La industria manufacturera ha experimentado una revolución impulsada por los macrodatos y la inteligencia artificial (IA), transformando fábricas en entornos autónomos e inteligentes. La capacidad de recopilar enormes cantidades de datos de sensores y dispositivos conectados, junto con el poder de la IA para procesar y analizar estos datos, ha abierto nuevas fronteras en la optimización de la producción, la gestión de la cadena de suministro, el mantenimiento predictivo y una variedad de otras funciones clave.
Sin embargo, esta revolución también ha planteado desafíos significativos, especialmente en lo que respecta a la protección de la propiedad intelectual (PI) y los derechos sobre los datos generados. La complejidad inherente a las operaciones de fabricación y la naturaleza iterativa de los sistemas de IA hacen que sea crucial garantizar un flujo libre de información mientras se protegen adecuadamente los activos valiosos y la PI relacionada.
El desafío de la propiedad intelectual en la era de la IA y los macrodatos
La implementación y aplicación de sistemas de IA difiere considerablemente de los sistemas de software tradicionales. En lugar de seguir un proceso lineal, los sistemas de IA son procesos iterativos basados en datos, donde los algoritmos/modelos aprenden y mejoran constantemente. Esta evolución constante presenta desafíos únicos para la protección de la PI, especialmente en un entorno donde los datos son tan abundantes y fundamentales para el funcionamiento de la IA.
Estrategias de protección de la propiedad intelectual
Secretos Comerciales: Los secretos comerciales son una herramienta crucial para proteger la IA y los macrodatos debido a su naturaleza iterativa y su capacidad para proteger las iteraciones futuras. Las empresas deben implementar medidas razonables para mantener sus activos en secreto, lo que puede ser especialmente desafiante en entornos de fabricación con múltiples partes interesadas.
Patentes: Aunque mantener la IA como un secreto comercial puede ofrecer una protección significativa, las patentes siguen siendo fundamentales para proteger ciertos aspectos de la arquitectura de la IA. Las empresas deben centrarse en obtener protección de patente para características técnicas novedosas y asegurarse de redactar reclamaciones de manera inteligente para abordar posibles problemas de inelegibilidad de la materia.
Derechos de Autor y Bases de Datos: La protección de los derechos de autor puede ser útil para proteger estructuras de datos y compilaciones asociadas con big data e IA. Algunos países también otorgan derechos sobre bases de datos, lo que brinda protección limitada a las bases de datos que han requerido inversiones significativas.
Mejores prácticas y consideraciones futuras
Las empresas deben desarrollar políticas integrales de PI que identifiquen los activos que necesitan protección y seleccionen las mejores estrategias de protección para cada uno. Esto puede incluir una combinación de secretos comerciales, patentes y derechos de autor, según las características específicas de los activos y las necesidades comerciales.
Además, cerrar lagunas legales a través de contratos como acuerdos laborales, asignaciones NDA y licencias puede ayudar a garantizar la protección y el uso adecuado de la PI relacionada con la IA y los macrodatos.
A medida que el panorama de la PI continúa evolucionando en el contexto de la IA y los macrodatos, es fundamental que las empresas estén preparadas para adaptarse y desarrollar estrategias ágiles y proactivas para proteger sus activos y mantener su ventaja competitiva en un mundo impulsado por la tecnología.
Para garantizar la seguridad adecuada, todos los dispositivos requerirán una protección sólida equitativa, incluidos los dispositivos personales que interactuan con múltiples redes.
Las cadenas de suministro involucran piezas móviles complejas y dinámicas. Para mantenerse competitivo, debes crear un sistema flexible que pueda adaptarse a las interrupciones, aprovechar
A través de estas apps los usuarios de GM México tienen acceso remoto a la info de sus vehículos mediante sus smartphones con el mismo usuario y contraseña del Centro de Propietarios.
Even they don t know how terrible the God of Valor is.Did you see it This is the virtue Yang Gong shook his head helplessly.
Don t you want to eat this Let me see what else I can give you.Nine tailed fox kicked him with its foot, and urged The shark pearl, take it out quickly, it is a unique pearl in the world, and it is priceless.
Yin Yang value from 25 What the evil god wants is his complete body, so naturally he doesn t want to face the situation of lacking arms and legs, but Meng Jingzhe has the body protection of Yin and Yang, so that he cannot If you directly seize the house, you must dieOnly Meng Jingzhe can occupy this body.
PS This chapter is shorter, continue to code the next chapter.After chasing for a long time, according to the tracking disk, the opponent s speed did not stop, and he seemed to be running recklessly in a certain direction.
The first year of Huaiqing, November 26th.Check the bar to listen to the music
Huaiqing year, December 14th.Nothing to do today, go to the bar to listen to the music.Although I may overturn, I may also soar into the sky.
