WO2023003453A1 - Smart device for industrial optimization and control - Google Patents
Smart device for industrial optimization and control Download PDFInfo
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- WO2023003453A1 WO2023003453A1 PCT/MX2021/050036 MX2021050036W WO2023003453A1 WO 2023003453 A1 WO2023003453 A1 WO 2023003453A1 MX 2021050036 W MX2021050036 W MX 2021050036W WO 2023003453 A1 WO2023003453 A1 WO 2023003453A1
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- 238000000034 method Methods 0.000 claims abstract description 29
- 230000008569 process Effects 0.000 claims abstract description 27
- 238000013528 artificial neural network Methods 0.000 claims abstract description 12
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- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims abstract description 4
- 238000001816 cooling Methods 0.000 claims description 2
- 210000002268 wool Anatomy 0.000 claims description 2
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- 239000007788 liquid Substances 0.000 claims 1
- 239000003550 marker Substances 0.000 claims 1
- 238000004891 communication Methods 0.000 abstract description 3
- 238000012937 correction Methods 0.000 description 3
- 238000003860 storage Methods 0.000 description 3
- 238000012549 training Methods 0.000 description 3
- 238000013473 artificial intelligence Methods 0.000 description 2
- 230000008859 change Effects 0.000 description 2
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- 210000004556 brain Anatomy 0.000 description 1
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- 238000005272 metallurgy Methods 0.000 description 1
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Classifications
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/05—Programmable logic controllers, e.g. simulating logic interconnections of signals according to ladder diagrams or function charts
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
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- H—ELECTRICITY
- H03—ELECTRONIC CIRCUITRY
- H03K—PULSE TECHNIQUE
- H03K17/00—Electronic switching or gating, i.e. not by contact-making and –breaking
- H03K17/08—Modifications for protecting switching circuit against overcurrent or overvoltage
Definitions
- the invention reveals a type of control for multiple and independent processes in the industrial environment. Its main objective is to provide control of each process through technology such as Artificial Intelligence, which is in charge of self-correction, for processes with constant changes that can generate errors, Internet of Things (IoT) that keeps all the information on the Internet safe. cloud and which will allow the user to have access to any alert from any device and place, as well as the Big Data that stores all the information and documentation that said process throws in its active time.
- IoT Internet of Things
- the industrial control and automation device has a platform that facilitates the user, adjustment, programming and changes that need to be updated to improve processes.
- Said system generally comprises the constant monitoring of the process(es), which provides autonomous control.
- PLCs Programmable Logic Controller
- the PLC is designed for multiple input and output signals, extended temperature ranges, immunity to electrical noise, and resistance to vibration and shock. This makes it an ideal product for the industry, only that it has disadvantages in processes with a higher level of complexity such as pattern recognition, artificial intelligence, or the data base, which provide us with a better connection with the processes of the company. company at all times, another of the most important disadvantages is its connection with only PLC of the same brand, this delimits the industries, in this case the intelligent industrial control and optimization device provides all the missing characteristics of the PLC, as well as a interconnection between brands so that companies do not have to get rid of their previous PLCs.
- the present invention modifies the way of control in industrial areas since its recognition and self-correction system provides complete support to each process that guarantees the quality and efficiency of each product.
- Figure 1 shows a schematic diagram of the different modules and their device interconnection, the way all the modules will connect to provide a Smart Device.
- the control device consists of several characteristics that help it to have total control of the production that it is managing or supervising. All the characteristics that complement it will be described below.
- Analog/digital inputs and outputs With the inputs the device is capable of receiving analog and digital signals from any sensor or device and sending analog and digital signals with the outputs.
- Expansion modules These modules have the purpose of expanding both digital and analog inputs and outputs.
- Integrated microcontroller With this element the device will have control of the inputs and outputs, both analog and digital.
- Integrated microprocessor This element will be the brain of all the processes in the device, it controls all the flow of data for its correct processing.
- Neural Network for Learning Thanks to the Neural Network, the device will be able to learn automatically and thus avoid downtime in common errors.
- Pre-Loaded Programming There are applications designed to make the use of the device easier, since the applications will serve as a guide for the final program.
- the device has the configuration to connect to a database.
- the hardware is connected within the same electronic board.
- a motherboard that enables it to be used in any work area, it is designed to protect against short circuits and overloads, in addition to provide in it all the architecture that an external computer would have, such as RAM memory, microprocessor, USB modules, HMI, WIFI, Ethernet, power circuits, microcontrollers, cooling module so that it stays at the right temperature regardless of the working hours, relays and protection modules.
