainted twice last night at midnight and again at noon today, but he was rescued quickly.
Du Heng s steps paused slightly, then returned to normal, Just twice Just twice, I also asked the family members, this has never happened before.The new year was forced to be promoted. The work was suspended, and the workers were blocked.
You are a big liar. Looking at the crazy Wu Shengnan, Du Heng could only smile awkwardly.It s not surprising that one person s stool is too far back, blocking the person sitting back to back at the other table.
But I want to make it clear that if a patient in the hospital recognizes you and leaks your information, it is none of our hospital s business.But in front of the patient, she really couldn t get angry easily, so she could only get up and follow the doctor who came over to the consulting room temporarily arranged for her by the village committee.
But Du Heng smiled slightly and said, Okay, anyone who is dissatisfied can come to me.Relatives are gone Even though I have worked in the hospital for more than ten years, I have never heard such sad crying.
This matter. Gong Daoyang nodded, Okay, let s do it at ten in the morning.After thinking about it, he said, The current situation is because we are too weak to resist.
But there are still those who don t believe in evil, Dean Du, does this arrangement violate the hospital s regulations Which rule does it violate Du Heng looked directly at the director who stood up, his face even more gloomy.From dizziness at first, to panic, and then slowly to heart palpitations and uncontrollable nausea.
Wait for me. The so called opening shot means that Du Heng puts on makeup, poses, and takes some handsome and cool looks.He took two steps back and leaned his back directly against the wall.
In the future, if it is not an emergency and you will die on the spot, you can only walk quickly, don t run.The woman stood up with a look of surprise on her face.
