CN104156285B - Section fuel cell Processing for Data Analysis in Physics and system based on VBA modules - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及一种,尤其是涉及一种基于VBA模块的分区燃料电池实验数据处理方法及系统。The invention relates to a method and system for processing experimental data of partitioned fuel cells based on a VBA module.
背景技术Background technique
近一个世纪以来,人类社会正经历着飞速的发展,随着全世界范围内能源消费的不断增长,传统能源已不堪重负,面临枯竭的危机。目前大部分国家能源供应不足,加之传统燃油汽车尾气排放导致的环境污染问题,使发展新能源汽车成为世界各国的共识。其中,燃料电池汽车(Fuel Cell Vehicle,FCV)由于所具有的较高功率密度、环境友好、启动迅速等优良特性,获得了各国政府的政策支持,媒体的广泛关注,也成为世界汽车强国和主要汽车制造商的研发战略重点。For nearly a century, human society is experiencing rapid development. With the continuous growth of energy consumption around the world, traditional energy sources have been overwhelmed and are facing a crisis of depletion. At present, the energy supply in most countries is insufficient, coupled with the environmental pollution caused by the exhaust emissions of traditional fuel vehicles, the development of new energy vehicles has become the consensus of all countries in the world. Among them, fuel cell vehicles (Fuel Cell Vehicle, FCV) have won the policy support of governments of various countries and extensive media attention due to their high power density, environmental friendliness, and rapid start-up. R&D strategic priorities for automakers.
燃料电池汽车方面的大规模商业化仍存在一些技术瓶颈,如电池耐久性、稳定性和成本等问题。为深入了解各参数对燃料电池性能的影响,研究人员开发了燃料电池在线分区测试技术。其基本原理是将燃料电池的整个活性面积分割成若干个单独区域,考察燃料电池各区域的电化学反应性能。在线分区测试技术能够不破坏燃料电池的结构、不影响反应进行,可以实时、准确地测试燃料电池局部的电流密度分布,从而考察电池局部电化学反应之间的差异,了解其电化学反应机理。其主要思想是采用印刷电路板(PCB)代替目前正在研究的质子交换膜燃料电池的电流收集板,并将PCB分割成相互绝缘的若干个分区,测量产生的各分区的数据,如温度、电流密度等。There are still some technical bottlenecks in the large-scale commercialization of fuel cell vehicles, such as battery durability, stability and cost. In order to gain an in-depth understanding of the influence of various parameters on the performance of fuel cells, researchers have developed online partition testing technology for fuel cells. The basic principle is to divide the entire active area of the fuel cell into several separate areas, and investigate the electrochemical reaction performance of each area of the fuel cell. The online partition test technology can not destroy the structure of the fuel cell, does not affect the reaction, and can test the local current density distribution of the fuel cell in real time and accurately, so as to investigate the difference between the local electrochemical reactions of the battery and understand its electrochemical reaction mechanism. The main idea is to use a printed circuit board (PCB) to replace the current collecting plate of the proton exchange membrane fuel cell currently under study, and divide the PCB into several partitions that are insulated from each other, and measure the data generated by each partition, such as temperature, current, etc. density etc.
目前,对于分区燃料电池实验的数据处理一般基于分析人员的手动操作:手动选取数据并且使用如excel、origin等绘图工具绘制图像,非常繁琐,且费时。At present, data processing for partitioned fuel cell experiments is generally based on manual operations by analysts: manually selecting data and using drawing tools such as excel and origin to draw images is very cumbersome and time-consuming.
因此需要开发一种能够快速、自动地格式化实验数据的方法,并根据分析人员的需要自动地进行分区燃料电池数据的可视化分析,从而大幅提高数据处理的效率,减少了数据分析人员的操作和操作误差,大大节约了分析人员的时间和精力。Therefore, it is necessary to develop a method that can quickly and automatically format experimental data, and automatically perform visual analysis of partitioned fuel cell data according to the needs of analysts, thereby greatly improving the efficiency of data processing and reducing the operation and effort of data analysts. Operating errors greatly save analysts' time and effort.