- the casing is made in such a way that it supports water and dense fluids, in turn the motherboard and its components will be sealed to avoid damage, it also supports temperatures less than or equal to 120 ° C since it is lined with a protective wool against heat.
- the benefits that the intelligent industrial control and optimization device gives us are: a. Self-correcting: Thanks to the Neural Network during the processes, any failure is recorded if it were to occur and together with the previous records, action will be taken to correct said failure. b. Autonomous: By this concept we mean that the control device will be able to work certain movements by itself, a clear example is its hybrid part where the type of PLC language from which it receives the signal changes to a universal language that serves to the PLC to which the previously received signal will arrive, this is through a program that will already have the present invention loaded in addition to the Neural Network that will allow us to optimize and improve the processes.
- the AI In order for the AI to fully self-correct, it will handle a pre-loaded software where the inputs and outputs managed by the system and/or process can be entered, since to correct the failures the AI will have to change the output values, According to what has been learned and the improvements that it deems appropriate, if it is not corrected at that moment, it will do it again learning the best and fastest way to correct it, therefore, the longer it is operating, the better the predictions and corrections will be.
- IoT Thanks to its internet connection module, all processes can be monitored from any device with a network, this property also allows us to It gives the option that the machines are communicated with each other, since they will all be linked to the present invention, which achieves a direct communication from machine to machine and a direct assessment of each one.
Abstract
The invention relates to a console that is physically adapted for any area and working condition, which withstands high temperatures and which, in addition to having a resistant casing for rough processes, also contains everything necessary therein, as its circuit is protected against overloads, short circuits, water and dense fluids. Its programming is configured for the different processes used industry, thereby obtaining pre-loaded programming, which has the capacity of a neural network with which more reliable, secure and self-correcting processes are obtained; everything that a neural network has to offer. In addition, the console is equipped with IoT, enabling communication with the process, risks and new communication protocols at any time and anywhere just by connecting to the network. With this product the user can adjust times and minimize errors in production lines, and also be aware of everything happening within a company, with the corresponding database containing priority records for the client. The neural network can indicate which improvements should be made, such as to increase production both in terms of quality and time.
Description
DISPOSITIVO INTELIGENTE DE CONTROL Y OPTIMIZACION INDUSTRIAL INTELLIGENT DEVICE FOR CONTROL AND INDUSTRIAL OPTIMIZATION
DESCRIPCIÓN DESCRIPTION
OBJETO DE LA INVENCIÓN OBJECT OF THE INVENTION
La invención revela un tipo de control para procesos múltiples e independientes en el entorno industrial. Su objetivo principal es brindar el control de cada proceso mediante tecnología como, Inteligencia Artificial la cual se encarga de la autocorrección, para procesos con cambios constantes que puedan generar errores, Internet de las cosas (IoT) que mantiene a salvo toda la información en la nube y la cual permitirá al usuario tener acceso a cualquier alerta desde cualquier dispositivo y lugar, así como el Big Data que almacena toda la información y documentación que dicho proceso arroje en su tiempo activo. El dispositivo de control y automatización industrial cuenta con una plataforma que facilita al usuario, el ajuste, la programación y los cambios que necesiten ser actualizados para la mejora de los procesos. Dicho sistema comprende en general el monitoreo constante del proceso(s), lo que brinda un control autónomo. ANTECEDENTES The invention reveals a type of control for multiple and independent processes in the industrial environment. Its main objective is to provide control of each process through technology such as Artificial Intelligence, which is in charge of self-correction, for processes with constant changes that can generate errors, Internet of Things (IoT) that keeps all the information on the Internet safe. cloud and which will allow the user to have access to any alert from any device and place, as well as the Big Data that stores all the information and documentation that said process throws in its active time. The industrial control and automation device has a platform that facilitates the user, adjustment, programming and changes that need to be updated to improve processes. Said system generally comprises the constant monitoring of the process(es), which provides autonomous control. BACKGROUND
Los PLC (controlador lógico programable)) son utilizados en muchas industrias y máquinas. A diferencia de las computadoras de propósito general, el PLC está diseñado para múltiples
