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.
El big data desempeña un papel vital en los procesos de toma de decisiones para las empresas, proporcionando información completa sobre el comportamiento del consumidor.
El inventario gestionado por el proveedor VMI es una técnica de gestión de inventario en la que el proveedor/vendedor asume la responsabilidad total de optimizar y mantener el inventario mantenido por un minorista
, las organizaciones se enfrentan a retos críticos en la gestión de sus cadenas de suministro. Andrea Brody, directora de marketing de Riskonnect, destaca que la forma en que las empresas gestionan el riesgo hoy es fundamental para adaptarse a un entorno inestable que, según muchos líderes, no se estabilizará hasta después de 2024.
As for Xianjun Huanhai, it is too far away from modern times, and Shao Nan has never heard of it.Now my illusion strength is stuck at the second level of illusion, which is only a stone s throw away from the third level of illusion.
Shao Nan s cultivation speed is almost three times that of a cultivator of Tianlinggen.Where did you get the news Rumors are unbelievable.
More willpower.Although the time was not long, Shao Nan had consumed the true energy of three dantians.If one is not well controlled, it may hurt oneself before it hurts others.
Gu Yueyou at least had a cave to hide, and Tuoba Jing was always on the tree, watching the Bibo Huanyue clan coming and going around, feeling more nervous than Gu Yueyou.There was a trace of panic in the eyes of both of them, but it was quickly suppressed.
As the saying goes, one step is wrong, every step is wrong.Lan Yin s seven people didn t stop at all on the second floor, they came directly to the entrance of the third floor, and everyone held their breath.
It is definitely not easy to muddle through.If you want to deal with Returning to the Void, you must start from the place that Returning to the Void is most concerned about, so that you can get twice the result with half the effort and reduce the risk of being discovered.Shao Nan sighed in his heart, Lan Yuanzhou had nothing to do.
In the shop belonging to the Wuji Sect in Jinxingfang City, an old man in purple robes and a big man with beards were chatting about something, but their expressions changed at the same time.Not only did he not repent at all, but he bit harder and harder.
Such a vision immediately attracted the attention of all monks, only to be seen in the air.Originally, there were still about 600 fire control geniuses left to provide different types of fire power to maintain the operation of the formation.
He quickly sat cross legged to dissolve the power of the medicine.Shao Nan shook his head hastily, but complimented the old man in brocade clothes, which made the old man in brocade clothes laugh out loud.
Squeeze up.When the test really started, people realized that Lan Yin was so powerful.Many people have heard of Alan.When they learned that Allen was planning to go to the sea to find opportunities, and got the approval of Zhang Lai on duty, all of them expressed regret.
At this moment, almost all audiences have the same thought, that is, the Eight Immortals Crossing the Sea each show their magical powers The most intuitive reason why the fire control competition is so attractive is two words, it looks good Gorgeous flames exploded on the test stele, and one after another red light lit up on the test stele, and each one was brighter and more beautiful than one.
As long as you don t reach the safe range for a moment, you can t relax for a moment.The only pity is that the top grade spirit wine that Shao Nan bought from Tianji Sect is running out.
After all, there are elites from the seven states gathering here all the time.It seems that there is a little bit of it.I feel that their strength seems to be a little worse than when I was just giving birth, but not much.
This is just the beginning of the Illusion Exchange Conference, and there are such powerful contestants.After all, the things that will be sealed next are very powerful.
That s right You are very famous among the low level disciples now.He never expected that such a hidden cave as his would be discovered by someone, and the other party seemed to know that he was here, and walked straight towards him.
Not only does it need to comprehend the field of golden elixir, but it also requires countless preparations.It is now seven hundred miles deep.It is not far from the core of the Forbidden Spring.
The Ye family has only one lineage. If she loses this grandson, how will she face the old man in the next year Ye Zixiu stopped and slowly turned around, looking at the old man with some helplessness, Grandma, don t I have to go to work It s almost ten o clock now Huh, let s go to the company, where is the company There is your father beside you.
