En el mundo de la fabricación moderna, una planta no solo produce bienes, sino que también se erige como una fábrica de datos. Cada activo, producto, proceso y sistema en una planta genera una cantidad sorprendente de datos. Según IBM, una fábrica promedio genera 1 TB de datos de producción cada día. Estos datos, una vez procesados y analizados adecuadamente, tienen el potencial de transformar la eficiencia operativa y la toma de decisiones estratégicas en la industria manufacturera.
Desafíos de los datos sin procesar y no estructurados
Sin embargo, trabajar con datos sin procesar y no estructurados presenta sus propios desafíos. Estos datos, que originalmente se concibieron para el control de procesos, carecen de contexto y estandarización. Además, su volumen, velocidad y variedad están en constante aumento, lo que los convierte en una materia prima difícil de manejar.
Aplicando principios Lean a la gestión de datos
Afortunadamente, los fabricantes ya tienen a su disposición un marco efectivo para abordar estos desafíos: los principios de la manufactura Lean. Siguiendo los pasos clave definidos por James Womack y Dan Jones, los fabricantes pueden aplicar conceptos Lean a la gestión eficiente de datos.
Propósito: Al igual que una iniciativa lean debe apuntar a un valor para el cliente, los fabricantes deben identificar quién y para qué se utilizan sus datos. Diferentes partes interesadas internas, como garantía de calidad, mantenimiento, finanzas y gestión de la cadena de suministro, pueden necesitar acceso a estos datos para resolver una variedad de problemas.
Proceso: Después de definir el propósito, los fabricantes pueden centrarse en cómo cumplir su objetivo. Al igual que en el mapeo del flujo de valor en la manufactura Lean, los fabricantes deben mapear el flujo de datos para reducir la complejidad arquitectónica y evitar interrupciones en los datos. Esto implica crear flujo de datos y establecer un sistema de extracción para garantizar que solo se almacenen y procesen los datos necesarios para lograr un caso de uso específico.
Personas: Para mantener los proyectos Lean en marcha, es crucial establecer ciclos de mejora frecuentes y designar un administrador de flujo de valor. En el contexto de la preparación de datos, esto implica la gobernanza de datos y la comunicación multifuncional. Los fabricantes deben determinar quién supervisará el proyecto de datos y superará la etapa piloto, lo que puede implicar la creación de nuevos roles como ingeniero de datos, arquitecto de soluciones y director de transformación digital.
Habilitando datos eficientes
Al aplicar principios Lean a la gestión de datos, los fabricantes pueden reducir el desperdicio de datos y mejorar la eficiencia operativa. Al mapear cómo fluyen los datos desde una operación específica hasta su destino final, los fabricantes pueden identificar áreas de mejora y optimizar sus procesos de preparación de datos.
Transformando datos industriales en información
Si los datos son la materia prima de los negocios, entonces la planta está repleta de este recurso. Al utilizar herramientas y tecnologías que han transformado la fabricación durante décadas, los fabricantes pueden convertir sus datos industriales en información valiosa y abrir las puertas a una fábrica de datos eficiente. Con una gestión eficiente de datos, las plantas pueden maximizar la eficiencia operativa, reducir los costos y mantenerse competitivas en un mercado en constante cambio.
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His status is a hundred times more noble than Dou Longyang, the president of the martial arts alliance in Shen City.But the strange thing is that, with the same embarrassed posture, Qin Feng now gives 2025 Update: 7 Facts on Can Drinking Apple Cider Vinegar Help with Weight Loss
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Besides, Fan Zhenhai s strength completely overwhelmed the rest of them, and Liu Si was on their side unconditionally
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Because I have already seen you from the subordinates around you, Second Young Master.I think Qin Feng is in trouble this time. Less. Dai Ruolan s smiling face became even paler now, and her worried look was not concealed at all.
Just when everyone thought Qin Feng would never be able to dodge this sword, there was a sudden sound.Naturally, they didn t think that Qin Feng and Ye Huang had anything to do with each other.
If not, maybe their family wouldn t be in this situation now.However, he was also very confident in his own strength.
Thinking of his previous ridicule to Qin Feng, he felt his scalp numb and his face turned ashen.He couldn t speak This matter
What s going on The fact is that we kindly bought a house for your aunt, received you warmly, and gave you gifts.
I know, you are very dissatisfied with me for saying that secular warriors are not as good as our sect s martial arts, so there is no need to say these things here in a weird way.
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to get the phone, he still resisted the urge and continued to steal the phone.Deep in Wuling Mountain. The ancient trees are thick and towering, with intertwined roots and overlapping leaves and branches, making it difficult for the little light to penetrate into the woods.
At this time, Li Yang looked at Lin Beichen and said, Brother Chen, there seems to be static electricity all the time on your body.Zheng Xia and Lin Xiangdong took the tissues and wiped their eyes.
Go. The trekking poles are cheap. The trekking poles are cheap. They are five yuan and five yuan.Make mistakes. Kill Lin Beichen as soon as possible and bring Tang Ru back.
conduct a full investigation into whether there are multiple superpowers.This made Han Yuan look confused. No, buddy, are you exhausted Han Yuan looked up at Lin Beichen on the bed, and asked in a very envious and yearning tone Is it so exciting today That was so exciting.
However, they were not kept waiting long. That s a few seconds.An old but hearty laughter sounded immediately. There was an old man on the other side of the phone.