señales de entrada y de salida, rangos de temperatura ampliados, inmunidad al ruido eléctrico y resistencia a la vibración y al impacto. Esto lo convierte en un producto idóneo para la industria, solo que tiene desventajas en procesos con mayor nivel de complejidad como lo son el reconocimiento de patrones, la inteligencia artificial, o el data base, que nos brindan una mejor conexión con los procesos de la empresa en todo momento, otra de las desventajas más importantes es su conexión con solo PLC de su misma marca, esto delimita a las industrias, en este caso el dispositivo inteligente de control y optimización industrial aporta todas las características faltantes del PLC, así como una interconexión entre marcas para que las empresas no se tengan que deshacer de sus PLC anteriores. La presente invención modifica la manera de control en las áreas industriales ya que su sistema de reconocimiento y autocorrección brinda un soporte completo a cada proceso que garantiza la calidad y eficiencia en cada producto. PLCs (Programmable Logic Controller)) are used in many industries and machines. Unlike general purpose computers, the PLC is designed for multiple input and output signals, extended temperature ranges, immunity to electrical noise, and resistance to vibration and shock. This makes it an ideal product for the industry, only that it has disadvantages in processes with a higher level of complexity such as pattern recognition, artificial intelligence, or the data base, which provide us with a better connection with the processes of the company. company at all times, another of the most important disadvantages is its connection with only PLC of the same brand, this delimits the industries, in this case the intelligent industrial control and optimization device provides all the missing characteristics of the PLC, as well as a interconnection between brands so that companies do not have to get rid of their previous PLCs. The present invention modifies the way of control in industrial areas since its recognition and self-correction system provides complete support to each process that guarantees the quality and efficiency of each product.
Hay diferentes propuestas anteriores como la patente WO2017099772A1 que hace mención a un medio de almacenamiento superior al que existe actualmente en los métodos de almacenamiento convencional donde se guardan las variables de entrada y salida que proporciona el PLC, en este caso nuestra invención hace mención de esta patente pero añadiendo el (IoT) dando como resultado un método de almacenamiento inteligente. There are different previous proposals such as patent WO2017099772A1 that mentions a storage medium superior to that currently existing in conventional storage methods where the input and output variables provided by the PLC are stored, in this case our invention mentions this patent but adding the (IoT) resulting in an intelligent storage method.
Así mismo podemos mencionar dos patentes más relacionadas con la presente invención US 828580722 Y W02002031608A3 que tienen enlace con páginas web para una visualización más detallada de interfaz o programas que usara el PLC, en este caso el dispositivo inteligente de control y optimización industrial cuenta ya con una interfaz cargada a su sistema que tiene acceso directo a internet gracias a la base de datos que maneja lo que lo hace más manejable y adecuado para cualquier entorno.
BREVE DESCRIPCIÓN DE LAS FIGURAS Likewise, we can mention two more patents related to the present invention US 828580722 and W02002031608A3 that have a link to web pages for a more detailed visualization of the interface or programs used by the PLC, in this case the intelligent control and industrial optimization device already has an interface loaded to your system that has direct access to the internet thanks to the database that it manages, which makes it more manageable and suitable for any environment. BRIEF DESCRIPTION OF THE FIGURES
La figura 1 muestra un diagrama esquemático de los diferentes módulos y su interconexión del dispositivo, la manera en que todos los módulos harán conexión para brindar un Dispositivo inteligente. Figure 1 shows a schematic diagram of the different modules and their device interconnection, the way all the modules will connect to provide a Smart Device.
DESCRIPCIÓN DETALLADA DE LA INVENCIÓN El dispositivo de control consta de varias características que lo ayudan a tener control total de la producción que este manejando o supervisando, a continuación, se describirán todas las características que lo complementan. DETAILED DESCRIPTION OF THE INVENTION The control device consists of several characteristics that help it to have total control of the production that it is managing or supervising. All the characteristics that complement it will be described below.
• Conexión internet (wifi, ethernet): Con esto el dispositivo se conectará a otros aparatos mediante conexión inalámbrica o ethernet. • Internet connection (wifi, ethernet): With this the device will connect to other devices through a wireless or ethernet connection.
• Entradas y salidas analógicas/digitales: Con las entradas el dispositivo es capaz de recibir señales analógicas y digitales de cualquier sensor o aparato y enviar señales analógicas y digitales con las salidas. • Analog/digital inputs and outputs: With the inputs the device is capable of receiving analog and digital signals from any sensor or device and sending analog and digital signals with the outputs.
• Módulos de expansión: Estos módulos tienen la finalidad de expandir las entradas y salidas tanto digitales como analógicas. • Expansion modules: These modules have the purpose of expanding both digital and analog inputs and outputs.
