CN115689441A - Intelligent electric power material checking and accepting system based on image recognition - Google Patents

Intelligent electric power material checking and accepting system based on image recognition Download PDF

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CN115689441A
CN115689441A CN202211281701.8A CN202211281701A CN115689441A CN 115689441 A CN115689441 A CN 115689441A CN 202211281701 A CN202211281701 A CN 202211281701A CN 115689441 A CN115689441 A CN 115689441A
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actual
materials
information
type
weight
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孙宏志
李乐蒙
徐洁
王家冕
郭亚坤
徐新源
张阳
崔佳
姚圣平
吴金刚
陈萌
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State Grid Shandong Electric Power Co Ltd
Zibo Power Supply Co of State Grid Shandong Electric Power Co Ltd
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State Grid Shandong Electric Power Co Ltd
Zibo Power Supply Co of State Grid Shandong Electric Power Co Ltd
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Abstract

The invention provides an electric power material intelligent acceptance system based on image recognition, which belongs to the technical field of intelligent storage equipment, wherein an acquisition module acquires basic information of materials and sends the basic information to a background database for storage, and the system comprises: the type, standard quantity, standard weight and standard appearance image information of the material; the detection module obtains the actual information of goods and materials, including: actual type, actual quantity, actual weight and actual appearance image information of the material; acquiring the actual type and the actual quantity of the materials by acquiring the image information of the materials; the identification module compares the actual information of the goods and materials with the basic information, judges whether the types, the quantity and the weight of the goods and materials are in compliance or not, and identifies whether the appearances of the goods and materials are intact or not. The invention can integrally and intelligently complete the work of weighing goods and materials, appearance detection, X-ray detection, goods and materials quantity statistics and two-dimensional code identification, quickly and accurately judge whether the transported goods and materials are in compliance or not, improves the working efficiency and greatly reduces the labor cost.

Description

基于图像识别的电力物资智能验收系统Intelligent acceptance system of electric power materials based on image recognition

技术领域technical field

本发明涉及智能仓储设备技术领域,具体涉及一种可实现物品自动称重、自动输送、自动图像识别、自动数量点验,在确保物资信息准确性的同时,提高了工作效率的基于图像识别的电力物资智能验收系统。The invention relates to the technical field of intelligent storage equipment, in particular to an image-recognition-based electric power system that can realize automatic weighing, automatic transportation, automatic image recognition, and automatic quantity check of items, while ensuring the accuracy of material information and improving work efficiency. Material intelligent acceptance system.

背景技术Background technique

电力系统领域中,电力物资种类繁多,现有的仓库物资验收工作仍然主要是由人工完成。首先需要对货品的类型、批号与数量等通过验收单进行罗列,通过验收单采集并记录货品的类型、批号及数量,或通过货品的条码识别货品的类型、批号,再通过人工清点确认数量。人工验收工作工作量大,耗时长,且验收操作繁琐、不规范,在物资纸箱未拆封的情况下难以准确掌握物资类型、数量、外观是否合规。In the field of power system, there are many kinds of power materials, and the existing warehouse material acceptance work is still mainly done manually. Firstly, it is necessary to list the type, batch number and quantity of the goods through the acceptance checklist, collect and record the type, batch number and quantity of the goods through the acceptance checklist, or identify the type and batch number of the goods through the barcode of the goods, and then confirm the quantity through manual counting. The manual acceptance work is heavy and time-consuming, and the acceptance operation is cumbersome and irregular. It is difficult to accurately grasp whether the type, quantity, and appearance of the material are in compliance with the regulations when the material carton is not opened.

发明内容Contents of the invention

本发明的目的在于提供一种能够一体化、智能化的完成对物资的称重、X光检测、物资数量统计及二维码识别的工作,提高工作效率,降低人工成本的基于图像识别的电力物资智能验收系统,以解决上述背景技术中存在的至少一项技术问题。The purpose of the present invention is to provide an image recognition-based electric power system that can integrate and intelligently complete the work of weighing materials, X-ray detection, material quantity statistics and two-dimensional code identification, improve work efficiency, and reduce labor costs. The material intelligent acceptance system is to solve at least one technical problem in the above-mentioned background technology.