Gu Ruoyi only said one thing. What did you say You said that Bai Luoxia wanted to remove that woman s oxygen mask Li Haotian s handsome face finally showed some touching emotion.I walked to my brother and sat down, took a deep breath, then tried my best to smile, and looked at my brother, Brother, why haven t you seen your sister in law I heard that my brother was married.
He wanted to hear her shout his name loudly. the next day.They were all clothes designs. Did you design all of these yourself Gu Ruoyi was surprised.
It s a pity that I couldn t attend my brother s wedding.Li Shaoting didn t see her reluctant expression, he just glanced at her, sat back on the swivel chair, picked up the documents and read through them again.
Looking at her round belly, his eyes lit up and he realized what he was doing.I wonder what she wants to say to the viewers for this comeback I want to say something to the TV viewers, what is being spread online is not It s not all true.
The little guy thought for a while and felt that it would be unreasonable to directly deny that the ants in the box were not in the box What evidence do you have to prove that my ants are poisonous The reporter was silent for a moment.She has completely destroyed me. It s ruined. I m in a new movie, and the director has already fired me.
Her father, who had always indulged her, had left her and her brother forever and went to another place.Lu Qianxue, please let go She did the splits again and again, and now she was forced to stretch her legs again.
I m afraid Li Haotian is not embarrassed enough. Gu Ruoyi and Li Shaoxi were engrossed in eating.She immediately changed her mind, picked up the water glass on the table, took a sip of cold water, and said with a smile Don t worry, we are all grasshoppers on the same rope.
Li thinks it s unfair, give her a few more, and maybe one of them will look like Mrs.Suddenly, the little guy came out, raised his little head, and asked angrily Daddy, why did mommy step on your foot Does mommy want to kiss daddy Not tall enough, so you have to borrow daddy s feet Listening to her son s distortion of the facts, Gu Ruoyi immediately struggled down, and then pulled Li Shaoting s tie, Look, honey, if mommy wants to kiss your daddy, just ask him to lower his head, not Mommy needs something to use to prop herself up Li Shaoting was pulled by Gu Ruoyi s tie and was forced to bend down.
She sat up, grabbed her hair, and kept talking I can t stand it anymore, how can that little guy be so cute She just wanted to hold the little guy to sleep and coax him to sleep.Mr. Li, Xiao Min. Where are you now I want to see Xiao Min When they rushed to the hospital together, Xiao Min was still being rescued Ah Qing, what s going on Li Shaoting stepped forward eagerly and asked.
Mu Xinran stared blankly at Xiang Yan Yi s retreating figure, then fell down on the chair.She still hated him at that time, but when she heard Li Shaoting say that he was away, her heart ached.
She waved to the servant Xiao Ru, go and put the CD beside my bed.Mrs. Ye sighed helplessly Yanyan, you are still too young.
How could a woman be so vicious and cruel He was just a child, how could he go so many days without eating.No one can stop this natural law. Mrs. Li, please don t think about things that haven t happened yet, and don t always think about the worst The two old people will live a long life Li Shaoting s magnetic voice came from above his head.
Li Shaoting frowned, strode over, snatched the little guy over, pinched his little face symbolically, and said domineeringly Why did you kiss my Mrs.Then he returned to his driving position, started the engine, and the car flew away like an arrow from a string.
The little guy deliberately asked her to sit close to her father, then walked around the long table and sat back down in her seat.When Gu Ruoyi heard that he said he liked Li Shaoting very much, she felt unhappy.
She first went to the hospital to see a doctor. What s wrong, doctor, do I have any sequelae Gu Ruoyi looked at the middle aged doctor nervously and asked with some worry.Gu Ruoyi slowly raised her head and looked at his perfect face.
Bai Luoxia, I originally thought you were just vain, but I never thought you were a kidnapper, and now you want to kill someone intentionally.Li. There once was a guy who didn t care about life and death and wanted to be his son s father The little guy hooked his fingers towards Li Shaoting, asking him to put his ear towards him, and then said mysteriously Don t worry, Daddy, Xiaochen will help daddy keep an eye on mommy.