• Microcontrolador integrado: Con este elemento el dispositivo tendrá el control de las entradas y salidas tanto analógicas como digitales · Microprocesador integrado: Este elemento será el cerebro de todos los procesos en el dispositivo, controla todo el flujo de datos para su correcto procesamiento. • Integrated microcontroller: With this element the device will have control of the inputs and outputs, both analog and digital. · Integrated microprocessor: This element will be the brain of all the processes in the device, it controls all the flow of data for its correct processing.
• Red Neuronal para el Aprendizaje: Gracias a la Red Neuronal el dispositivo podrá aprender de manera automática y así evitar tiempos muertos en errores comunes.
• Programación Pre-Cargada: Se tienen aplicaciones diseñadas para que sea más fácil el uso del dispositivo ya que las aplicaciones servirán de guía para el programa final. • Neural Network for Learning: Thanks to the Neural Network, the device will be able to learn automatically and thus avoid downtime in common errors. • Pre-Loaded Programming: There are applications designed to make the use of the device easier, since the applications will serve as a guide for the final program.
• Data Base: El dispositivo tiene la configuración para conectarse a una base de datos. El hardware está conectado dentro de la misma placa electrónica. A parte de las características antes mencionadas, que lo identifican como un producto adecuado para procesos de gran complejidad para las industrias, tiene una placa madre que lo capacita para cualquier área de trabajo, está diseñado para protegerse contra corto circuito y sobre cargas, además de brindar en la misma toda la arquitectura que tendría una computadora externa, como una memoria RAM, microprocesador, módulos de USB, HMI, WIFI, Ethernet, circuitos de potencia, microcontroladores, módulo de refrigeración para que se mantenga en la temperatura adecuada sin importar las horas de trabajo, relevadores y módulos de protección. La carcasa está hecha de tal modo que soporta el agua y fluidos densos a su vez la placa base y sus componentes estarán sellados para evitar daños, también soporta temperaturas menores o igual a 120°C ya que esta forrada por una lana protectora contra calor. • Data Base: The device has the configuration to connect to a database. The hardware is connected within the same electronic board. Apart from the aforementioned characteristics, which identify it as a suitable product for highly complex industrial processes, it has a motherboard that enables it to be used in any work area, it is designed to protect against short circuits and overloads, in addition to provide in it all the architecture that an external computer would have, such as RAM memory, microprocessor, USB modules, HMI, WIFI, Ethernet, power circuits, microcontrollers, cooling module so that it stays at the right temperature regardless of the working hours, relays and protection modules. The casing is made in such a way that it supports water and dense fluids, in turn the motherboard and its components will be sealed to avoid damage, it also supports temperatures less than or equal to 120 ° C since it is lined with a protective wool against heat.
Los beneficios que nos otorga el dispositivo inteligente de control y optimización industrial son: a. Auto-corregible: Gracias a la Red Neuronal durante los procesos se registra cualquier falla si llegara a ocurrir y junto con los registros anteriores se actuará para corregir dicha falla.
b. Autónomo: Por este concepto nos referimos a que el dispositivo de control será capaz de trabajar ciertos movimientos por sí solo, un claro ejemplo es su parte híbrida donde cambia el tipo de lenguaje del PLC del que recibe la señal por un lenguaje universal que sirva para el PLC al que le llegará la señal antes recibida esto es por un programa que ya tendrá cargado la presente invención además de la Red Neuronal que nos permitirá optimizar y mejorar los procesos. Con la red Neuronal que maneja el sistema, al iniciar el dispositivo de control entra en modo entrenamiento de la IA para realizarlo se crea una simulación de las posibles fallas con las señales usadas en el proceso ya sean analógicas o digitales, con este entrenamiento, una vez instalado en el proceso real podrá predecir las posibles fallas y corregirlas, cuando ocurra algún inconveniente en el proceso que no se tomó en cuenta durante el entrenamiento, este se guardara en la base de datos para futuras predicciones, dando como resultado un constante aprendizaje. Para que la IA llegue a la autocorrección por completo, manejara un software pre-cargado donde se podrán ingresar las entras y salidas que maneja el sistema y/o proceso, ya que para corregir las fallas la IA tendrá que cambiar los valores de salida, según lo aprendido y las mejoras que crea conveniente si en ese momento no se corrige lo volverá a hacer aprendiendo la mejor y más rápida manera de corregirlo, por lo tanto entre más tiempo esté operando mejor serán las predicciones y las correcciones c. IoT: Gracias a su módulo de conexión a internet, se puede monitorear todos los procesos desde cualquier dispositivo con red, además esta propiedad nos
