CN118625875B - A circuit temperature control system for a shower head used in the preparation of flexible luminescent materials - Google Patents
A circuit temperature control system for a shower head used in the preparation of flexible luminescent materials Download PDFInfo
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Abstract
Description
技术领域Technical Field
本发明涉及温度控制技术领域,尤其涉及一种用于柔性发光材料制备的喷淋头的电路温控系统。The invention relates to the technical field of temperature control, and in particular to a circuit temperature control system of a shower head used for preparing flexible luminescent materials.
背景技术Background Art
在柔性发光材料制备过程中,喷淋头的电路温控系统是至关重要的。这种系统通常用于控制喷淋头的温度,以确保喷淋液体的温度稳定,从而确保柔性发光材料的质量和性能。In the process of preparing flexible luminescent materials, the circuit temperature control system of the shower head is crucial. This system is usually used to control the temperature of the shower head to ensure the temperature of the spraying liquid is stable, thereby ensuring the quality and performance of the flexible luminescent material.
目前,传统的温控系统通常会使用温度传感器来监测喷淋头的温度,并反馈给控制器,通过不断调整加热元件或冷却设备的功率来维持设定温度。但由于柔性发光材料对温度的均匀性要求较高,传统的温控系统可能无法确保柔性发光材料在制备过程中工件的温度均匀,且无法提供足够高的温度控制精度。At present, traditional temperature control systems usually use temperature sensors to monitor the temperature of the shower head and feed back to the controller to maintain the set temperature by continuously adjusting the power of the heating element or cooling device. However, due to the high temperature uniformity requirements of flexible luminescent materials, traditional temperature control systems may not be able to ensure the uniform temperature of the workpiece during the preparation of flexible luminescent materials, and cannot provide sufficiently high temperature control accuracy.
因此,本发明提供一种用于柔性发光材料制备的喷淋头的电路温控系统。Therefore, the present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials.
发明内容Summary of the invention
本发明提供一种用于柔性发光材料制备的喷淋头的电路温控系统,用以提升温控精度,从而保证柔性发光材料在制备过程中喷淋设备以及工件表面的温度均匀性,进而提升柔性发光材料产品的质量和性能。The present invention provides a circuit temperature control system for a shower head used for preparing flexible luminescent materials, which is used to improve the temperature control accuracy, thereby ensuring the temperature uniformity of the shower head and the workpiece surface during the preparation of the flexible luminescent materials, thereby improving the quality and performance of the flexible luminescent material products.
本发明提供一种用于柔性发光材料制备的喷淋头的电路温控系统,包括:The present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials, comprising:
数据采集模块,用于利用预设监测设备实时获取各喷淋头出口喷淋材料的温度数据以及工件在喷淋过程中的喷淋表面的温度数据,输出初始温度数据;The data acquisition module is used to obtain the temperature data of the spray material at the outlet of each spray head and the temperature data of the spray surface of the workpiece during the spraying process in real time by using the preset monitoring equipment, and output the initial temperature data;
预处理模块,用于对所述初始温度数据进行异常分析,并基于异常分析结果在方法数据库中匹配得到相应的预处理方法对初始温度数据进行预处理,得到第一数据;A preprocessing module, used for performing an abnormality analysis on the initial temperature data, and matching a corresponding preprocessing method in a method database based on the abnormality analysis result to preprocess the initial temperature data to obtain first data;
数据分析模块,用于获取当前批次以及排产批次工件产品的喷淋温度标准数据,并与所述第一数据进行对比分析,得到第一对比结果;A data analysis module, used to obtain the spray temperature standard data of the workpiece products of the current batch and the scheduled batch, and compare and analyze them with the first data to obtain a first comparison result;
控制模块,用于获取与所述第一对比结果适配的温控策略以及温控算法,并基于所述温控策略和温控算法对相应的温控设备进行调节。A control module is used to obtain a temperature control strategy and a temperature control algorithm that are adapted to the first comparison result, and to adjust a corresponding temperature control device based on the temperature control strategy and the temperature control algorithm.
优选的,所述数据采集模块,包括:Preferably, the data acquisition module comprises:
设备信息感知子模块,用于获取各所述预设监测设备的设备类型、设备参数以及作业状态,并输出得到监测设备信息表;The device information sensing submodule is used to obtain the device type, device parameters and operation status of each of the preset monitoring devices, and output a monitoring device information table;
位置信息获取子模块,用于获取各所述预设监测设备的第一位置数据以及各喷淋头的第二位置数据,且结合所述监测设备信息表建立监测三维模型;A position information acquisition submodule, used to acquire the first position data of each of the preset monitoring devices and the second position data of each sprinkler head, and to establish a monitoring three-dimensional model in combination with the monitoring device information table;
第一子数据采集子模块,用于通过各所述监测设备实时获取各喷淋头内喷淋材料的温度数据,得到每一喷淋头的第一子温度数据;The first sub-data acquisition sub-module is used to obtain the temperature data of the spray material in each spray head in real time through each of the monitoring devices to obtain the first sub-temperature data of each spray head;
汇总子模块,用于对所述监测三维模型中的所有喷淋头对应的所述第一子温度数据进行汇总,且结合采集得到的工件在喷淋过程中的温度数据得到初始温度数据。The summary submodule is used to summarize the first sub-temperature data corresponding to all the sprinkler heads in the monitoring three-dimensional model, and obtain initial temperature data in combination with the collected temperature data of the workpiece during the spraying process.
优选的,所述预处理模块,包括:Preferably, the preprocessing module comprises:
异常分析子模块,用于对所述初始温度数据中的异常数据进行识别并进行提取,得到异常温度数据;An abnormality analysis submodule, used for identifying and extracting abnormal data in the initial temperature data to obtain abnormal temperature data;
特征提取子模块,用于对所述异常温度数据进行特征提取,构建得到异常数据特征集;A feature extraction submodule is used to extract features from the abnormal temperature data to construct an abnormal data feature set;
方法匹配子模块,用于基于所述异常数据特征集,且结合预设特征-方法匹配表在方法数据库中,选取异常数据特征与预处理方法之间的匹配度大于预设度的预处理方法;A method matching submodule, for selecting a preprocessing method having a matching degree between the abnormal data feature and the preprocessing method greater than a preset degree in a method database based on the abnormal data feature set and in combination with a preset feature-method matching table;
预处理子模块,用于基于所述预处理方法对相应的异常数据进行预处理,得到第一数据。The preprocessing submodule is used to preprocess the corresponding abnormal data based on the preprocessing method to obtain first data.
