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Production process safety monitoring method based on STM32 single-chip microcomputer and long-short-term memory network

A long-short-term memory and production process technology, which is applied in the field of production process safety monitoring based on STM32 single-chip microcomputer and long-short-term memory network, can solve problems such as untimely monitoring, complicated human monitoring, and factory safety accidents, so as to avoid potential safety hazards or accidents , The alarm function is comprehensive and detailed

Pending Publication Date: 2021-03-19
四川易诚智讯科技有限公司
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  • Summary
  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

[0005] The purpose of the present invention is to provide a production process safety monitoring method based on STM32 single-chip microcomputer and long-short-term memory network, which mainly solves the problems in the prior art, such as complex artificial monitoring, untimely monitoring and failure to prevent problems before they happen, which leads to safety accidents in factories. accident problem

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  • Production process safety monitoring method based on STM32 single-chip microcomputer and long-short-term memory network
  • Production process safety monitoring method based on STM32 single-chip microcomputer and long-short-term memory network

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Embodiment

[0036] Such as figure 1 , 2 As shown, a kind of production process safety monitoring method based on STM32 single-chip microcomputer and long-short-term memory network disclosed by the present invention includes:

[0037] Single-chip microcomputer control system, the system uses STM32 single-chip microcomputer as the control core, and the temperature sensor, humidity sensor, liquid crystal display module and WiFi module connected to the STM32 single-chip microcomputer are mainly used for data acquisition. STM32F103 single-chip microcomputer is selected, which is a 32-bit ARM microcontroller with a working frequency of up to 72MHZ. It has a crystal oscillator inside, and the frequency used is 4-16MHZ. It has powerful internal functions and has the latest Cortex-M3 core. 112 fast I / O ports, running fast, low power consumption, and large storage space.

[0038] In this embodiment, for temperature collection, after the system is initialized, the temperature detection subroutine ...

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Abstract

The invention discloses a production process safety monitoring method based on an STM32 single-chip microcomputer and a long-short-term memory network, and mainly solves the problems that in the priorart, manual monitoring is complex, monitoring is not timely, and accidents happen to a factory due to the fact that the accidents do not happen in time. The method involves a single-chip microcomputer control system, a server module, a time sequence prediction module and an alarm module. The single-chip microcomputer control system takes an STM32 single-chip microcomputer as a control core and iscomposed of a temperature and humidity sensor, an LCD1602 liquid crystal and an ESP8266WIFI module. The server part is composed of an One Net platform and a mobile phone APP, and gives an alarm directly when the threshold value is exceeded. And the time sequence prediction section is an LSTM long-short-term memory recurrent neural network, and can perform data prediction and automatic adjustment.By means of the design, dangerous situations such as fire disasters and explosion in the production process can be effectively prevented, the safety of goods and personnel is guaranteed, and high practical application value is achieved.

Description

technical field [0001] The invention relates to the industrial control technology and field, in particular to a production process safety monitoring method based on an STM32 single-chip microcomputer and a long-short-term memory network. Background technique [0002] With the continuous improvement of the social and economic level, the vigorous development of the manufacturing industry, and more and more emerging factories and enterprises, the subsequent safety issues of the production process of stored goods have aroused great concern. Especially in recent years, factory safety accidents have occurred frequently, and there have been tragic accidents in many places where factory explosions caused casualties, especially the major safety accident that occurred in Tianjin Binhai New Area on August 12, 2015, resulting in 165 deaths and 798 deaths. Injured, and most of the surrounding houses and vehicles were damaged. This tragic tragedy greatly made people realize the importance...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04L29/08H04W4/38G08C17/02G01D21/02G06N3/04G06N3/08G16Y20/10G16Y40/10H04L12/58H04M1/72406
CPCH04L67/12H04W4/38G08C17/02G01D21/02G06N3/049G06N3/08G16Y20/10G16Y40/10H04L51/42G06N3/045
Inventor 张军占梦来李良王另徐晓龙
Owner 四川易诚智讯科技有限公司