With the advancement of science and technology, traditional martial arts are declining day by day.They looked like they might die at any time. The weeds under our feet are no longer lush, but are becoming The Benefits and Effectiveness of Man Power Male Enhancement Gummies (Qeavn)
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Okay. On the other end of the phone, the boss nodded, and then asked Have you solved Lin Beichen He sent Eric here not only to complete the deal with Tang Ru, but also to let him kill Lin Beichen.The surroundings are not that hot. Compared with the high temperature, it is even a little cool.
It s for this moment Of course, he did not forget to pay attention to the subsequent development.Classmate Lin Beichen, come with me to the big conference room for a meeting.
He didn t want to miss any insight into thunder and lightning.That s it. Lin Beichen nodded thoughtfully, and then asked Director Song, where is the D level among all ratings Mid lower level.
This time, they did not dare to look down upon Lu Yu in the slightest.Seeing that Lu Yu still wanted to take action, they quickly explained Reporting to Brother Dao, oh no, senior, what we said is The Benefits and Risks of CBD Gummies for Health and Wellness
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He Zhenlong, the leader of the Western Wilderness Kingdom, glanced at Qianrendong coldly, and then said with a smile It turns out that Qianrendong, the leader of the Thousand Blades Sect, has arrived.This person s talent and cultivation strength are really terrifying.
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proud of, but it is a pity that he will die today He is too arrogant.Moreover, at the Nascent Soul stage, one can slaughter transformed gods like dogs, which is simply unbelievable Coupled with many facial expressions and movements
The more Gou Rui looked, the more she felt that Yu Lu was Lu Ziji But the attack methods of Yu Lu and Lu Ziji are completely different Lu Ziji s swordsmanship is astonishing, but this Yu Lu looks like a body refining monk, with a powerful body, even more powerful than high level monsters A casual punch or kick contains a lot of power.
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Wentian, a deep crack appeared on his chest, almost splitting him in two If it weren t for this zombie like appearance, I m afraid it would just be splattered with blood boom After a brief silence, it seemed as if a pot had exploded, boiling and causing an uproar Too strong Lu Ziji, oh no, Lu Xianzun, it s too powerful Yes, Lu Xianzun is really beyond everyone s expectations.
After all, Master Huan Yu is proficient in formations.Can they really break the restrictions imposed by this stone statue and find the Magic Pearl of Liuyan Others also started to discuss helplessly This competition on the stone statue of Liu The Benefits and Effects of Pureganics CBD Gummies for Pain Relief and Overall Well-being (GfuTM)
Yan Shenjun cannot be broken except by the ancestor of the gods or the formation master Yes, if we continue to break the restrictions on this stone statue, , I m afraid the backlash alone will kill us Oh, although the Liu Yan Magic Pearl is a treasure, I don t think it will fall into my hands, so I d better give up
For a moment, everyone They all retreated, but were reluctant to give up, and the situation became deadlocked.
Even the God of Transformation cannot protect herself, let alone a person like her who is in the Yuanying stage.The leader of the Tianwai Sect is the number one person in Cangshan Star However, how could it be so easy to Emily Simpson Weight Loss: Get Ready for Christmas in Just 7 Days
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the person Lu Ziji wanted to kill The bright golden sword light was like a golden dragon coming out of the sea, roaring towards Feng Xin At this moment, Feng Xin was just at the moment when her soul was severely injured by the Purple Divine Eyes.
Impossible After such an earth shattering explosion, Lu Ziji is still alive.A piece of news
Seeing that Lu Yu was about to kill him, You Xian was so frightened that his soul left his body and his face turned pale.
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Tang Xuening is a preliminary member of the Jian family.The Nascent Soul was struck to pieces by thunder and lightning, leaving only a fourth grade mid level natal magic weapon left alone.
After opening it again, he saw the fourth grade uranium ore inside.Obviously, Li Shiming killed Du Bingyan without any intervention from the sect s foundation building monks.
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his natal flying sword, Li Yuanba s magic weapon is the Ten Thousand Swords Peak.If you can be favored by Elder Baili, don t forget us A monk said flatteringly to the leader, Senior Brother Du.
As the sword net contracted, he saw clearly the appearance of his enemy.The instinct of life makes it know that this transformation is extremely important, and it is transforming towards another peak of life.
Naturally, he also wanted to anger Li Yuanba. As long as Li Yuanba was angered, they would be able to catch Li Yuanba as soon as Li Yuanba s escape speed slowed down.Uncle Wu was very satisfied with this descendant of the sect.
Thank you Mr. Jian. This Wan Jianfeng was given to me by the master. I want to improve the quality of Wan Jianfeng and don t want to let down the master s wishes Li Yuanba bowed and said.In order to exert its maximum power, he has been refining it continuously, so the spiritual imprint of the spiritual weapon shield was broken.
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Shi Zhen, you are out of seclusion Brother Hu was very happy to see Li Shiming.But these four disciples were easily killed by Li Yuanba alone, in just a few breaths of time.
The eldest brother has long been accustomed to the disputes between the two younger brothers.Li Shiming also saw the three great elders, who stopped at a distance of 500 meters.
In the small sword room, there are energetic flying swords suspended everywhere.He thought about how to deal with the situation in front of him.
However, he did not underestimate the items inside.The four Arhats all reached the state of spitting out golden lotus.
A light flashed in the eyes of the great monk Barun.This was the last glance of his life. Young Master, Mr.
He said this intentionally. If he really wanted to say that he succeeded in refining only one batch of Flying Phoenix Yuanyang Pill , he also used the 110 point Dan Jue to produce double the amount of Flying Phoenix Yuanyang Pill.This is the result of his research over the years. In order to fight against sky thunder, he took into account the principle of electromagnetic shielding.