优选的,所述数据分析模块,包括:Preferably, the data analysis module includes:
批次信息获取子模块,用于获取当前批次以及未来预设时段内包括的所有排产批次工件产品对应的批次信息,输出产品批次信息;The batch information acquisition submodule is used to obtain the batch information corresponding to the current batch and all scheduled batch workpiece products included in the future preset period, and output the product batch information;
产品信息获取子模块,用于获取与所述产品批次信息一一对应的产品种类信息和产品性能信息,并构建得到产品信息;A product information acquisition submodule is used to acquire product category information and product performance information corresponding to the product batch information, and construct product information;
需求解析子模块,用于对所述产品信息进行内容解析,得到每一批次产品在喷淋过程中的温度需求数据;The demand analysis submodule is used to analyze the content of the product information to obtain the temperature demand data of each batch of products during the spraying process;
标准数据获取子模块,用于基于各批次产品对应的所述温度需求数据,在标准数据库中选取得到相应的喷淋温度标准数据;A standard data acquisition submodule is used to select and obtain corresponding spray temperature standard data in a standard database based on the temperature requirement data corresponding to each batch of products;
标准分析子模块,用于将每一批次产品下的第一数据与对应批次下的所述喷淋温度标准数据进行对比分析,得到第一对比数据;A standard analysis submodule, used for comparing and analyzing the first data of each batch of products with the spray temperature standard data of the corresponding batch to obtain first comparison data;
批次对比子模块,用于对所述产品批次信息中的所有批次信息进行时间排序,并对各相邻批次工件产品对应的喷淋温度标准数据进行对比分析,得到第二对比数据;The batch comparison submodule is used to sort all the batch information in the product batch information by time, and compare and analyze the spray temperature standard data corresponding to each adjacent batch of workpiece products to obtain second comparison data;
综合分析子模块,用于对所述第一对比数据和第二对比数据进行综合分析,得到第一对比结果。The comprehensive analysis submodule is used to perform a comprehensive analysis on the first comparison data and the second comparison data to obtain a first comparison result.
优选的,所述控制模块,包括:Preferably, the control module comprises:
内容解析子模块,用于对所述第一对比结果进行内容解析,并对解析内容进行归类分析,得到解析数据包;A content analysis submodule, used to perform content analysis on the first comparison result, and classify and analyze the analyzed content to obtain a analyzed data packet;
第一提取子模块,用于对所述解析数据包进行识别分析,得到与工件喷淋表面的温度对应的第一数据包;A first extraction submodule is used to identify and analyze the parsed data packet to obtain a first data packet corresponding to the temperature of the spray surface of the workpiece;
第二提取子模块,用于对所述解析数据包中的数据进行二次识别和提取,得到与喷淋头出口喷淋材料的温度对应的第二数据包;A second extraction submodule, used for performing secondary recognition and extraction on the data in the parsed data packet to obtain a second data packet corresponding to the temperature of the spray material at the outlet of the spray head;
第三提取子模块,用于在所述解析数据包中获取喷淋材料从喷淋头出口喷淋至工件表面的过程温度数据,得到第三数据包;A third extraction submodule is used to obtain temperature data of a process in which the spray material is sprayed from the spray head outlet to the workpiece surface in the parsed data packet to obtain a third data packet;
分布图生成子模块,用于基于所述第一数据包、第二数据包以及第三数据包,且结合喷淋头和工件的实时位置数据,构建得到三维热力分布图;A distribution map generation submodule, for constructing a three-dimensional thermal distribution map based on the first data packet, the second data packet and the third data packet, and in combination with the real-time position data of the shower head and the workpiece;
特征提取子模块,用于对所述三维热力分布图进行特征提取,得到第一特征集;A feature extraction submodule, used for extracting features from the three-dimensional thermal distribution map to obtain a first feature set;
第一匹配因子获取子模块,用于基于所述第一特征集,且结合预设特征-因子匹配表获取用于筛选温控策略的第一匹配因子;A first matching factor acquisition submodule, configured to acquire a first matching factor for screening a temperature control strategy based on the first feature set and in combination with a preset feature-factor matching table;
策略匹配子模块,用于基于所述第一特征集中各数据特征对应的所述第一匹配因子,在预设策略数据库中筛选得到温控策略;a strategy matching submodule, configured to filter and obtain a temperature control strategy in a preset strategy database based on the first matching factor corresponding to each data feature in the first feature set;
第二匹配因子获取子模块,用于基于所述第一特征集,且结合所述温控策略在预设特征-因子匹配表中获取用于筛选温控算法的第二匹配因子;A second matching factor acquisition submodule, configured to acquire a second matching factor for screening a temperature control algorithm in a preset feature-factor matching table based on the first feature set and in combination with the temperature control strategy;
算法匹配子模块,用于基于所述第二匹配因子,在算法数据库中选取得到温控算法;An algorithm matching submodule, used for selecting a temperature control algorithm from an algorithm database based on the second matching factor;
温控子模块,用于基于所述温控策略以及温控算法对相应的温控设备进行调节。The temperature control submodule is used to adjust the corresponding temperature control device based on the temperature control strategy and the temperature control algorithm.
优选的,所述分布图生成子模块,包括:Preferably, the distribution map generating submodule includes:
数据包验证单元,用于对同一生产批次工件对应的所述第一数据包、第二数据包以及第三数据包进行数据核验,将核验结果满足预设核验要求的对应数据输出为第一待处理数据;A data packet verification unit, used to verify the first data packet, the second data packet and the third data packet corresponding to the same production batch of workpieces, and output the corresponding data whose verification results meet the preset verification requirements as the first data to be processed;
位置信息获取单元,用于获取各喷淋头的第一位置信息以及工件在喷淋作业过程中的第二位置信息,并基于所述第一位置信息和第二位置信息综合得到喷淋头-工件位置数据;A position information acquisition unit, used to acquire first position information of each spray head and second position information of the workpiece during the spraying operation, and obtain spray head-workpiece position data based on the first position information and the second position information;
数据对齐单元,用于结合所述第一待处理数据以及喷淋头-工件位置数据的时序特征,对所述第一待处理数据以及喷淋头-工件位置数据进行时间对齐,得到第二待处理数据;A data alignment unit, configured to perform time alignment on the first data to be processed and the shower head-workpiece position data in combination with the timing characteristics of the first data to be processed and the shower head-workpiece position data, so as to obtain second data to be processed;
第二子数据获取单元,用于对所述第二待处理数据进行拆分,获取与各预设时间点对应的第二子数据;A second sub-data acquisition unit, used to split the second to-be-processed data to acquire second sub-data corresponding to each preset time point;
分布图构建单元,用于基于所述第二子数据,利用预设坐标系构建得到每一预设时间点对应的第二子数据的第一分布图;a distribution graph construction unit, configured to construct, based on the second sub-data, a first distribution graph of the second sub-data corresponding to each preset time point by using a preset coordinate system;
动态构建单元,用于对各预设时间点对应的所述第一分布图进行空间对齐,且按照各预设时间点的时序特征构建得到第二分布图;A dynamic construction unit, used for spatially aligning the first distribution graphs corresponding to each preset time point, and constructing a second distribution graph according to the time series characteristics of each preset time point;
特征提取单元,用于对每一所述第二子数据进行特征提取,得到各预设时间点下的温度特征,其中,所述温度特征包括正常温度特征和异常温度特征;a feature extraction unit, configured to perform feature extraction on each of the second sub-data to obtain temperature features at each preset time point, wherein the temperature features include normal temperature features and abnormal temperature features;
特征标注单元,用于结合各预设时间点下的所述温度特征,对所述第二分布图中相应预设时间点下的预设坐标点的温度特征进行特征标注,构建得到三维热力分布图。The feature annotation unit is used to combine the temperature features at each preset time point to feature-annotate the temperature features of the preset coordinate points at the corresponding preset time points in the second distribution map, so as to construct a three-dimensional thermal distribution map.