为了实现上述目的,本发明采取了如下技术方案:In order to achieve the above object, the present invention has taken the following technical solutions:

一种基于图像识别的电力物资智能验收系统,包括:An image recognition-based intelligent acceptance system for power supplies, including:

获取模块,用于获取物资基本信息,并发送至后台数据库进行存储,包括:物资的类型、规范数量、规范重量、规范外观图像信息;The acquisition module is used to obtain the basic information of materials and send them to the background database for storage, including: material type, standard quantity, standard weight, and standard appearance image information;

检测模块,用于获取物资的实际信息,包括:物资的实际类型、实际数量、实际重量、实际外观图像信息;其中,通过采集物资的X光图像信息获取物资的实际类型以及实际数量;The detection module is used to obtain the actual information of the material, including: the actual type, actual quantity, actual weight, and actual appearance image information of the material; wherein, the actual type and actual quantity of the material are obtained by collecting the X-ray image information of the material;

识别模块,用于将物资的实际信息与基本信息进行比对,判断物资的类型、数量、重量是否合规,并识别物资外观是否完好。The identification module is used to compare the actual information of the material with the basic information, judge whether the type, quantity, and weight of the material are compliant, and identify whether the appearance of the material is intact.

优选的所述检测模块包括:X光图像采集单元,用于采集纸箱中物资的X光图像,获取纸箱中物资的实际数量和实际外观图像信息,并发送至后台数据库进行存储;X光图像采集单元为使用X光机采集纸箱中物资的X光图像。Preferably, the detection module includes: an X-ray image acquisition unit, which is used to collect X-ray images of the materials in the carton, obtain the actual quantity and actual appearance image information of the materials in the carton, and send them to the background database for storage; X-ray image acquisition The unit is to use an X-ray machine to collect X-ray images of materials in cartons.

优选的,所述检测模块还包括:称重单元,用于获取物资的实际重量信息,并发送至后台数据库进行存储。Preferably, the detection module further includes: a weighing unit, which is used to obtain the actual weight information of the material and send it to the background database for storage.

优选的,所述识别模块包括:判断单元,用于对实际外观图像信息和后台数据库存储的物资的基本信息进行对比,判断物资的类型是否合规。Preferably, the identification module includes: a judging unit, configured to compare the actual appearance image information with the basic information of the material stored in the background database, and determine whether the type of the material is compliant.

优选的,所述识别模块包括:第一比对单元,用于根据物资的类型,调取后台数据库存储的该类型物资的规范重量,比对实际重量是否合规。Preferably, the identification module includes: a first comparison unit, configured to retrieve the standard weight of the type of material stored in the background database according to the type of material, and compare whether the actual weight is compliant.

优选的,所述识别模块还包括第二比对单元,用于根据物资的类型,调取后台数据库存储的该物资的规范数量,比对该物资的实际数量是否合规。Preferably, the identification module further includes a second comparison unit, configured to retrieve the standard quantity of the material stored in the background database according to the type of the material, and compare whether the actual quantity of the material complies with regulations.

优选的,所述识别模块还包括第三比对单元,用于根据物资的类型,调取后台数据库存储的该物资的实际外观图像信息,比对实际外观图像信息是否完整合规。Preferably, the identification module further includes a third comparison unit, which is used to retrieve the actual appearance image information of the material stored in the background database according to the type of the material, and compare whether the actual appearance image information is complete and compliant.

优选的,所述获取模块包括扫描单元,用于扫描纸箱上的二维码,获取物资供应方提供的物资基本信息。Preferably, the acquiring module includes a scanning unit, configured to scan the two-dimensional code on the carton to acquire the basic material information provided by the material supplier.