da la opción de que las maquinas estén comunicadas entre sí, ya que todas estarán enlazadas a la presente invención lo que logra una comunicación directa de máquina a máquina y una valoración de cada una directa. d. Registro de todos los procesos: Mediante la conexión a una base de datos el dispositivo inteligente puede guardar los registros de todos los procesos en la industria. e. Diseño para todo tipo de producción: Por su facilidad de programación y sus programas pre-cargados la invención sirve para cualquier proceso en el que se requiera, por cualquier proceso nos referimos a cualquier rama de la Industria, ya sea alimentos, cementeras, metalurgia, petroquímicas, Mecánica, farmacéutica, robótica, Automovilista, etc. f. Interconexión (Híbrido): Es capaz de conectarse a cualquier marca de PLC esto con el fin de no tener que escoger una sola marca o cambiar los PLC existentes por otros. The benefits that the intelligent industrial control and optimization device gives us are: a. Self-correcting: Thanks to the Neural Network during the processes, any failure is recorded if it were to occur and together with the previous records, action will be taken to correct said failure. b. Autonomous: By this concept we mean that the control device will be able to work certain movements by itself, a clear example is its hybrid part where the type of PLC language from which it receives the signal changes to a universal language that serves to the PLC to which the previously received signal will arrive, this is through a program that will already have the present invention loaded in addition to the Neural Network that will allow us to optimize and improve the processes. With the Neural network that manages the system, when starting the control device it enters the AI training mode to carry it out, a simulation of the possible failures is created with the signals used in the process, whether analog or digital, with this training, a Once installed in the real process, it will be able to predict possible failures and correct them. When an inconvenience occurs in the process that was not taken into account during training, it will be saved in the database for future predictions, resulting in constant learning. In order for the AI to fully self-correct, it will handle a pre-loaded software where the inputs and outputs managed by the system and/or process can be entered, since to correct the failures the AI will have to change the output values, According to what has been learned and the improvements that it deems appropriate, if it is not corrected at that moment, it will do it again learning the best and fastest way to correct it, therefore, the longer it is operating, the better the predictions and corrections will be. c. IoT: Thanks to its internet connection module, all processes can be monitored from any device with a network, this property also allows us to It gives the option that the machines are communicated with each other, since they will all be linked to the present invention, which achieves a direct communication from machine to machine and a direct assessment of each one. d. Record of all processes: By connecting to a database, the smart device can save records of all processes in the industry. and. Design for all types of production: Due to its ease of programming and its pre-loaded programs, the invention is used for any process in which it is required, by any process we mean any branch of the Industry, be it food, cement, metallurgy, petrochemical, mechanical, pharmaceutical, robotics, automobile, etc. F. Interconnection (Hybrid): It is capable of connecting to any brand of PLC in order to avoid having to choose a single brand or change existing PLCs for others.
Ejemplo: Example:
Un ejemplo que destaque la funcionalidad del Dispositivo Inteligente de Control y optimización Industrial es en una empresa de electrónica donde realizan cierta cantidad de placas por día, cada línea de producción ya tiene sus PLC instalados así que la presente invención se podrá conectar directo a cada uno de esos PLC sin importar la marca que sean, cuando el dispositivo esté conectado tendrá la capacidad de extraer la información de cada línea es decir si una de las líneas de producción necesita corroborar cuantas placas salen
diarias el dispositivo tomara esa información y la almacenara en una base de datos por medio de su acceso a internet y esto también facilita al Ingeniero a cargo poder checar estos datos desde cualquier dispositivo además de tenerlos asegurados para cualquier propósito necesario, además de que con la IA que tiene instalada se programa de acuerdo a las líneas y sensores que se tienen en la planta y nos brindara un pronóstico de fallas y calidad con esto se mejorara en un porcentaje alto la producción es decir la cantidad de fallas se reducirá.
An example that highlights the functionality of the Intelligent Industrial Control and Optimization Device is in an electronics company where they make a certain number of boards per day, each production line already has its PLC installed, so the present invention can be connected directly to each one. of these PLCs, regardless of the brand they are, when the device is connected it will have the ability to extract the information from each line, that is, if one of the production lines needs to verify how many plates come out daily, the device will take that information and store it in a database through its internet access and this also makes it easier for the Engineer in charge to be able to check this data from any device, in addition to having it secured for any necessary purpose, in addition to the fact that with the The AI that it has installed is programmed according to the lines and sensors that are in the plant and will provide us with a forecast of failures and quality, with this the production will be improved by a high percentage, that is, the number of failures will be reduced.