Ah Jing took a deep breath and asked, Pixiu is a divine beast of heaven and earth, and it comes from luck.Achieved the ancient times, the peerless martial arts.
She was majestic and strong in front of Ye Ji, and she did not have the enchanting aura when facing Xu Qi an, and said lightly It s not just her, the eight of you sisters , Everyone will be at risk of falling.According to this speed, we will reach the capital in three days.
Just like this, Meng Jingzhe was kicked out again in a very embarrassed posture.In the law.In order to force the Buddha to perform the pharmacist s method, he must put Liuli Bodhisara into the water.
The downside is that maybe I ll be off the street if I change the subject of my next book, hahaha.The nine tailed celestial fox plunged into the ground with both feet on the ground, with brows bristling, gritted its teeth and said with a gritted smile Old guy, the master of the country sent me You reincarnate With a twist of the waist, the fox s tail suddenly collapsed.
I can t wait.Meng Jingzhe replied, in what he overheard, the masked man was forcing someone to absorb the Pixiu Yuanshen.This time, when he woke up again, he was no longer that seven or eight year old child, but turned into a jade pendant.
As for the method of summoning, of course it was prostitution of the witch god.Xu Qi an is not the opponent of the Gu God, not to mention there is a Huang, let a half step Martial God face two super ranks, the ending can be imagined.
It s just that he still wants to accept his body intact in his heart, so it s inevitable that he will be a little bit cautious when doing it.The meal must be eaten bite by bite Wei Yuan almost opened his mouth to teach him how to do things, but remembered that his former subordinate was already a real big shot, and he didn t need to be told by him, so he endured it.
The Mahayana Buddhism has been established, and the Buddha still has the luck to swallow the Western Regions Xu Qi an took out two sets of robes while talking, and threw one to Shenshu.When Meng Jingzhe saw the momentary hesitation on his expression, he suddenly acted, he made a seal with his hands, and a dark light shot straight at Sixi.
When the defense of the Central Plains was the most empty, he broke free from the seal of Confucian saints.If you make it clear that it is the fault of Yin Yang Dao, I will naturally apologize to you on behalf of my ancestors.
This was originally a small thought of his.But since Senior Brother Sun also came so early.In the past three days, he only slept for two hours.
Once one of the threads breaks, his primordial spirit will collapse and become a delirious lunatic.Xu Qi an understood her hint, and said in a deep voice Your official must do my best to help the national teacher break through.
Obviously, this is the source of the sinking lake.The water here, as there, sinks when thrown into it.There is no doubt about the existence of God Sixi s face suddenly became solemn, and he couldn t help but touch his hand, and the bloody net that was slowly shrinking suddenly sped up.
A Xi opened his mouth slightly.The person who came said again Don t worry, I will take good care of you.Now ninety nine steps are gone Meng Jingzhe naturally wanted to complete this last step.
Except for Chunyan who kept Qingyu covering her body, everyone else was completely naked.You stay here for a few days.If I am elected as the servant of the gods, I will find a way to bring you into the main city of the gods.
Is it true that you are too forgetful, and you are not going out of the mountain, are you really forgetful, or are you greedy for life and afraid of death The holy son took a deep breath, and roared angrily, Tianzun, hello to your mother Sun to your mother.Because in the Western Regions, the Buddha is no longer a super product, but the world itself Xu Qi an sighed.
Uncle, my mother s meal is ready. Let s go quickly.In the past, Du Heng was a transparent person who was not in Li Na Ting s eyes at all.
I am willing to spend more money for treatment, but I have been defrauded of a lot of money.Just a handwritten prescription, no Du Heng searched his pockets, but the handwritten consent form could not be found.
Wu Buwei also had stage fright and walked over openly, Okay, senior brother.But now that the task is completed, the new task requires 3,000 cases.
If you are handling outpatient reimbursement, you may only have a few dollars or even a few cents left.You can only use 2 centimeters each time, twice a day.
But remove the ephedra soup and don t add more. Don t you want to change the dressing I won t change it for now.Look. This old man must have spent a lot of money to perform so hard.
Wang Shuqiu then said, I want to ask your opinion, what should I do Du Heng sighed secretly, Originally, I didn t want to make irresponsible remarks about your family s affairs, but since you asked, then I will say Tell me your opinion.Dean, these are what I have screened in the past two days.
I want to get rich But you can t say this, because if you do, Li Qingde will definitely treat him as mentally ill and send him directly to the Third Hospital of Jinzhou.Eating roasted lamb kidneys and drinking beef kidney soup.
He stood in front and introduced the results of the health center in recent years to the leaders of the evaluation team.Fan Yuxiang took a breath and said helplessly, I don t have any skills or abilities, so I can only work hard, but with this disease, Alas Du Heng sighed, pitying the hearts of parents in the world.
