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.
Some top experts came to assassinate the crown prince, but they were all defeated In the hands of Master Zu
The two really boasted about Zaan, they have long been accustomed to this kind of business mutual praise, not to mention that they admire Zaan very much, and what they said this time is indeed the truth.
At this point, his eyebrows almost twisted into the shape of Sichuan characters, it is really too difficult, Jian Taiding alone is somewhat beyond their ability The range is over, and now there is such a mysterious master again, even if his mind is as strong as iron, he is a little bit retreating now.
Yu Yanluo was obviously also very dissatisfied. Zu An thought that what you were facing was a grand master, why are you so stubborn Are beautiful women inherently incompatible How can my future back house be peaceful At this time, Yan Xuehen s eyes fell on Zu an Is it comfortable to hold It was only then that Zuan realized that he hadn t let go of his hand because he was too shocked to see Yan Xuehen just now.
But soon his doubts were resolved. A new volume will be opened soon.The color of the remaining tea in it was yellow and turbid, obviously the worst quality tea.
Finally, he saw a group of soldiers searching around from a distance, and his heart moved, and he hurriedly appeared to ask.Miss
At this time, Hongzao s timid voice came. She also looked at Zu an, but she didn t know how to address her.
Soldiers are precious and fast. I have recently started to investigate these guards.Dong Jin also tensed up, and pressed his hand tightly on the handle of the knife.
People from King Qi s faction hated him deeply, and even many people from the prince s side didn t like him.Sang Hong said in a deep voice The results of the interrogation just now, although there are many hard bones not to say, but some can t bear to confess.
After coming here, her subordinates even found all kinds of books.Zu quietly looked at Yuyanluo, secretly accumulating energy, ready to react at any time.
Zaan really couldn t figure out her attitude, so he planned to talk to her first.At that time, everything will be settled and there will be no impact.
The decoration here is much more exquisite, and the shopkeeper inside is also dressed like a small rich man.Zaan hurriedly said They are not far away, you can go to them now.
Jian Taiding stared at it with dazed eyes, thinking that his sister in law is really like a fairy concubine.But there are too many houses in the Zhenyuan Chamber of Commerce, and Zaan searched for a while but found nothing.
He didn t dare to be careless, and hurriedly followed Professor Mi Li s method to let the soul return to his body.They were not very interested in these Spikes at first, and they were worried about being tricked by him, so no one answered, and finally paid 50,000 yuan.
No matter how powerful the opponent is, he is only a great master.In the next instant, the sword energy dissipated. Gold Medal Eleven has probably been twisted into pieces by the sword energy.
The court was full of high ranking officials in Yunzhong County, all of them were people who had never seen the world, and their cultivation base was not low, so it stands to reason that they were even more determined.
It was invented by a certain miner back then to help transport these mine carts.She took a special look at him, and seeing the clear and sincere eyes of the other party, she still didn t withdraw her hand after all, her cheeks were slightly dizzy, and she whispered, Thank you.
Everyone immediately understood that the other party was an important person and had no intention of having anything to do with Yi County officials
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Normally, as long as two people s frontal blades or fists meet, the other party will be severely injured immediately.I hope the Duke will not take offense. Naturally, there is no need to be afraid of a severely injured and dying useless Duke, but just now when the other party shot Na Xiu Why, it doesn t look like it s hurt at all.
How is this possible Zaan shook his head, sounding like Fangye Same as Tan.There are rules in the world, the older generation fights with the older generation, and the younger generation fights with the younger generation.
Zaan couldn t dodge Cbd Gummies For Mens 5957 Health Benefits Effects And Reviews several times, and his body was already damaged.There should be an amplifying circle in the venue, and her mediocre voice can be clearly transmitted to every corner.
Then she asked some details, and Zaun answered them one Finding The Best Cbd Gummies Within 755 Mi A Comprehensive Guide To Local Options by one, and the two sides had a pleasant conversation.Zu an has a headache. If he goes in at this time, he will not know what s going on inside, and Jian Taiding and the others will probably find him.
Even Zaan glanced at her unexpectedly, he really didn t expect that she would blatantly favor him.Pei Pei Shao s complexion sank, he snorted and walked away.
Such a woman is suitable to marry and be a good housekeeper.Yang Long was stunned for a moment, thinking that it was true, King Yan was the emperor s uncle, and he had been stuck in the Grand Master realm for many years, if he could get the Zishuang Divine Milk, a breakthrough would be just around the corner.