优选的,所述特征提取单元,包括:Preferably, the feature extraction unit comprises:
数据识别子单元,用于对每一所述第二子数据中的温度数据进行识别和提取,得到各预设时间点下的待提取数据;A data identification subunit, used for identifying and extracting the temperature data in each of the second sub-data to obtain the data to be extracted at each preset time point;
特征提取子单元,用于对每一预设时间点下的所述待提取数据进行特征识别和提取,得到各预设时间点下的温度特征;A feature extraction subunit is used to perform feature recognition and extraction on the data to be extracted at each preset time point to obtain the temperature feature at each preset time point;
; ;
其中,表示三维空间中第i个坐标点处对应的温度特征;表示异常温度特征;表示正常温度特征;表示第i个坐标点处的温度测量值;表示第i个坐标点处的温度标准值;表示指数函数;表示第i个坐标点对应的预设监测设备的固有误差调节系数;表示第i个坐标点对应的预设监测设备在进行温度测量时与测量距离对应的距离误差调节系数;表示第i个坐标点对应的预设监测设备在进行温度测量时与测量角度对应的角度误差调节系数;表示用于判定第i个坐标点处对应的温差为异常温度特征还是正常温度特征的判定阈值。in, Represents the temperature characteristics corresponding to the i-th coordinate point in three-dimensional space; Indicates abnormal temperature characteristics; Indicates normal temperature characteristics; represents the temperature measurement value at the i-th coordinate point; Represents the standard value of temperature at the i-th coordinate point; represents the exponential function; represents the inherent error adjustment coefficient of the preset monitoring device corresponding to the i-th coordinate point; represents the distance error adjustment coefficient corresponding to the measurement distance when the preset monitoring device corresponding to the i-th coordinate point performs temperature measurement; represents the angle error adjustment coefficient corresponding to the measurement angle when the preset monitoring device corresponding to the i-th coordinate point performs temperature measurement; It represents the determination threshold used to determine whether the temperature difference corresponding to the i-th coordinate point is an abnormal temperature feature or a normal temperature feature.
与现有技术相比,本发明的有益效果:本发明提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,通过实时监测温度数据、异常分析、对比分析以及根据结果调节温控设备,实现对喷淋头温度的精确控制。本发明还通过实时监测和调节温度,可以确保柔性发光材料制备过程中的温度稳定性,提高产品质量,并可以根据实际情况调节温控设备,可以有效节省能源消耗,提高生产效率。Compared with the prior art, the present invention has the following beneficial effects: the circuit temperature control system for a shower head used for preparing flexible luminescent materials provided by the present invention can achieve precise control of the shower head temperature by real-time monitoring of temperature data, abnormal analysis, comparative analysis, and adjusting the temperature control device according to the results. The present invention can also ensure the temperature stability during the preparation of flexible luminescent materials and improve product quality by real-time monitoring and adjusting the temperature, and can adjust the temperature control device according to actual conditions, which can effectively save energy consumption and improve production efficiency.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
为了更清楚地说明本发明或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作一简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the present invention or the prior art, a brief introduction will be given below to the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative work.
图1是本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统的框架示意图。FIG1 is a schematic diagram of a framework of a circuit temperature control system for a shower head used for preparing flexible light-emitting materials provided by an embodiment of the present invention.
具体实施方式DETAILED DESCRIPTION
为使本发明的目的、技术方案和优点更加清楚,下面将结合本发明中的附图,对本发明中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the purpose, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with the drawings of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
如图1所示,本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,包括:As shown in FIG1 , an embodiment of the present invention provides a circuit temperature control system for a shower head used for preparing flexible luminescent materials, comprising:
数据采集模块,用于利用预设监测设备实时获取各喷淋头出口喷淋材料的温度数据以及工件在喷淋过程中的喷淋表面的温度数据,输出初始温度数据;The data acquisition module is used to obtain the temperature data of the spray material at the outlet of each spray head and the temperature data of the spray surface of the workpiece during the spraying process in real time by using the preset monitoring equipment, and output the initial temperature data;
预处理模块,用于对初始温度数据进行异常分析,并基于异常分析结果在方法数据库中匹配得到相应的预处理方法对初始温度数据进行预处理,得到第一数据;A preprocessing module, used for performing an abnormality analysis on the initial temperature data, and matching a corresponding preprocessing method in a method database based on the abnormality analysis result to preprocess the initial temperature data to obtain first data;
数据分析模块,用于获取当前批次以及排产批次工件产品的喷淋温度标准数据,并与第一数据进行对比分析,得到第一对比结果;A data analysis module is used to obtain the spray temperature standard data of the workpiece products of the current batch and the scheduled batch, and compare and analyze them with the first data to obtain a first comparison result;
控制模块,用于获取与第一对比结果适配的温控策略以及温控算法,并基于温控策略和温控算法对相应的温控设备进行调节。The control module is used to obtain a temperature control strategy and a temperature control algorithm that are adapted to the first comparison result, and adjust the corresponding temperature control device based on the temperature control strategy and the temperature control algorithm.
该实施例中,预设监测设备:用于实时监测各喷淋设备的温度的传感器或监测仪器,如温度传感器阵列;In this embodiment, the monitoring device is preset: a sensor or monitoring instrument for real-time monitoring of the temperature of each spraying device, such as a temperature sensor array;
该实施例中,喷淋材料:在柔性发光材料的制备过程中,喷淋头扮演着重要的角色,用于喷洒液体材料或溶液到基材上,形成薄膜或涂层。在制备柔性发光材料之前,首先需要准备含有发光物质、聚合物或其他添加剂的溶液,这些溶液的配方和浓度会影响最终的发光材料性能;In this embodiment, spraying material: In the process of preparing flexible luminescent materials, the spray head plays an important role, which is used to spray liquid materials or solutions onto the substrate to form a film or coating. Before preparing the flexible luminescent material, it is necessary to first prepare a solution containing luminescent substances, polymers or other additives. The formula and concentration of these solutions will affect the final performance of the luminescent material;
该实施例中,工件:即待进行喷淋作业的基材,包括柔性材料和基板材料,以确保制备的发光材料具有柔软性和可弯曲性,例如,PET薄膜、PI薄膜以及PVA薄膜等;In this embodiment, the workpiece: that is, the substrate to be sprayed, includes a flexible material and a substrate material to ensure that the prepared luminescent material has softness and bendability, for example, a PET film, a PI film, and a PVA film;
该实施例中,初始温度数据:通过预设监测设备实时获取的未经处理的原始温度数据,即喷淋设备的实际温度数据以及工件的实际温度数据,例如,使用红外线温度传感器来实时监测喷淋头或工件表面的温度,获取初始温度数据;In this embodiment, the initial temperature data refers to the unprocessed raw temperature data obtained in real time by a preset monitoring device, that is, the actual temperature data of the spraying device and the actual temperature data of the workpiece. For example, an infrared temperature sensor is used to monitor the temperature of the spray head or the surface of the workpiece in real time to obtain the initial temperature data.