Indulging in this silent atmosphere, Gu Ruoyi felt uncomfortable and even felt guilty.I haven t had breakfast yet Gu Ruoyi raised her head anxiously and looked at Li Shaoting.
He wanted more than just a beautiful girl. Sister, I also want a younger brother who is as handsome as my father.I can t be the wife of the Li family, so my daughter can finally be the young mistress of the Li family A certain woman sighed in her heart.
This is the lounge, he should be outside Why are you here No, I plan to come and give a gift to Xiaoman Han Liunian said.Miss Bai, please leave quickly and don t stop me from cleaning the room.
Suddenly, she saw a locked cabinet. She tried to open it, but it was locked tightly and she could only open it with the language key.Suddenly, when he noticed Mommy walking towards them, his eyes became bright.
Based on the conclusion, your situation has no impact.Did you know that you came to see your uncle Did you miss Uncle Lin So you didn t come to see your uncle on Sunday too Lin Yan stared at his face, which looked very much like Li Shaoting s, and ravaged him as hard as he did Li Shaoting.
If you reimburse them, does that mean they don t have to spend money It s absolutely true Lin Yan affirmed, then picked up a postcard from his clothes and gave it to the woman, This is my postcard, ask me to reimburse you on the day you are discharged from hospital As he said that, Lin Yan hugged the woman who had been knocked unconscious by him.
What little nephew When the little guy heard what Mommy Li said, he quickly came over and threw himself into her arms, asking curiously.Just as the third syllable fell, the door to the room was kicked open by someone from the outside.
He called the digits of the phone number, called his technical staff, and gave the number to him.It s really strange. Where did Li Haotian put the CD Before she fell down on purpose, she saw him put the CD into it.
If the medication is slightly biased at this time, it will have no effect on the cure of deafness.Du Heng saw confusion in his eldest sister s eyes, and he was also confused now.
This technique has basically no secrets at Du Heng s place.Looking in the direction of the sound, I saw an elegant male manager holding a mobile phone and screaming.
While completing Tao Ju s mission, what impressed him the most was a Chinese medicine practitioner who was very good at treating strokes.He also took out a sewing needle from a small box and inserted it into the split end of the chopstick.
He just said that rashes and swelling all over the body were normal phenomena.With the experience of being a teacher in the college, it can be said that you should be able to get started very quickly.
The shape of my spine can be put on display in the school specimen room.Du Heng, who had been holding it in for a long time, couldn t bear it anymore, Daughter in law, is there something wrong with you Why did you come to the capital so quietly Oh If I had known this, it would be great if we came together yesterday.
Lost his spirit. After a long time, she murmured, Is it really hopeless It was an unconscious remark, and she didn t expect to get an answer.When the old lady spoke, she didn t even open her eyes, she just kept moaning.
Based on these characteristics, he can It turns out that your son has hyperactivity of liver yang caused by insufficient liver yin.But this time may be a bit long, I hope Teacher Luo Deng will not be anxious.
After inhaling a large amount of oxygen, his hazy head suddenly became clear.They wanted to see the real situation. After finishing speaking, without waiting for Ling Shuwen to say anything more, Du Heng led a group of people to the edge and signaled to Dr.
This disease is rubella caused by wind evil. That s it.Also, the treatment fee is 380. How did you come up with this number As long as you enter the door of this physical therapy room, no matter what the disease is, no matter which acupuncture points are pricked, will the fee be the same When was this rule established Du Heng felt like his whole body was numb.
The effective circulating blood volume depends on three indicators 1.How is he Xiao Heng, the injury on his body is healed.
Du Heng turned over and sat up, glanced around and asked while getting dressed, Where s Dr.It has improved the effect, but it has not changed the deafness at all.
Under normal circumstances, whether it looks or feels, it is basically the same as the real thing.he was very sure of getting a spot. But now that he has his own student, everything has become a dream.
If there are a few more like this, then all of you experts in the health care team should be sent to the farm to collect cow dung.The diagnosis result of modern medicine is nasal cancer.