Yu Yanluofang s heart skipped a beat, and she glanced at him quietly, a faint blush appeared on her fair cheeks, but she still said Don t be impulsive, there is such a thing in the field.Zu an couldn t help muttering Anyway, the Duke is dead, Lifted 3762 Cbd Review A Comprehensive Analysis Of The Products Efficacy And Quality Oujvf and they are idle
What did you say Yu Yanluo raised her eyebrows. Zaan coughed I mean, after the matter here is resolved, let them leave the duke s mansion, remarry those who should remarry, there is no need to guard a chastity archway for the rest of your life.
Emperor Taishi didn t know how the smiling concubine hated him in his heart.Every leaf is like a sharp blade at this time, and the sky is full of leaves at this time, which is completely the existence of a large meat grinder.
In order to complete the task, I had to sacrifice my innocence.However, Zuan hesitated for a while or gave up the shot.
Pei You who was on the side said happily Fortunately, there are gold medal eleven adults and brother Zu Otherwise, there will be countless casualties.Yun Jianyue grabbed her collar and floated away like a chicken Come back with me, practice hard, so as not to be beaten by that woman s apprentice next year.
Escape Who said you re going to escape, you re going back to recruit people.Either way, it is also a place to shelter from wind and snow.
Lao Hai said slowly. When the formation was lined up there, a change really happened outside.Lin Haoming went to register with Cheng Xiao, and soon the four of them were replaced from the original group to live outside the guard.
When Lin Haoming personally landed on the island in the middle of the night, I only felt one thing.Lin Haoming also knows that when that time passed, this Hu Lin Jue will probably use him.
At the same time, Ren Landi looked at her wounded son but said nothing, and even closed her eyes as if thinking sloppily.Vice Marshal Wei is my father, and you are his seventh son.
Although most of them came to watch the fun, some rushed to pull up the flag, but when someone grabbed the flag, they seemed to be shocked immediately.If he understands this Does Cbd Cause Brain 24445 Fog Separating Myth From Reality world later, he can t really go through it.
At that time, Lin Haoming realized that his subsequent guess was correct, but that Bai Rou hid it very deeply, and even Yun Xiaoran didn t inform him, which was obviously a reminder to Yun Xiaoran.Although he didn t try to win over or suppress some, he has offended many people.
The biggest advantage of seeking refuge in the Tianshifu is that as long as the mages work hard, they can get the Dragon of the Nation Certainly, then these mountain spirits and water monsters may be canonized and established temples by the dragon of the town, so that they will have a share Walgreens Cbd Gummies 47 For Sleep Benefits Reviews And Guide To Better Rest Uqoen of incense.
Bai Rou doesn t seem a bit indifferent on the outside, but she does things well under certain scenes, and her 96 Say Goodbye To Pain And Stress With Cbd Miracle Gummies A Comprehensive Review shallow smile is full of personality charm.Bad, you want to taste it outside the palace, just to know how patriarch Shu plans to ask you to retreat Shu Shi also asked with a smile at this time.
In fact, there was no trace of being turned over, the bed had been moved, but Lu Pinhong walked directly to the bedside cabinet, and then pushed the cabinet away.In this way, there is some meaning behind this world, because Lin Haoming came to this world, but he has never heard of any everlasting monks, river gods, and mountain spirits.
It was the day when the gate of life was opened. The phantom formation It will be weakened by a very small amount, you think that the phantom array itself is to check and balance the monsters Can 3369 You Travel With Cbd Gummies A Comprehensive Guide Vxvgl flying in the sky outside, you only know that, when it really comes to this time, it depends entirely on how you control your own destiny.
Not to mention Hu Qinghan s corpse. I don t have the strength of Feitian, but at this moment, facing the people rushing out of the thorny forest, I panicked.Wei Xiao, as the deputy commander, followed Huang Sen to advance with the Chinese army, and Zhou Chengzhi, as the vanguard general, went out first.
Are you going Oh Ning Lin couldn t help being a little surprised when he heard that he caught several big fish so safely Don t those big fish toss What kind of big fish are there Ning Lin asked.Is there any need to do such a thing Lin Haoming asked rhetorically.
Jin also It is considered a very weak force, and it was only a few months before the war, but it actually recruited thousands of people.Although King Wei hadn t made it clear that he was meeting anyone, but before Eunuch Wen told him that it was Lin Haoming who came to see him, King Wei didn t seem to stop him from meeting, and directly Let Lin Haoming retreat into the bedroom.