发明内容Contents of the invention
本发明的目的就是为了克服上述现有技术存在的缺陷而提供一种快速、自动化、大幅提高数据处理效率的基于VBA模块的分区燃料电池实验数据处理方法及系统。The object of the present invention is to provide a fast, automatic, and greatly improved data processing efficiency data processing method and system for partitioned fuel cell experiments based on VBA modules in order to overcome the above-mentioned defects in the prior art.
本发明的目的可以通过以下技术方案来实现:The purpose of the present invention can be achieved through the following technical solutions:
一种基于VBA模块的分区燃料电池实验数据处理方法,包括:A method for processing partitioned fuel cell experimental data based on a VBA module, comprising:
建立VBA数据处理模块的步骤;Steps for establishing a VBA data processing module;
调用所述VBA数据处理模块导入燃料电池实验原始数据的步骤;The step of calling the VBA data processing module to import the raw data of the fuel cell experiment;
调用所述VBA数据处理模块对导入的数据进行格式化处理的步骤;The step of calling the VBA data processing module to format the imported data;
调用所述VBA数据处理模块绘制相应图像的步骤;Call the step of described VBA data processing module to draw corresponding image;
调用所述VBA数据处理模块对绘制的图像进行格式化处理的步骤。The step of calling the VBA data processing module to format the drawn image.
建立的所述VBA数据处理模块包括数据导入模块、数据格式化模块、图像绘制模块和图像格式化模块。The established VBA data processing module includes a data import module, a data formatting module, an image drawing module and an image formatting module.
建立所述数据格式化模块或图像格式化模块时,包括:When establishing the data formatting module or image formatting module, it includes:
设置并保存至少一种格式标准的步骤。Steps to set and save at least one formatting standard.
所述燃料电池实验原始数据包括以燃料电池整体为对象的实验数据或以燃料电池各个分区为对象、基于燃料电池在线分区测试技术测得的实验数据。The raw data of the fuel cell experiment includes the experimental data of the fuel cell as a whole or the experimental data of each subdivision of the fuel cell based on the fuel cell online subdivision test technology.
所述调用所述VBA数据处理模块绘制相应图像的步骤包括:The step of calling the VBA data processing module to draw the corresponding image includes:
设置图像起始时间和截止时间的步骤。Steps to set image start time and end time.
调用所述VBA数据处理模块绘制相应图像的步骤中,绘制的图像包括平均参数-时间图像、分区列电流密度-时间Mapping图像、工况循环选点图像。In the step of calling the VBA data processing module to draw a corresponding image, the drawn image includes an average parameter-time image, a partitioned column current density-time Mapping image, and an image of working condition cycle selection points.
一种基于VBA模块的分区燃料电池实验数据处理系统,包括:A data processing system for partitioned fuel cell experiments based on VBA modules, including:
VBA数据处理模块创建装置,用于建立VBA数据处理模块;VBA data processing module creating device, used to set up VBA data processing module;
数据导入装置,用于调用所述VBA数据处理模块导入燃料电池实验原始数据;A data importing device, used to call the VBA data processing module to import the raw data of the fuel cell experiment;
数据格式化装置,用于调用所述VBA数据处理模块对导入的数据进行格式化处理;A data formatting device, used to call the VBA data processing module to format the imported data;
图像绘制装置,用于调用所述VBA数据处理模块绘制相应图像;An image drawing device, used to call the VBA data processing module to draw a corresponding image;
图像格式化装置,用于调用所述VBA数据处理模块对绘制的图像进行格式化处理。The image formatting device is used to call the VBA data processing module to format the drawn image.
所述数据格式化装置和图像格式化装置均包括格式标准存储单元,用于保存至少一种格式标准。Both the data formatting device and the image formatting device include a format standard storage unit for storing at least one format standard.
所述图像绘制装置包括时间设置单元,用于设置图像起始时间和截止时间。The image drawing device includes a time setting unit, which is used to set an image start time and an end time.