该实施例中,异常分析:对初始温度数据进行分析,识别温度异常情况,如温度过高或过低;In this embodiment, abnormality analysis: analyzing the initial temperature data to identify abnormal temperature conditions, such as excessively high or low temperatures;
该实施例中,方法数据库:存储了针对不同异常情况的预处理方法的数据库,以便系统根据异常情况选择合适的处理方法;In this embodiment, the method database: a database storing pre-processing methods for different abnormal situations, so that the system can select an appropriate processing method according to the abnormal situation;
该实施例中,预处理方法:根据异常分析结果从方法数据库中匹配得到的相应处理方法,用于对温度数据进行处理;In this embodiment, the preprocessing method: the corresponding processing method matched from the method database according to the abnormal analysis result is used to process the temperature data;
该实施例中,第一数据:经过预处理方法处理后得到的数据,用于后续分析和控制;In this embodiment, the first data: data obtained after being processed by the preprocessing method, used for subsequent analysis and control;
该实施例中,标准数据:当前批次以及排产批次产品的标准温度数据,用于与第一数据进行对比分析;In this embodiment, standard data: standard temperature data of the current batch and the scheduled batch of products, used for comparison and analysis with the first data;
该实施例中,第一对比结果:通过将第一数据与标准数据进行对比分析后得到的结果,用于确定温度是否符合标准,比如标准数据指定某种柔性发光材料在特定温度下最佳喷淋效果,系统将第一数据与这些标准数据进行对比来评估温度情况;In this embodiment, the first comparison result is a result obtained by comparing and analyzing the first data with the standard data, which is used to determine whether the temperature meets the standard. For example, the standard data specifies the best spraying effect of a certain flexible luminous material at a specific temperature, and the system compares the first data with these standard data to evaluate the temperature situation;
该实施例中,温控策略:根据第一对比结果确定的适配温度控制策略,如调整加热元件功率或喷淋液体温度;In this embodiment, the temperature control strategy: the adapted temperature control strategy determined according to the first comparison result, such as adjusting the power of the heating element or the temperature of the spraying liquid;
该实施例中,温控算法:用于根据温控策略调节相应的温控设备,例如PID控制算法。In this embodiment, the temperature control algorithm is used to adjust the corresponding temperature control device according to the temperature control strategy, such as a PID control algorithm.
本实施例的实施原理和有益效果:本发明通过实时监测温度数据、异常分析、对比分析以及根据结果调节温控设备,实现对喷淋头温度的精确控制。本发明通过实时监测和调节温度,可以确保柔性发光材料制备过程中的温度稳定性,提高产品质量,并可以根据实际情况调节温控设备,可以有效节省能源消耗,提高生产效率。The implementation principle and beneficial effects of this embodiment: The present invention realizes precise control of the temperature of the shower head by real-time monitoring of temperature data, abnormal analysis, comparative analysis, and adjusting the temperature control device according to the results. The present invention can ensure the temperature stability during the preparation of flexible luminescent materials and improve product quality by real-time monitoring and adjusting the temperature, and can adjust the temperature control device according to actual conditions, which can effectively save energy consumption and improve production efficiency.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,数据采集模块,包括:An embodiment of the present invention provides a circuit temperature control system for a shower head used for preparing flexible luminescent materials, and a data acquisition module, comprising:
设备信息感知子模块,用于获取各预设监测设备的设备类型、设备参数以及作业状态,并输出得到监测设备信息表;The device information perception submodule is used to obtain the device type, device parameters and operation status of each preset monitoring device, and output a monitoring device information table;
位置信息获取子模块,用于获取各预设监测设备的第一位置数据以及各喷淋头的第二位置数据,且结合监测设备信息表建立监测三维模型;The position information acquisition submodule is used to acquire the first position data of each preset monitoring device and the second position data of each sprinkler head, and establish a monitoring three-dimensional model in combination with the monitoring device information table;
第一子数据采集子模块,用于通过各预设监测设备实时获取各喷淋头内喷淋材料的温度数据,得到每一喷淋头的第一子温度数据;The first sub-data acquisition sub-module is used to obtain the temperature data of the spray material in each spray head in real time through each preset monitoring device to obtain the first sub-temperature data of each spray head;
汇总子模块,用于对监测三维模型中的所有喷淋头对应的第一子温度数据进行汇总,且结合采集得到的工件在喷淋过程中的温度数据得到初始温度数据。The summary submodule is used to summarize the first sub-temperature data corresponding to all the sprinkler heads in the monitoring three-dimensional model, and obtain the initial temperature data in combination with the collected temperature data of the workpiece during the spraying process.
该实施例中,设备类型:指监测设备的种类或类型,例如温度传感器、热像仪等;In this embodiment, device type refers to the type or type of monitoring device, such as a temperature sensor, a thermal imager, etc.;
该实施例中,设备参数:指监测设备的具体参数或配置,如传感器的灵敏度、测量范围、分辨率等;In this embodiment, device parameters: refer to specific parameters or configurations of the monitoring device, such as the sensitivity, measurement range, resolution, etc. of the sensor;
该实施例中,作业状态:指监测设备当前的工作状态,例如是否正常运行、是否处于故障状态等;In this embodiment, the operating status refers to the current working status of the monitoring device, such as whether it is operating normally or in a fault state;
该实施例中,监测设备信息表:包含了各监测设备的设备类型、设备参数以及作业状态等信息的表格或数据库;In this embodiment, the monitoring device information table: a table or database containing information such as device type, device parameters, and operation status of each monitoring device;
该实施例中,第一位置数据:指监测设备或喷淋头在空间中的第一位置坐标数据,用于建立监测三维模型;In this embodiment, the first position data refers to the first position coordinate data of the monitoring device or the sprinkler head in space, which is used to establish a monitoring three-dimensional model;
该实施例中,第二位置数据:指喷淋头在空间中的第二位置坐标数据,通常与监测设备位置数据结合使用;In this embodiment, the second position data refers to the second position coordinate data of the sprinkler head in space, which is usually used in combination with the monitoring device position data;
该实施例中,监测三维模型:由监测设备位置数据和喷淋头位置数据构建的三维模型,用于显示监测设备和喷淋头在空间中的相对位置关系;In this embodiment, the monitoring three-dimensional model: a three-dimensional model constructed by the monitoring device position data and the sprinkler head position data, used to display the relative position relationship between the monitoring device and the sprinkler head in space;
该实施例中,第一子温度数据:指通过监测设备实时获取的喷淋头内喷淋材料的温度数据。In this embodiment, the first sub-temperature data refers to the temperature data of the spray material in the spray head obtained in real time by the monitoring device.