Before he could speak, the cousin saw something wrong with Du Heng s face and continued, If you don t want the child, you don t have to have the child.Combined with acupuncture, one dose will be effective, and five doses will eliminate the root cause.
Mi Wu next to her looked at Du Heng eagerly, hoping that Du Heng could promote masculinity, but Du Heng had no reaction.She ran out as soon as she saw Du Heng, Dean Du Heng, are you back Du Heng was still a little embarrassed when he heard Wang Zhenzhen call him that.
In the past, it was something that he would never dare to think about, such as acupuncture for first aid.It swelled like a balloon. Liang Limin s wife was so angry that she picked up a branch on the roadside and chased after it.
Brother, don t use a tricycle to transport it, then The thing is too bumpy.Wang Shuqiu comforted Zhao Xinfang, then turned around and asked unceremoniously, Don t talk about what you have and what you don t have.
Du Heng also had a weak temper and low self esteem.She must remind Du Heng to be careful about this woman.
Du Heng asked a few simple questions, but the patient was now panting violently, his breath was frighteningly weak, and his speech was almost silent.I just mentioned this to Lu Zhongjiang yesterday. I guess the layout design hasn t even started yet.
But Du Heng was stunned for a moment, grandma Not an old secretary Du Heng, please help me go take a look.Even if Du Heng made the wrong diagnosis, he couldn t blame Du Heng.
Clarity can only be expressed by nodding or shaking the head.There are some that increase intestinal peristalsis, and there are also permeable laxatives.
Pei Jihua looked at the time, it was only 12 10. He didn t know when Du Heng would come back, so he thought of going to the ward to have a look, Auntie, can I go to the ward with you When the aunt heard this, she asked doubtfully, Why don t you go to the ward if you have nothing to do By the way, young man, we have been chatting for so long, what do you do Pei Jihua chuckled and raised the film in his hand, Auntie, I also came to see Dr.
Wang Shuqiu said no, but seeing how much Du Heng cared about her parents, she was still very happy.Why is there still so much lochia After entering the state of seeing a doctor, Du Heng put aside the issue of gender and focused on Entering doctor mode, I didn t feel embarrassed at all.
Come sit down and say, give me your hand. At this time, Wei Kaida was really acting like a doctor.Although it will take time to verify this, he is still willing to believe that it is true.
It s so good, it s so annoying. Wu Buwei replied unhappily.No, there s no reason to toast others with the same wine I toasted to me.
This is my phone number. If you need anything tomorrow, you can call me.The diet is still the same, don t drink alcohol, don t eat spicy food, come for follow up consultation on Friday.
I took it out and saw that it was from An Chunhui. Good afternoon, leader.Only when he was with Du Heng and the others could he have a little moment of relaxation.
When doing Shixuan bloodletting, they find the wrong position and use improper techniques.There is no need to send doctors to your doorsteps now.
Du Heng was very poor when he was in school, but he never said he looked down on him.But it s really frustrating that such a beautiful young man can t find a wife for himself.
As his brother, I also hope that he can live a happy life.Du, I am.
At this time, another man stood in front of me, holding his hand There was also a pennant with a big ox written on it.
Du Heng was so noisy that he lost his sleep and lay lazily on the bed, Daughter in law, what are you doing so early in the morning The house is not big, so you can hear it clearly without shouting.Du Heng had no idea, and now he could only look around.
But fortunately, such an important thing is in the car, right on the passenger seat.
Let the people be healthy and happy. It is the responsibility of us medical staff to live a life free from unnecessary pain and property damage.This is something worth thinking about. Du Heng and Wang Shuqiu didn t prepare many gifts, but brother Du Heng and his sister in law prepared a car full of gifts.
How can the doctor treat the patient if you are crowded like this When he arrived at the table that had just been moved out, he grabbed two people and stood up, Everyone line up here.But my father did exactly what Wang Shuqiu said. He sat on the sofa next to him and stayed with Du Heng, never taking the initiative to speak.
There was no other way. None of the little boys present were let go, so everyone contributed a few drops.Du Heng thought of his father in law s boring temperament.
The matter was settled, and just as he was about to go down, he met Xiao Li who had just come up from the corner.what to do Do you think that doctor is bad Or should we tell everyone not to go to the city s Traditional Chinese Medicine Hospital No matter which one you say, it s all nonsense.
But seriously, are all elementary school students so brave now How dare you say in front of the teacher that the teacher has bad breath The courage is too fat.He would also lean out half of his body to look down, deliberately lowering her mother in his hand so that he could see what was going on downstairs.
So much so that I didn t dare to push the quilt too far out, for fear that he would suddenly throw me out.
As soon as these words came out, Zuo Liangliang s eyes lit up.There were two men and three women sitting in the car, five young people wearing professional suits and down jackets.
From what Wang Shuqiu said, for so many years, the family s money has completely supported his brother in law s family, but he actually didn t object to anything, didn t say anything, just stuck his butt out and worked hard.Now every village brigade will set aside a room for the village doctor to run the clinic.