Park Jinyuan knew that if this news spread, he might be very serious The morale was greatly affected, so no matter whether the news was true or not, he would never admit it.
The old monk didn t answer, but looked up at the direction of Jinding, muttering to himself The day is about to change.The famous elixir is controlled by powerful peak beings.
No, the Demon Emperor is not as Finding Effective Relief With Cbd Pain 9059 Relief Gummy A Comprehensive Guide Xvbwo handsome as him, and he is older than his own grandfather, but he is still so young and in full bloom, how can the Demon Emperor compare to him.Zu an took the three girls and rushed to the place where the breath erupted just now on the hot wheels.
Zaan blurted out. Yun Jianyue s heart skipped a beat, she felt the masculinity radiating from the other Non Thc Cbd Gummies Benefits Effects 4635 And Reviews person, she was also a little unnatural, during this period of getting along, everyone s boundaries were somewhat blurred, if he had another identity, it would be fine, but he is Man with red tears, don t cause any scandals to make the ice stone girl laugh at you.
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At this moment, those golden long swords shot out one after another, covering him like streams of light in an instant.Then he agreed to come The queen raised her brows eagerly, and waited so long with anticipation, but the other party didn t come for a long time, causing an inexplicable evil fire in her empty body.
After all, fire is restrained by water, not to mention that there is such a big stream of fierce water next to it, water can be said to be endless, and Jiuying s flame has to be produced by itself after all, and finally it can t hold it, the wall of fire is gradually forced back by the water curtain , In the end, only wisps of green The Cost Of Quality Understanding The Price Of 07 Vidapur Cbd Gummies smoke remained.
Upgrading is like upgrading in previous games. Weapons of the same grade have different powers.As long as you are loyal to the empress, the empress will definitely not treat you badly.
After thinking for a while, he took out a small jade bottle and handed it to the other party Drink this Go down What is this Although Xie Daoyun asked subconsciously, he obediently opened the jade bottle and took a sip.I always ask for all of them. Zaun
If he didn t know the details of the Demon Emperor, he would have thought it was some old fashioned netizen from his previous life.
Xie Daoyun couldn t help but moved closer to Zu an and whispered Master Yan was on the scene last week.His eyeballs almost popped out. what do i see Zaan was carrying the number one beauty of the human race on his back, holding the leader of the Demon Sect on his left, and the temple master Bai Yujing on his right.
Master Eleven Xiao Jianren had long been used to his elusive presence, but Zhang Zitong was taken aback.Sang. Zu an also didn t want Zhao Hao to overestimate himself, so he took precautions for no reason.
Tiantian is very arrogant, he doesn t understand at all, aside from those powerful resources, he is not as good as me.As if feeling the doubts of several people, Yan Xuehen added This belt is specially refined with amulets to make it stretchable for the convenience of use.
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He has been waiting for this day for too long. After ten years of painstaking planning, even if the mind is as firm as his, there are countless times of doubts and wavering.
Now it was Lou Wucheng s turn to be confused. After he introduced it, who knew there was nothing behind, he had no choice but to ask, What kind of weapon is Erhei.Xie Daoyun s face was slightly dizzy, knowing that he said this out of concern 88055 Boswellia Cbd Gummies Anti for his own Delta 01 Cbd Gummies Review A Comprehensive Analysis Of The Best Products Qelst face, what kind of mutual care, what can I take care of him Thank you, Brother Zu Xie Daoyun agreed with a hum.
Sure enough, those Golden Crow Guards had been shaken when they saw the death of the leader, and the prisoners were already shaken, but now they were so frightened by his loud roar that they threw down their weapons one after another, and some scattered in all directions.This name sounds like a woman. Could it have something to do with him They couldn t help but think this way, mainly because since they met Zaan, all the beautiful women they met were more or less related to him.
Wu Liang opened his mouth My name is
Before he could finish speaking, he was interrupted by the man in the ancient tomb All of them speak so loudly that they don t even have a name, but they only use their titles.That s all, at worst, I won t see him again in the future, so that I won t be caught in a dilemma between Honglei and Honglei.
It turned out that it was just a young man, and he was immediately disappointed.These are the backbone of his party. Now only Lord Linhai and his servant Pei Zheng are left in the top ranks.
Sure enough, because she never expected her attack to be so domineering, she couldn t help being a little flustered for a while.