本实施例的实施原理和有益效果:数据采集模块通过各子模块的协同工作,实现了对监测设备信息、位置数据和温度数据的实时获取和汇总;设备信息感知子模块获取监测设备信息;位置信息获取子模块获取设备位置数据并建立三维模型;第一子数据采集子模块获取喷淋头内温度数据;汇总子模块对数据进行整合和汇总。本发明通过实时获取监测设备信息和温度数据,可以实现对喷淋过程中各喷淋头的温度进行实时监测和控制,有助于提高制备过程的稳定性和产品质量;同时,基于监测三维模型和温度数据,可以实现自动化控制系统,根据实时数据调整喷淋头的工作参数,提高生产的自动化程度和温度控制精度。The implementation principle and beneficial effects of this embodiment: the data acquisition module realizes the real-time acquisition and aggregation of monitoring equipment information, position data and temperature data through the collaborative work of various submodules; the equipment information perception submodule acquires monitoring equipment information; the position information acquisition submodule acquires equipment position data and establishes a three-dimensional model; the first sub-data acquisition submodule acquires the temperature data in the sprinkler head; the aggregation submodule integrates and aggregates the data. The present invention can monitor and control the temperature of each sprinkler head in the spraying process in real time by acquiring monitoring equipment information and temperature data in real time, which helps to improve the stability of the preparation process and product quality; at the same time, based on the monitoring three-dimensional model and temperature data, an automated control system can be realized, and the working parameters of the sprinkler head can be adjusted according to real-time data, thereby improving the degree of automation of production and the accuracy of temperature control.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,预处理模块,包括:An embodiment of the present invention provides a circuit temperature control system for a shower head used for preparing flexible luminescent materials, and a preprocessing module, comprising:
异常分析子模块,用于对初始温度数据中的异常数据进行识别并进行提取,得到异常温度数据;The abnormal analysis submodule is used to identify and extract abnormal data in the initial temperature data to obtain abnormal temperature data;
特征提取子模块,用于对异常温度数据进行特征提取,构建得到异常数据特征集;The feature extraction submodule is used to extract features of abnormal temperature data and construct a feature set of abnormal data;
方法匹配子模块,用于基于异常数据特征集,且结合预设特征-方法匹配表在方法数据库中,选取异常数据特征与预处理方法之间的匹配度大于预设度的预处理方法;A method matching submodule is used to select a preprocessing method whose matching degree between the abnormal data feature and the preprocessing method is greater than a preset degree in the method database based on the abnormal data feature set and in combination with a preset feature-method matching table;
预处理子模块,用于基于预处理方法对相应的异常数据进行预处理,得到第一数据。The preprocessing submodule is used to preprocess the corresponding abnormal data based on a preprocessing method to obtain first data.
该实施例中,异常数据:初始温度数据中与正常情况不符的数据,如异常高温数据等,可能表示设备故障、操作失误或其他异常情况;In this embodiment, abnormal data: data in the initial temperature data that is inconsistent with normal conditions, such as abnormally high temperature data, etc., which may indicate equipment failure, operating error or other abnormal conditions;
该实施例中,异常温度数据:即从异常数据中识别得到的不符合预期范围的温度数据;In this embodiment, abnormal temperature data refers to temperature data that is identified from abnormal data and does not conform to the expected range;
该实施例中,异常数据特征集:从异常温度数据中提取的特征集合,用于描述异常数据的特征和模式,并方便后续匹配对应的预处理方法;In this embodiment, abnormal data feature set: a feature set extracted from abnormal temperature data, used to describe the characteristics and patterns of abnormal data and facilitate subsequent matching of corresponding preprocessing methods;
该实施例中,预设特征-方法匹配表:预先定义的特征与处理方法之间的匹配关系表格,用于指导选择适当的处理方法来处理异常数据;In this embodiment, a preset feature-method matching table: a matching relationship table between predefined features and processing methods, used to guide the selection of an appropriate processing method to process abnormal data;
该实施例中,方法数据库:包含了各种预处理方法的数据库,用于存储不同预处理方法的详细信息和实施步骤;In this embodiment, the method database: a database including various pretreatment methods, used to store detailed information and implementation steps of different pretreatment methods;
该实施例中,预设度:预先设定的阈值或标准,用于评估异常数据特征与处理方法之间的匹配程度。In this embodiment, preset degree: a preset threshold or standard used to evaluate the matching degree between abnormal data features and processing methods.
本实施例的实施原理和有益效果:异常分析子模块用于识别和提取异常数据,特征提取子模块用于从异常数据中提取特征,方法匹配子模块根据预设特征-方法匹配表选择合适的处理方法,预处理子模块对异常数据进行预处理。本发明通过异常分析和特征提取,可以快速识别异常数据并提取关键特征,有助于及时处理异常情况,并根据预设特征-方法匹配表自动选择合适的处理方法,减少人工干预,还可以根据异常数据的特征选择最佳的处理方法,提高数据处理的准确性和效率。The implementation principle and beneficial effects of this embodiment are as follows: the abnormal analysis submodule is used to identify and extract abnormal data, the feature extraction submodule is used to extract features from abnormal data, the method matching submodule selects a suitable processing method according to a preset feature-method matching table, and the preprocessing submodule preprocesses the abnormal data. The present invention can quickly identify abnormal data and extract key features through abnormal analysis and feature extraction, which helps to handle abnormal situations in a timely manner, and automatically selects a suitable processing method according to a preset feature-method matching table, reducing manual intervention, and can also select the best processing method according to the characteristics of the abnormal data, thereby improving the accuracy and efficiency of data processing.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,数据分析模块,包括:The embodiment of the present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials, and a data analysis module, comprising:
批次信息获取子模块,用于获取当前批次以及未来预设时段内包括的所有排产批次工件产品对应的批次信息,输出产品批次信息;The batch information acquisition submodule is used to obtain the batch information corresponding to the current batch and all scheduled batch workpiece products included in the future preset period, and output the product batch information;
产品信息获取子模块,用于获取与产品批次信息一一对应的产品种类信息和产品性能信息,并构建得到产品信息;The product information acquisition submodule is used to obtain product category information and product performance information corresponding to product batch information, and construct product information;
需求解析子模块,用于对产品信息进行内容解析,得到每一批次产品在喷淋过程中的温度需求数据;The demand analysis submodule is used to analyze the product information and obtain the temperature demand data of each batch of products during the spraying process;
标准数据获取子模块,用于基于各批次产品对应的温度需求数据,在标准数据库中选取得到相应的喷淋温度标准数据;The standard data acquisition submodule is used to select and obtain the corresponding spray temperature standard data in the standard database based on the temperature demand data corresponding to each batch of products;
标准分析子模块,用于将每一批次产品下的第一数据与对应批次下的喷淋温度标准数据进行对比分析,得到第一对比数据;The standard analysis submodule is used to compare and analyze the first data of each batch of products with the spray temperature standard data of the corresponding batch to obtain first comparison data;
批次对比子模块,用于对产品批次信息中的所有批次信息进行时间排序,并对各相邻批次工件产品对应的喷淋温度标准数据进行对比分析,得到第二对比数据;The batch comparison submodule is used to sort all the batch information in the product batch information by time, and compare and analyze the spray temperature standard data corresponding to each adjacent batch of workpiece products to obtain the second comparison data;
综合分析子模块,用于对第一对比数据和第二对比数据进行综合分析,得到第一对比结果。The comprehensive analysis submodule is used to perform a comprehensive analysis on the first comparison data and the second comparison data to obtain a first comparison result.