与现有技术相比,本发明具有以下优点:Compared with the prior art, the present invention has the following advantages:
1)实现了在线分区燃料电池海量数据的自动化数据处理,大幅提高数据分析的效率,减少了用户的操作和操作误差,很大程度上节省用户处理数据的时间和精力。1) Automatic data processing of mass data of fuel cells in online partitions is realized, which greatly improves the efficiency of data analysis, reduces user operations and operational errors, and greatly saves users' time and energy in data processing.
2)可方便地在Excel中使用,Excel在科研工作中应用广泛,操作简单,使用方便。2) It can be conveniently used in Excel, which is widely used in scientific research, easy to operate and easy to use.
3)通过预先存储需要的格式标准,可实现快速自动化格式数据或图像。3) By pre-storing the required format standards, rapid and automatic format data or images can be realized.
附图说明Description of drawings
图1为本发明方法的流程示意图;Fig. 1 is a schematic flow sheet of the inventive method;
图2为本发明系统的结构示意图;Fig. 2 is the structural representation of the system of the present invention;
图3为实施例1中测试平台图像示意图;Fig. 3 is the test platform image schematic diagram in embodiment 1;
图4为实施例2中循环工况选点图像示意图。FIG. 4 is a schematic diagram of selected point images of cycle working conditions in Example 2.
具体实施方式Detailed ways
下面结合附图和具体实施例对本发明进行详细说明。本实施例以本发明技术方案为前提进行实施,给出了详细的实施方式和具体的操作过程,但本发明的保护范围不限于下述的实施例。The present invention will be described in detail below in conjunction with the accompanying drawings and specific embodiments. This embodiment is carried out on the premise of the technical solution of the present invention, and detailed implementation and specific operation process are given, but the protection scope of the present invention is not limited to the following embodiments.
实施例1Example 1
实验对象为分成64个分区的燃料电池。在时长为4个小时,数据采集频率为1次/秒的的分区燃料电池的一次实验中,产生了数十万的实验原始数据,与此同时,燃料电池测试平台在以燃料电池整体作为对象采集平均电流密度、平均电压、进出口压力、流量等数据。The experimental object is a fuel cell divided into 64 partitions. In an experiment of a partitioned fuel cell with a duration of 4 hours and a data acquisition frequency of 1 time per second, hundreds of thousands of experimental raw data were generated. At the same time, the fuel cell test platform is taking the whole fuel cell as the object Collect data such as average current density, average voltage, inlet and outlet pressure, flow rate, etc.
本实施例中,燃料电池实验原始数据为来自于测试平台、以燃料电池整体为对象的实验数据,在Excel中进行数据的处理。如图1所示,本发明实施例提供的一种基于VBA模块的分区燃料电池实验数据处理方法具体为:In this embodiment, the raw data of the fuel cell experiment is the experimental data from the test platform and the fuel cell as a whole, and the data is processed in Excel. As shown in Figure 1, a VBA module-based partitioned fuel cell experimental data processing method provided by the embodiment of the present invention is specifically:
步骤s1,建立VBA数据处理模块,建立的VBA数据处理模块包括数据导入模块、数据格式化模块、图像绘制模块和图像格式化模块。In step s1, a VBA data processing module is established, and the established VBA data processing module includes a data import module, a data formatting module, an image drawing module and an image formatting module.
步骤s2,调用VBA数据处理模块导入燃料电池实验原始数据。导入时,可通过Application.GetOpenFilename指令找到文件的地址,之后利用Workbooks.OpenText指令根据上述地址打开数据文件。Step s2, calling the VBA data processing module to import the raw data of the fuel cell experiment. When importing, you can find the address of the file through the Application.GetOpenFilename command, and then use the Workbooks.OpenText command to open the data file according to the above address.
步骤s3,调用VBA数据处理模块对导入的数据进行格式化处理。在Excel中,可利用Origin:=,DataType:=,Comma:=指令对数据进行初步格式化处理。借由=.usedrange指令定义数据数组,通过数组的取值,排列等对数据进行更深入的格式化处理工作。Step s3, calling the VBA data processing module to format the imported data. In Excel, the Origin:=, DataType:=, Comma:= commands can be used to initially format the data. The data array is defined by the =.usedrange command, and the data is formatted more deeply through the value and arrangement of the array.