Claims
1. Dispositivo inteligente de control y optimización industrial es una consola adaptada físicamente para cualquier área y condición de trabajo además de brindar en la misma toda la arquitectura que tendría una computadora externa, como una memoria RAM, microprocesador, módulos de USB, HMI, WIFI, Ethernet caracterizada porque cuenta con una carcasa resistente contra agua y fluidos densos, un circuito protegido contra sobrecargas o cortocircuito, cuenta con microcontroladores, módulo de refrigeración, relevadores y módulos de protección; cuenta con una programación pre-cargada, una red Neuronal con la que se obtendrán procesos de auto corrección; cuenta con un software que tiene la capacidad de unir diferentes lenguajes de PLC no importando la marca; una base de datos para guardar los registros de todos los procesos (big data), además de contar con protocolos de seguridad SSL Y TSL.1. Intelligent industrial control and optimization device is a console physically adapted for any work area and condition, as well as providing all the architecture that an external computer would have, such as RAM memory, microprocessor, USB modules, HMI, WIFI , Ethernet characterized because it has a resistant casing against water and dense fluids, a circuit protected against overloads or short circuit, it has microcontrollers, a cooling module, relays and protection modules; It has a pre-loaded programming, a Neural network with which self-correcting processes will be obtained; It has a software that has the ability to unite different PLC languages regardless of the brand; a database to keep the records of all processes (big data), in addition to having SSL and TSL security protocols.
2. Dispositivo inteligente de control y optimización industrial de conformidad con la reivindicación 1 caracterizada porque la carcasa está hecha de tal modo que soporta el agua y fluidos densos a su vez la placa base y sus componentes estarán sellados con una capa plástica para evitar daños por líquidos. 2. Intelligent industrial control and optimization device in accordance with claim 1, characterized in that the casing is made in such a way that it supports water and dense fluids, in turn the motherboard and its components will be sealed with a plastic layer to avoid damage by liquids.
3. Dispositivo inteligente de control y optimización industrial de conformidad con la reivindicación 1 caracterizada porque el dispositivo soporta temperaturas menores o igual a 120°C ya que la carcasa esta forrada por una lana protectora contra calor.
3. Intelligent industrial control and optimization device in accordance with claim 1, characterized in that the device supports temperatures less than or equal to 120°C since the casing is lined with heat-protective wool.
4. Dispositivo inteligente de control y optimización industrial de conformidad con la reivindicación 1 caracterizada porque la programación pre-cargada se encuentra almacenada en una RAM, en donde dicha programación permite conectar el dispositivo con cualquier marca de PLC, ya que convierte el lenguaje de programación de las diferentes marcas de PLC a un lenguaje unicersal por medio de unos marcadores de valores para cada función; de tal modo que la Red neuronal trabaja con esta programación pre-cargada que identificación de lenguaje de PLC, confirmando con el marcador de valores que el lenguaje debe de migrarse a un lenguaje universal para que pueda ser procesado sin problema. 4. Intelligent industrial control and optimization device in accordance with claim 1, characterized in that the pre-loaded programming is stored in a RAM, where said programming allows the device to be connected to any brand of PLC, since it converts the programming language from the different PLC brands to a unicersal language by means of value markers for each function; in such a way that the Neural Network works with this pre-loaded programming that identifies the PLC language, confirming with the values marker that the language must be migrated to a universal language so that it can be processed without problem.
5. Dispositivo inteligente de control y optimización industrial de conformidad con la reivindicación 1 caracterizada porque la Red Neuronal, monitorea las entradas de datos enviadas desde los PLC, almacenando la información en la base de datos, formando patrones de las operaciones para luego la Red Neuronal pueda auto corregir cuellos de botella; Dando como resultado una mejor producción, además de estabilidad y mayor calidad.
5. Intelligent industrial control and optimization device in accordance with claim 1, characterized in that the Neural Network monitors the data inputs sent from the PLCs, storing the information in the database, forming patterns of operations for later the Neural Network can auto correct bottlenecks; Resulting in better production, as well as stability and higher quality.
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US11834714B2 (en) | 2021-12-20 | 2023-12-05 | Enumerix, Inc. | Detection and digital quantitation of multiple targets |
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