该实施例中,排产批次:在一段时间内计划生产的所有批次工件产品的生产顺序和安排;In this embodiment, production batch scheduling refers to the production sequence and arrangement of all batches of workpiece products planned to be produced within a period of time;
该实施例中,产品批次信息:与每个排产批次对应的工件产品的相关信息,如生产日期、生产数量等;In this embodiment, product batch information: relevant information of the workpiece product corresponding to each production batch, such as production date, production quantity, etc.;
该实施例中,产品种类信息:描述每个产品种类的特征和规格信息,用于区分不同种类的产品;In this embodiment, product category information: describes the characteristics and specification information of each product category, which is used to distinguish different types of products;
该实施例中,产品性能信息:记录每种产品的性能参数,如发光效率、颜色温度等;In this embodiment, product performance information: records the performance parameters of each product, such as luminous efficiency, color temperature, etc.;
该实施例中,产品信息:由产品批次信息、产品种类信息和产品性能信息构成的完整信息集合;In this embodiment, product information: a complete information set consisting of product batch information, product type information and product performance information;
该实施例中,温度需求数据:每一批次产品在喷淋过程中所需的温度要求数据;In this embodiment, temperature requirement data: temperature requirement data required for each batch of products during the spraying process;
该实施例中,标准数据库:存储了各种产品的标准处理数据,如喷淋温度标准数据等;In this embodiment, the standard database: stores standard processing data of various products, such as spray temperature standard data, etc.;
该实施例中,喷淋温度标准数据:标准数据库中存储的与喷淋过程相关的温度标准值;In this embodiment, the spray temperature standard data: the temperature standard value related to the spray process stored in the standard database;
该实施例中,第一对比数据:每一批次产品的实际处理数据与对应的喷淋温度标准数据进行对比后得到的数据;In this embodiment, the first comparison data is the data obtained by comparing the actual processing data of each batch of products with the corresponding spray temperature standard data;
该实施例中,第二对比数据:对产品批次信息中的所有批次进行时间排序,对相邻批次工件产品的喷淋温度标准数据进行对比后得到的数据。In this embodiment, the second comparison data is data obtained by sorting all batches in the product batch information by time and comparing the spray temperature standard data of adjacent batches of workpiece products.
本实施例的实施原理和有益效果:据分析模块通过批次信息获取、产品信息获取、需求解析、标准数据获取等子模块,对产品的温度需求数据和实际喷淋温度进行分析和对比,以便优化温控系统的调节和控制,还可以优化喷淋过程,提高生产效率和产品质量,同时,通过对比不同批次产品的温度数据,可以发现和解决生产过程中的不一致性问题,确保产品质量稳定。The implementation principles and beneficial effects of this embodiment: According to the analysis module, through sub-modules such as batch information acquisition, product information acquisition, demand analysis, and standard data acquisition, the temperature demand data of the product and the actual spray temperature are analyzed and compared to optimize the adjustment and control of the temperature control system. The spray process can also be optimized to improve production efficiency and product quality. At the same time, by comparing the temperature data of different batches of products, the inconsistency problems in the production process can be discovered and solved to ensure stable product quality.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,控制模块,包括:An embodiment of the present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials, and a control module, comprising:
内容解析子模块,用于对第一对比结果进行内容解析,并对解析内容进行归类分析,得到解析数据包;A content analysis submodule, used to perform content analysis on the first comparison result, and classify and analyze the analyzed content to obtain an analyzed data packet;
第一提取子模块,用于对解析数据包进行识别分析,得到与工件喷淋表面的温度对应的第一数据包;A first extraction submodule is used to identify and analyze the parsed data packet to obtain a first data packet corresponding to the temperature of the spray surface of the workpiece;
第二提取子模块,用于对解析数据包中的数据进行二次识别和提取,得到与喷淋头出口喷淋材料的温度对应的第二数据包;A second extraction submodule is used to perform secondary recognition and extraction on the data in the parsed data packet to obtain a second data packet corresponding to the temperature of the spray material at the outlet of the spray head;
第三提取子模块,用于在解析数据包中获取喷淋材料从喷淋头出口喷淋至工件表面的过程温度数据,得到第三数据包;A third extraction submodule is used to obtain temperature data of a process in which the spray material is sprayed from the spray head outlet to the workpiece surface in the parsed data packet to obtain a third data packet;
分布图生成子模块,用于基于第一数据包、第二数据包以及第三数据包,且结合喷淋头和工件的实时位置数据,构建得到三维热力分布图;A distribution map generation submodule, for constructing a three-dimensional thermal distribution map based on the first data packet, the second data packet and the third data packet, and in combination with the real-time position data of the sprinkler head and the workpiece;
特征提取子模块,用于对三维热力分布图进行特征提取,得到第一特征集;A feature extraction submodule, used to extract features from the three-dimensional thermal distribution map to obtain a first feature set;
第一匹配因子获取子模块,用于基于第一特征集,且结合预设特征-因子匹配表获取用于筛选温控策略的第一匹配因子;A first matching factor acquisition submodule, configured to acquire a first matching factor for screening a temperature control strategy based on the first feature set and in combination with a preset feature-factor matching table;
策略匹配子模块,用于基于第一特征集中各数据特征对应的第一匹配因子,在预设策略数据库中筛选得到温控策略;A strategy matching submodule, for filtering a temperature control strategy in a preset strategy database based on a first matching factor corresponding to each data feature in a first feature set;
第二匹配因子获取子模块,用于基于第一特征集,且结合温控策略在预设特征-因子匹配表中获取用于筛选温控算法的第二匹配因子;A second matching factor acquisition submodule, configured to acquire a second matching factor for screening a temperature control algorithm in a preset feature-factor matching table based on the first feature set and in combination with a temperature control strategy;
算法匹配子模块,用于基于第二匹配因子,在算法数据库中选取得到温控算法;An algorithm matching submodule, used for selecting a temperature control algorithm from an algorithm database based on a second matching factor;
温控子模块,用于基于温控策略以及温控算法对相应的温控设备进行调节。The temperature control submodule is used to adjust the corresponding temperature control equipment based on the temperature control strategy and temperature control algorithm.