However, just to be on the safe side, Du Heng still asked, Do you feel pain on the outside of your head, or on the inside of your head It hurts on the outside.After Du Heng ordered Wu Buwei, he looked at Fan Yuxiang s chest, thought for a moment and said, I ll give you another checkup.
The old man seemed to be in good spirits and had a strong body.They penetrate and break through each other in every possible way.
But he didn t want to talk about it just now, and introduced him to the disulfiram like reaction.From the outside, it looked a bit shabby. Du Heng couldn t figure out what kind of person could live in this place, so that An Chun would call him to see a doctor.
Teacher Huo put his hand on the pulse pillow and said , By the way, the students also said that I have bad breath.The woman was from another village. Du Heng looked familiar but couldn t pronounce her name.
Does he go to school or work Wang Shuqiu paused, At home.After a brief inquiry, the patient only had slight dizziness, headache, strong vomiting, and abdominal pain.
There are so many, and the titles all start with national titles.Hmph Just after he finished thinking, Du Heng snorted.
After saying that, he took two steps and chased after her.They are all his die hard supporters, and they are all important departments.
The woman was a bit fierce and her eyes were burning with fire.But Li Jun knew that he couldn t answer like that, and he would have to burp on the spot if he answered.
What can a small rural doctor know Besides, I haven t done anything illegal, so why are you afraid of him Then he cheered up and began to introduce himself formally, Hello, Dr.You should learn all these things. I passed it. I didn t think before that there were ready made prescriptions for medical treatment and medicine.
It s best not to have sex this month. After you stop taking the medicine, you can consolidate it a little.Du Heng grabbed the boy s back collar and pulled him back.
He looks to be in his forties, but he is a bit bald.Looking at Du Heng s red eyes, Wu Buwei asked with concern, Brother, why are your eyes so red Are you okay Du Heng At this time, he also felt that his eyes were dry and uncomfortable.
Wu Buwei suddenly I feel a little discouraged. During this period of time, Du Heng seems to be a completely different person.Mi Wu was not embarrassed, but Du Heng felt very embarrassed.
After waiting for three to five minutes, the patient will automatically recover.Whenever the attending doctor comes up with a plan, the other doctors behind him can always quote the classics and constantly prove that this prescription is perfect and effective.
But that s okay. It s too hot. Du Heng stopped talking. He could deal with Jin Zan, he could ridicule Jin Zan, he could criticize Jin Zan, but he could only go as far as Jin Zan s wife.Uncle Shan, I ve graduated two years ago, don t call me a college student.
Yes, well, my wife should have told you last time. Oh.Pei Jihua sat on the small stool beside the bed, holding his wife s hand tightly with both hands.
In traditional Chinese medicine, lung disease can be divided into three types phlegm dampness, phlegm heat, and phlegm cold.Of course, this also reflects a problem from the side.
I am the one who brought the patient back from hell.But they didn t stop him, and even supported Bao Mi to find the doctor at that clinic.
I didn t expect you to get it back. It s not easy, Dean.I ve almost been exhausted to death in the past two weeks.
After a while, Wu Buwei completed the inspection and turned to look at Du Heng.It seems that I need to find an opportunity to actually understand the operation of the clinic and the actual number of patients he sees every day.
It was brighter before. At this moment, she was more sure of her previous guess that this Du Heng must be a rich man.So is the weather today. The sun was shining brightly yesterday, and people had already changed into singlets.
Yu Haiting saw that both of them were speaking directly, and he hesitated a little to express his thoughts, If, I mean if.There are also some people who have never been to the hospital for examination.
It s more than four thousand a month. What s enough for him After finishing speaking, , immediately began to clean up the debris left by the suction in front of the hospital bed, as if the little look just now was just an illusion.I have been contacted by doctors, and I am not too sure.
Especially doctors in large hospitals are even more pressed for time.The patient s condition is progressing too fast. Use both of them.
Especially now, two elderly people suddenly died in the family, so more manpower is needed.Tingting and I were able to go together last year because we had no hospitalized patients.
The two directors agreed, and Xu Pinglin immediately decided on the plan of using Deputy Director Li.This period of time has tortured me quite a lot. Every time I want to go to the hospital, I can t find the time.
Be careful. Du Heng could also see from the corner of his eye that Wang Shuqiu was watching him carefully at this time.Xiao Li is also going to take the exam to practice medicine, so let An Xin study.
When a woman goes crazy, she can do anything. This farce happened suddenly and ended in an unexpected way.Originally, the health center had such a plan. In recent years, they have been held in meetings by their superior units and asked to go to villages to promote it.
He almost cried out in surprise. The condition progressed too fast.Now he regretted being the acting dean. The salary increased by 500 yuan, but there were many more things to do.