Du Xueting looked at her boyfriend in front of her and felt a little angry for no reason.Especially when he thought of his daughter s sweet daddy , Du Heng s heart became warm again.
Moreover, he was still panting so hard that Du Heng never dared to pour water down.But caring leads to confusion. She actually felt that the master was right.
The numbness in the limbs gradually disappeared, and the fingertips of all four limbs were able to move, but.
That s all. There is another thing, that is, Du Heng wanted to get someone from his uncle before, but after he and Tao Ju briefly mentioned the difficulty of the matter, he completely gave up the idea.
I finally thought of a few words, but I didn t expect that Du Heng would have more to say.Is it reliable I ve met a friend s relative once. He s not a bad boy.
Deeds, he rushed to Tang Jinhan s side in a few steps, knelt down and started to check Tang Jinhan s situation.I don t know where it went. The two of them searched for a long time, and finally asked with wide eyes, Professor Du, neither of us have mobile phones anymore, what should we do Du Heng clenched his teeth, but after a long time he could only sigh helplessly and said, Forget it, I remember to climb over this hill and go around again.
At this time, Du Heng was also a little dumbfounded.So this time, when Xiao Su looked at the confused expressions of Lao You and the others, he showed a slightly arrogant look.
It also allowed me to recover quickly after being injured.
She is proficient in Five Elements magic, thunder magic talismans, sword skills, supporting the shackles, and controlling ghosts and gods.Chen Ping an rubbed Xiaomi s head and replied with a smile to the shopkeeper Come from outside the city.
Chen Ping an and Pei Qian said in their hearts, When a martial artist learns boxing, it s just about hitting someone and being beaten.Is the person in front of me really not one of Cui Han s thoughts A person s vision is ultimately limited.
It s an urgent matter. Xu Hun stared at the woman, even if there were restrictions, he still said to her in his heart, Besides here, there are some things in the Fox Country Peixiang that I never ask about.Chen Pingan quickly took off his bamboo hat and said with a smile, Brother Yang, Mrs. Sister in law, long time no see. After entering the house, Chen Pingan closed the door naturally, turned around, and said softly, I have been away from home for many years, and I have just returned.
First, break open a small world where a saint sits. If a qigong practitioner with Yuanying bottleneck faces the inner demon, he uses Yuanying cultivation to confront a Jade Pu realm, then with the protection of this Taoist law and that gate and heaven Being a door god and guarding the door for Qi practitioners is equivalent to bringing an inner demon who was originally unbeatable back to the Nascent Soul realm.
Pei Qian nodded slightly, finally suppressing the murderous intention in his heart. If the master s wife is the moon in the sky in the master s heart.In addition to two master s biography, she also had a unique blessing. Daxuan Duguan was quite surprised today. It didn t even have a concierge, leaving two guests from afar on the street outside.
When she was crossing the river by boat, she fell into a deep sleep. The time is too short and far from enough. Cui Dongshan lay on his side, Sir, on the way back to Aquarius Continent this time, we will also have to choose the location of Tongye Continent for the next sect.Chen Pingan looked embarrassed. The Taibai sword tip was obtained inexplicably on the Great Wall of Sword Qi.
So it was not until the end that Lu Ying realized that the girl was actually a sword cultivator. How could there be such a genealogy master who didn t like to show off In the end, he was lucky enough to escape the disaster that turned the whole continent upside down.Not only did Zhongtu Temple fail to hold Da Li accountable, they simply followed suit. Chen Ping an Two words pop into my mind stick sticks and fishing.
One of the ten men of Jiazi, fortunately, I got a handy weapon from the old temple master. Jiang Shangzhen looked at the river on a bright moonlit night, and said to himself I want to borrow your sword today, and let the sky and the earth shine in the dark.However, when Wei Wei s plan appeared, The old man was speechless and unable to refute, especially the phrase The gods of mountains and rivers, where the spirit lies, are sincere in people s hearts.
From the wild world But how did he become a closed disciple of the Holy Lineage Could it be that the Goddess of Burial River Water was deceived But no matter what, Fei Ran or Chen Pingan saved the Yao family twice, and also saved the Daquan Dynasty once.To reveal the other party s fundamentals, I just left some room and only talked about part of the fundamentals of the avenue.