该实施例中,解析数据包:对第一对比结果进行内容解析和归类分析后得到的数据包,包含了关键的分析结果和信息;In this embodiment, parsing the data packet: the data packet obtained after content parsing and classification analysis of the first comparison result includes key analysis results and information;
该实施例中,第一数据包:与工件喷淋表面的温度对应的数据包,用于描述工件表面的温度情况;In this embodiment, the first data packet: a data packet corresponding to the temperature of the spraying surface of the workpiece, used to describe the temperature condition of the workpiece surface;
该实施例中,第二数据包:与喷淋头出口喷淋材料的温度对应的数据包,用于描述喷淋材料的温度情况;In this embodiment, the second data packet: a data packet corresponding to the temperature of the spray material at the outlet of the shower head, is used to describe the temperature of the spray material;
该实施例中,第三数据包:包含喷淋材料从喷淋头出口喷淋至工件表面的过程中的温度数据,用于描述喷淋过程中的温度变化;In this embodiment, the third data packet: contains temperature data during the process of spraying the spray material from the spray head outlet to the workpiece surface, which is used to describe the temperature change during the spraying process;
该实施例中,三维热力分布图:基于第一、第二和第三数据包以及喷淋头和工件的实时位置数据构建的三维热力分布图,用于展示温度分布情况;In this embodiment, a three-dimensional thermal distribution map: a three-dimensional thermal distribution map constructed based on the first, second and third data packets and the real-time position data of the shower head and the workpiece, for displaying the temperature distribution;
该实施例中,第一特征集:从三维热力分布图中提取的特征集合,用于描述温度分布的关键特征;In this embodiment, the first feature set: a feature set extracted from the three-dimensional thermal distribution map, used to describe key features of the temperature distribution;
该实施例中,预设特征-因子匹配表:预先定义的特征与因子之间的匹配关系表格,用于指导选择适当的因子来筛选温控策略;In this embodiment, a preset feature-factor matching table: a table of matching relationships between predefined features and factors, used to guide the selection of appropriate factors to screen temperature control strategies;
该实施例中,第一匹配因子:基于第一特征集和预设特征-因子匹配表获取的用于筛选温控策略的因子;In this embodiment, the first matching factor: a factor for screening the temperature control strategy obtained based on the first feature set and a preset feature-factor matching table;
该实施例中,第二匹配因子:基于第一特征集和选定的温控策略在预设特征-因子匹配表中获取的用于筛选温控算法的因子。In this embodiment, the second matching factor is a factor used to screen the temperature control algorithm obtained from a preset feature-factor matching table based on the first feature set and the selected temperature control strategy.
本实施例的实施原理和有益效果:本发明通过内容解析、特征提取、匹配因子获取、策略匹配、算法匹配等子模块,对温度数据进行分析与匹配,以选择合适的温控策略和算法,最终对温控设备进行调节。本发明可以根据三维热力分布图提取的特征,能够精准地选择匹配的温控策略和算法,实现对温度的精细调控;还可以通过自动化的特征提取和匹配流程,能够快速选择最佳的温控策略和算法,提高生产效率。The implementation principle and beneficial effects of this embodiment: The present invention analyzes and matches the temperature data through sub-modules such as content analysis, feature extraction, matching factor acquisition, strategy matching, and algorithm matching to select appropriate temperature control strategies and algorithms, and finally adjust the temperature control equipment. The present invention can accurately select matching temperature control strategies and algorithms based on the features extracted from the three-dimensional thermal distribution map to achieve fine temperature control; it can also quickly select the best temperature control strategy and algorithm through automated feature extraction and matching processes to improve production efficiency.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,分布图生成子模块,包括:An embodiment of the present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials, and a distribution diagram generation submodule, including:
数据包验证单元,用于对同一生产批次工件对应的第一数据包、第二数据包以及第三数据包进行数据核验,将核验结果满足预设核验要求的对应数据输出为第一待处理数据;A data packet verification unit, used to verify the first data packet, the second data packet and the third data packet corresponding to the workpieces of the same production batch, and output the corresponding data whose verification results meet the preset verification requirements as the first data to be processed;
位置信息获取单元,用于获取各喷淋头的第一位置信息以及工件在喷淋作业过程中的第二位置信息,并基于第一位置信息和第二位置信息综合得到喷淋头-工件位置数据;A position information acquisition unit, used to acquire first position information of each spray head and second position information of the workpiece during the spraying operation, and obtain spray head-workpiece position data based on the first position information and the second position information;
数据对齐单元,用于结合第一待处理数据以及喷淋头-工件位置数据的时序特征,对第一待处理数据以及喷淋头-工件位置数据进行时间对齐,得到第二待处理数据;A data alignment unit, used to perform time alignment on the first data to be processed and the shower head-workpiece position data in combination with the timing characteristics of the first data to be processed and the shower head-workpiece position data, so as to obtain second data to be processed;
第二子数据获取单元,用于对第二待处理数据进行拆分,获取与各预设时间点对应的第二子数据;A second sub-data acquisition unit, used to split the second data to be processed and acquire second sub-data corresponding to each preset time point;
分布图构建单元,用于基于第二子数据,利用预设坐标系构建得到每一预设时间点对应的第二子数据的第一分布图;A distribution graph construction unit, configured to construct, based on the second sub-data, a first distribution graph of the second sub-data corresponding to each preset time point by using a preset coordinate system;
动态构建单元,用于对各预设时间点对应的第一分布图进行空间对齐,且按照各预设时间点的时序特征构建得到第二分布图;A dynamic construction unit, used to spatially align the first distribution graphs corresponding to the preset time points, and construct a second distribution graph according to the time series characteristics of the preset time points;
特征提取单元,用于对每一第二子数据进行特征提取,得到各预设时间点下的温度特征,其中,温度特征包括正常温度特征和异常温度特征;A feature extraction unit, used to extract features from each second sub-data to obtain temperature features at each preset time point, wherein the temperature features include normal temperature features and abnormal temperature features;
特征标注单元,用于结合各预设时间点下的温度特征,对第二分布图中相应预设时间点下的预设坐标点的温度特征进行特征标注,构建得到三维热力分布图。The feature annotation unit is used to combine the temperature characteristics at each preset time point, perform feature annotation on the temperature characteristics of the preset coordinate points at the corresponding preset time points in the second distribution map, and construct a three-dimensional thermal distribution map.
该实施例中,数据核验:对数据包进行验证和核对,确保数据的准确性和完整性;In this embodiment, data verification: verifying and checking the data packet to ensure the accuracy and completeness of the data;
该实施例中,预设核验要求:预先设定的核验标准和要求,用于判断数据是否符合预期的标准;In this embodiment, preset verification requirements: preset verification standards and requirements used to determine whether the data meets the expected standards;
该实施例中,第一待处理数据:经过数据核验后满足预设核验要求的数据,待进行后续处理的数据;In this embodiment, the first data to be processed is data that meets preset verification requirements after data verification and is to be processed later;
该实施例中,喷淋头-工件位置数据:包含喷淋头和工件在喷淋作业过程中的位置信息,用于描述二者的相对位置关系;In this embodiment, the spray head-workpiece position data: includes the position information of the spray head and the workpiece during the spraying operation, which is used to describe the relative position relationship between the two;
该实施例中,时序特征:描述数据在时间上的特征,用于指导数据处理和分析的时序性质;In this embodiment, time series features: describe the time characteristics of data and are used to guide the time series properties of data processing and analysis;
该实施例中,时间对齐:将不同数据源的时间信息进行对齐,保证数据在时间上的一致性;In this embodiment, time alignment: aligning time information of different data sources to ensure the consistency of data in time;
该实施例中,第二待处理数据:经过时间对齐后待进一步处理的数据;In this embodiment, the second data to be processed: data to be further processed after time alignment;
该实施例中,第二子数据:对第二待处理数据按照预设时间点进行拆分得到的子数据;In this embodiment, the second sub-data: the sub-data obtained by splitting the second data to be processed according to preset time points;
该实施例中,预设坐标系:预先定义的坐标系,用于表示数据在空间中的位置关系;In this embodiment, the preset coordinate system: a predefined coordinate system used to represent the positional relationship of data in space;
该实施例中,第一分布图:根据第二子数据构建的与每一预设时间点对应的分布图;In this embodiment, the first distribution graph: a distribution graph corresponding to each preset time point constructed according to the second sub-data;
该实施例中,空间对齐:对不同时间点下的分布图进行空间上的对齐,确保数据在空间上的一致性;In this embodiment, spatial alignment: spatially aligning the distribution graphs at different time points to ensure spatial consistency of the data;
该实施例中,第二分布图:根据各预设时间点下的第一分布图按照时序特征构建的分布图;In this embodiment, the second distribution graph: a distribution graph constructed according to the time series characteristics based on the first distribution graph at each preset time point;
该实施例中,温度特征:描述温度数据的特征,包括正常温度特征和异常温度特征;In this embodiment, temperature characteristics: describe the characteristics of temperature data, including normal temperature characteristics and abnormal temperature characteristics;
该实施例中,预设坐标点:在第二分布图中对应预设时间点的坐标点,用于标注温度特征,主要包括喷淋头出口至工件表面之间的空间坐标,便于表征喷淋材料在从喷淋头出口喷淋至工件表面的喷淋过程中的热力分布情况。In this embodiment, the preset coordinate points: the coordinate points corresponding to the preset time points in the second distribution diagram are used to mark the temperature characteristics, mainly including the spatial coordinates between the spray head outlet and the workpiece surface, which is convenient for characterizing the thermal distribution of the spray material during the spraying process from the spray head outlet to the workpiece surface.