步骤s4,调用VBA数据处理模块绘制测试平台图像。Step s4, calling the VBA data processing module to draw the test platform image.
按照要求,可以分别自动地绘制燃料电池一些参数的平均参数-时间图像,包括:平均电流-时间图像、平均电压-时间图像、阳极流量-时间图像、阴极流量-时间图像、阳极进口压力-时间图像、阴极进口压力-时间图像、阳极出口压力-时间图像、阴极出口压力-时间图像、阳极进口温度-时间图像、阴极进口温度-时间图像、阳极出口温度-时间图像、阴极出口温度-时间图像等,如图3所示。According to requirements, the average parameter-time images of some fuel cell parameters can be automatically drawn, including: average current-time image, average voltage-time image, anode flow-time image, cathode flow-time image, anode inlet pressure-time Image, cathode inlet pressure-time image, anode outlet pressure-time image, cathode outlet pressure-time image, anode inlet temperature-time image, cathode inlet temperature-time image, anode outlet temperature-time image, cathode outlet temperature-time image etc., as shown in Figure 3.
通过同一时间段不同实验参数的变化情况的对比,可以分析不同参数共同对于燃料电池性能产生的影响。By comparing the changes of different experimental parameters in the same time period, the influence of different parameters on the performance of the fuel cell can be analyzed.
在Excel中,可通过Controls(″togglebutton″).Value判断按钮控件是否被选中,如果被选中则调用对应的参数,通过series.collection设置成为图像的数据源,从而绘制出图像。如果涉及到两个物理坐标,可以在选择第二个坐标类的物理量之后,点击“设置第二坐标”,就能通过AxisGroup语句得到需要的双纵坐标实验数据图像。In Excel, you can use Controls("togglebutton").Value to judge whether the button control is selected, and if it is selected, call the corresponding parameter, set it as the data source of the image through series.collection, and draw the image. If two physical coordinates are involved, you can click "Set Second Coordinate" after selecting the physical quantity of the second coordinate class, and you can get the required double-ordinate experimental data image through the AxisGroup statement.
绘制图像时可设置图像起始时间和截止时间,可以更加精确地观察到所关注的时间段的参数随时间变化的过程。When drawing an image, you can set the start time and end time of the image, and you can more accurately observe the process of the parameters of the time period of interest changing with time.
步骤s5,调用所述VBA数据处理模块对绘制的图像进行格式化处理,转化为科学图像。Step s5, calling the VBA data processing module to format the drawn image and transform it into a scientific image.
如图2所示,本发明实施例提供一种基于VBA模块的分区燃料电池实验数据处理系统,包括VBA数据处理模块创建装置1、数据导入装置2、数据格式化装置3、图像绘制装置4和图像格式化装置5,其中,VBA数据处理模块创建装置1用于建立VBA数据处理模块,数据导入装置2用于调用所述VBA数据处理模块导入燃料电池实验原始数据,数据格式化装置3用于调用所述VBA数据处理模块对导入的数据进行格式化处理,图像绘制装置4用于调用所述VBA数据处理模块绘制相应图像,图像格式化装置5用于调用所述VBA数据处理模块对绘制的图像进行格式化处理。所述数据格式化装置3和图像格式化装置5均包括用于保存至少一种格式标准的格式标准存储单元,可快速自动化格式化实验原始数据。所述图像绘制装置4包括用于设置图像起始时间和截止时间的时间设置单元。As shown in Figure 2, an embodiment of the present invention provides a VBA module-based partitioned fuel cell experiment data processing system, including a VBA data processing module creation device 1, a data import device 2, a data formatting device 3, an image drawing device 4 and Image formatting device 5, wherein, the VBA data processing module creation device 1 is used to establish the VBA data processing module, the data import device 2 is used to call the VBA data processing module to import the raw data of the fuel cell experiment, and the data formatting device 3 is used to Call the VBA data processing module to format the imported data, the image drawing device 4 is used to call the VBA data processing module to draw corresponding images, and the image formatting device 5 is used to call the VBA data processing module to draw The image is formatted. Both the data formatting device 3 and the image formatting device 5 include a format standard storage unit for storing at least one format standard, which can quickly and automatically format the original data of the experiment. The image rendering device 4 includes a time setting unit for setting an image start time and an end time.