It s just that the whereabouts of this ferry are uncertain, and whether you can board it depends on chance.On the shore, Pei Qian asked in a low voice Master, can you tell at a glance that this boat has its legs Chen Pingan smiled and said Nothing, I boarded the boat to cross the river, just to apologize.
Therefore, Chen Ping an did not fully use the magical power of the caged bird in Huanghua Temple. It was too overqualified to deal with a Guanhaijing master who was not yet an earthly immortal.Chen Ping an smiled and rubbed Xiao Mili s head. He made a guess and said tentatively Some outsiders said that your level is not high, so they laughed at you and talked behind your back This matter has been answered.
While listening to Lu Ying s story about some of Fei Ran s little known deeds, he laughed and cursed, You idiot, shameless.Qi Jingchun smiled and looked away. In fact, Cui Han was quite good looking when he was a boy. No wonder he would have countless love relationships and marriages in the years to come, actually more than his senior brothers.
He sat cross legged on the ground and began to warm up the Feijian. Jiang Shangzhen came to Chen Pingan and said seriously It seems that there is a lot of movement.Liu Xianyang looked at Xu Xiaoqiao and asked with a smile, What does Senior Sister Xu want The woman with no thumb on her right hand smiled and said, It s the opposite of what Junior Brother Liu thinks.
This is the sequelae of the Great Wall of Hedao Sword Qi. In the wild world, it would be overwhelmed, and it would be the same in the vast world.After that, Chen Pingan stopped going to Lao Cishan to pick up rags. The few hanging screens he had originally made were given away to Liu Xianyang, Gu Can from Mu Ping Alley, and some neighbors whose children were in school.
It s just that hundreds of kilograms of sediment are moved from the Snow Lake in Shanshi City every year.No matter how long or short you are, you won t lose an inch. Name the five powers and distribute the five artifacts to five people.
A senior brother named Zuo Zuo is a great swordsman. But I will think a few steps less, like a chess player who can only copy the chess records and fixed patterns.Mountain climbing roads, narrow paths, whatever in the world. People who practice Taoism are not wild cultivators like us, who are working hard to find a way for themselves.
but when Mr. Speaking of Han Yushu of Wanyao Sect, I began to be worried again. To be able to make an immortal even risk his ancestors inheritance and decide to separate life and death from his husband in exchange for credit, what does it mean, what does Han Yushu mean Behind them, there are at least one or two Ascension Realm monks standing, and I am afraid that even the Chinese Confucian Temple will not be able to catch them.
To fight against the enemy, monks holding talismans only need to silently recite the mantra and count the formulas in one breath, and they will immediately be able to understand the heaven and earth.Therefore, Shao Yunyan only said that Mr. Qi, the old swordsman, had excellent swordsmanship. Naturally, he did not need Mr. Lu to add icing on the cake.
Chen Ping an held up his bamboo hat, then stretched out his hand to rub his chin. The extremely sophisticated landscape formation of the ferry boat can help the ferry boat avoid being too bumpy during its long voyage, through places with thin spiritual energy, or through thunder, lightning, clouds and rain.
The latter s sword was extremely tough, but only the tip of the sword was worn, but the flying sword that Pei Min created casually had collapsed.The prayer stele for rain is carved on it one by one, with detailed annotations and meticulous annotations.
Nowadays, there are several new thrones in the wild world. After the battle of Fuyao Continent, there are actually not many thrones left with old faces.Bitterness, money is nothing, as a child. In fact, Bai Xuan is still a child at this moment. It s just that all the children in the world feel that they are not young anymore, and all the old people are afraid that they are too old.
How many pills are there in the Qinghu Palace Shan is willing to buy a few. It s just that when the Qinghu Palace dominated the north, it would only use this rare and rare Zuowangdan to go to the big sects on the mountain tops like Tongye Sect and Taipingshan, half selling and half giving away favors, and how could it be the turn of Pushan.