本实施例的实施原理和有益效果:本发明通过数据核验、位置信息获取、数据对齐、特征提取等步骤,实现了对温度数据进行处理和分析,并构建得到用于反应喷淋过程中各空间位置温度分布情况的三维热力分布图。本发明通过构建三维热力分布图,清晰展示喷淋头和工件之间的温度分布情况,帮助分析空间关系;通过提取温度特征并标注在分布图中,有助于识别异常温度情况,提前发现问题并方便系统以及工作人员进行处理。Implementation principle and beneficial effects of this embodiment: The present invention realizes the processing and analysis of temperature data through steps such as data verification, location information acquisition, data alignment, and feature extraction, and constructs a three-dimensional thermal distribution map for the temperature distribution of each spatial position in the reaction spraying process. The present invention constructs a three-dimensional thermal distribution map to clearly display the temperature distribution between the spray head and the workpiece, and helps analyze the spatial relationship; by extracting temperature features and marking them in the distribution map, it helps to identify abnormal temperature conditions, discover problems in advance, and facilitate the system and staff to handle them.
本发明实施例提供的一种用于柔性发光材料制备的喷淋头的电路温控系统,特征提取单元,包括:An embodiment of the present invention provides a circuit temperature control system for a shower head prepared with flexible luminescent materials, and a feature extraction unit, comprising:
数据识别子单元,用于对每一第二子数据中的温度数据进行识别和提取,得到各预设时间点下的待提取数据;A data identification subunit is used to identify and extract the temperature data in each second sub-data to obtain the data to be extracted at each preset time point;
特征提取子单元,用于对每一预设时间点下的待提取数据进行特征识别和提取,得到各预设时间点下的温度特征;The feature extraction subunit is used to perform feature recognition and extraction on the data to be extracted at each preset time point to obtain the temperature feature at each preset time point;
; ;
其中,表示三维空间中第i个坐标点处对应的温度特征;表示异常温度特征;表示正常温度特征;表示第i个坐标点处的温度测量值;表示第i个坐标点处的温度标准值;表示指数函数;表示第i个坐标点对应的预设监测设备的固有误差调节系数;表示第i个坐标点对应的预设监测设备在进行温度测量时与测量距离对应的距离误差调节系数;表示第i个坐标点对应的预设监测设备在进行温度测量时与测量角度对应的角度误差调节系数;表示用于判定第i个坐标点处对应的温差为异常温度特征还是正常温度特征的判定阈值。in, Represents the temperature characteristics corresponding to the i-th coordinate point in three-dimensional space; Indicates abnormal temperature characteristics; Indicates normal temperature characteristics; represents the temperature measurement value at the i-th coordinate point; Represents the standard value of temperature at the i-th coordinate point; represents the exponential function; represents the inherent error adjustment coefficient of the preset monitoring device corresponding to the i-th coordinate point; represents the distance error adjustment coefficient corresponding to the measurement distance when the preset monitoring device corresponding to the i-th coordinate point performs temperature measurement; represents the angle error adjustment coefficient corresponding to the measurement angle when the preset monitoring device corresponding to the i-th coordinate point performs temperature measurement; It represents the determination threshold used to determine whether the temperature difference corresponding to the i-th coordinate point is an abnormal temperature feature or a normal temperature feature.
该实施例中,待提取数据:在特征提取过程中,需要识别和提取的数据,用于进行后续的特征提取操作;In this embodiment, data to be extracted: data that needs to be identified and extracted during the feature extraction process, used for subsequent feature extraction operations;
该实施例中,异常温度特征:表示在某一坐标点处测量到的温度与标准值之间的差异超过设定阈值,被判定为异常的温度特征;In this embodiment, the abnormal temperature feature: refers to a temperature feature that is determined to be abnormal when the difference between the temperature measured at a certain coordinate point and the standard value exceeds a set threshold;
该实施例中,正常温度特征:表示在某一坐标点处测量到的温度与标准值之间的差异在设定阈值内,被判定为正常的温度特征;In this embodiment, the normal temperature feature: means that the difference between the temperature measured at a certain coordinate point and the standard value is within a set threshold value and is determined to be a normal temperature feature;
该实施例中,温度标准值:在特征提取过程中用作参考的温度标准值,用于判断测量到的温度数据是否异常。In this embodiment, the temperature standard value: the temperature standard value used as a reference in the feature extraction process, used to determine whether the measured temperature data is abnormal.
本实施例的实施原理和有益效果:特征提取单元通过数据识别子单元和特征提取子单元,对每个预设时间点下的温度数据进行特征识别和提取,并根据温度测量值与标准值之间的差异以及设定的阈值,判断每个坐标点处的温度特征是异常温度特征还是正常温度特征。本发明通过设定阈值和比较测量值与标准值的差异,能够准确识别出异常温度特征,有助于及时发现和处理温度异常情况;通过区分异常温度特征和正常温度特征,有助于对生产过程中的温度数据进行有效管理和控制,提高产品质量和一致性。The implementation principle and beneficial effects of this embodiment: The feature extraction unit performs feature recognition and extraction on the temperature data at each preset time point through the data recognition subunit and the feature extraction subunit, and judges whether the temperature feature at each coordinate point is an abnormal temperature feature or a normal temperature feature according to the difference between the temperature measurement value and the standard value and the set threshold. The present invention can accurately identify abnormal temperature features by setting thresholds and comparing the difference between the measurement value and the standard value, which helps to timely discover and deal with abnormal temperature situations; by distinguishing abnormal temperature features from normal temperature features, it helps to effectively manage and control the temperature data in the production process and improve product quality and consistency.
最后应说明的是:以上实施例仅用以说明本发明的技术方案,而非对其限制;尽管参照前述实施例对本发明进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本发明各实施例技术方案的精神和范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention.
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