实施例2Example 2
本实施例中,燃料电池实验原始数据为以燃料电池各个分区为对象、基于燃料电池在线分区测试技术测得的实验数据,绘制车用工况下运行的选点绘图。In this embodiment, the raw data of the fuel cell experiment is the experimental data measured based on the fuel cell on-line partition test technology with each partition of the fuel cell as the object, and draws the selected points for operation under the vehicle operating conditions.
模拟车用工况通常包括启停/开路、怠速、恒负载、变载和加速等测试工况。将这些测试工况按照一定的比例组合在一起就形成了模拟车用工况这种燃料电池耐久性的评价方法。该方法即结合了燃料电池的实际运行情况,又针对燃料电池整体进行考察,可以比较全面的分析燃料电池的性能。Simulated vehicle working conditions usually include test conditions such as start-stop/open circuit, idle speed, constant load, variable load and acceleration. Combining these test conditions according to a certain ratio forms a fuel cell durability evaluation method that simulates vehicle conditions. This method not only combines the actual operation of the fuel cell, but also investigates the fuel cell as a whole, so that the performance of the fuel cell can be analyzed comprehensively.
实验中采用的模拟行驶工况是根据车辆实际行驶情况自制的工况,包括开路工况、怠速工况、加速工况等,每一个工况循环的持续时间为1200s。下面阐述使用本程序对记录下来的数据进行分析处理的过程。The simulated driving conditions used in the experiment are self-made working conditions according to the actual driving conditions of the vehicle, including open-road conditions, idling conditions, acceleration conditions, etc., and the duration of each cycle is 1200s. The following describes the process of using this program to analyze and process the recorded data.
采用类似于实施例1中描述的方法,依次进行数据导入、数据格式化处理、图像格式化处理等步骤。Using a method similar to that described in Example 1, the steps of data import, data formatting, and image formatting are sequentially performed.
在Excel中进行工况循环选点图像绘制时,首先需进行时间设置,包括开始时间a、结束时间b、实验数据采集间隔c和工况周期d,并且确定需要分析的分区。然后读取开始时间a和结束时间b的信息,并在数据页中使用for-next循环查找a、b所在的单元格。根据定位到的单元格,读取相对应的电流密度或温度信息;接着由工况周期d和采集间隔c的商d/c,获得相邻工况点之间的间隔,程序以a为起始,b为终止,步长为d/c进行for-next循环。从时间a开始,即每间隔d/c个单元格便取点一次,直到结束时间b为止。最后通过series.collection将所得的点设置成为图像的数据源并生成图像,如图4所示。When drawing the image of the selected points of the working cycle in Excel, it is necessary to set the time first, including the start time a, the end time b, the experimental data collection interval c and the working cycle d, and determine the partition to be analyzed. Then read the information of start time a and end time b, and use the for-next loop in the data page to find the cells where a and b are located. According to the located cell, read the corresponding current density or temperature information; then obtain the interval between adjacent operating points from the quotient d/c of the operating cycle d and the collection interval c, the program starts with a Start, b is the end, step size is d/c for-next cycle. Start at time a, that is, take points every d/c cells until the end time b. Finally, set the obtained points as the data source of the image through series.collection and generate an image, as shown in Figure 4.
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CN110749825B (en) * | 2018-07-06 | 2022-02-18 | 郑州宇通客车股份有限公司 | Method and device for establishing acceleration working condition of fuel cell durability test |
CN111078775A (en) * | 2019-12-06 | 2020-04-28 | 中国第一汽车股份有限公司 | Data processing method, device, equipment and storage medium |
CN112784037B (en) * | 2021-01-20 | 2023-05-05 | 山东师范大学 | A Visual Demonstration System and Method of Binary Function Based on VBA |
CN113420534A (en) * | 2021-06-21 | 2021-09-21 | 浙江天能电池(江苏)有限公司 | VBA module-based storage battery cycle life experiment data processing method and system |
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