优选的,基于图像识别的电力物资智能验收系统还包括通讯模块,用于实现所述获取模块、所述检测模块、所述识别模块以及所述后台数据库之间的数据传送。Preferably, the image recognition-based intelligent inspection and acceptance system for electric power materials further includes a communication module, which is used to realize data transmission between the acquisition module, the detection module, the identification module and the background database.

第二方面,本发明提供一种使用如上所述的基于图像识别的电力物资智能验收系统的验收方法,包括:In the second aspect, the present invention provides an acceptance method using the above-mentioned image recognition-based intelligent acceptance system for electric power materials, including:

获取物资基本信息,并发送至后台数据库进行存储,包括:物资的类型、规范数量、规范重量、规范外观图像信息;Obtain basic material information and send it to the background database for storage, including: material type, standard quantity, standard weight, and standard appearance image information;

获取物资的实际信息,包括:物资的实际类型、实际数量、实际重量、实际外观图像信息;其中,通过采集物资的X光图像信息获取物资的实际类型以及实际数量;Obtain the actual information of the material, including: the actual type, actual quantity, actual weight, and actual appearance image information of the material; among them, the actual type and actual quantity of the material are obtained by collecting the X-ray image information of the material;

将物资的实际信息与基本信息进行比对,判断物资的类型、数量、重量是否合规,并识别物资外观是否完好;Compare the actual information of the material with the basic information, judge whether the type, quantity, and weight of the material are in compliance, and identify whether the appearance of the material is intact;

其中,in,

纸箱内物资经过X光投射,不同密度的物资通过颜色差分增强,在X光图像中呈现出不同的颜色,从X光增强图像中提取目标颜色;The materials in the carton are projected by X-ray, and the materials of different densities are enhanced by color difference, showing different colors in the X-ray image, and the target color is extracted from the X-ray enhanced image;

纸箱内物资通过保持架分区放置,根据获取模块得到的物资规范数量,设定与物资位置、数量一致的检测框,选取一个局部稳定特征作为物资标识,确定箱内产品种类;The materials in the carton are placed in partitions through the cage. According to the standard quantity of materials obtained by the acquisition module, a detection frame consistent with the location and quantity of the materials is set, and a local stable feature is selected as the material identification to determine the product type in the box;

通过颜色分隔,提取特定颜色(如浅绿色),计算颜色分布范围和面积。计算结果在容差范围内则判断产品数量相符,反之则不符。By color separation, extract a specific color (such as light green), and calculate the color distribution range and area. If the calculation result is within the tolerance range, it is judged that the product quantity is consistent, otherwise, it is not.

本发明有益效果:能够一体化、智能化的完成对物资的称重、外观检测、X光检测、物资数量统计及二维码识别的工作,能够快速、准确的判断所运物资是否合规,实现了物资的无纸化验收、不开封验收,规范了物资验收流程,保证了物资信息的准确验收,降低了工人劳动强度及人工成本,提高了工作效率。Beneficial effects of the present invention: the work of weighing, appearance detection, X-ray detection, material quantity statistics and two-dimensional code identification can be completed in an integrated and intelligent manner, and whether the transported materials are compliant can be quickly and accurately judged. It realizes the paperless acceptance and non-opening acceptance of materials, standardizes the material acceptance process, ensures the accurate acceptance of material information, reduces the labor intensity and labor cost of workers, and improves work efficiency.

本发明附加的方面和优点将在下面的描述中部分给出,这些将从下面的描述中变得明显,或通过本发明的实践了解到。Additional aspects and advantages of the invention will be set forth in part in the description which follows, and will become apparent from the description, or may be learned by practice of the invention.

附图说明Description of drawings

为了更清楚地说明本发明实施例的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅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 of the embodiments of the present invention, the following will briefly introduce the accompanying drawings that need to be used in the description of the embodiments. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention. For Those of ordinary skill in the art can also obtain other drawings based on these drawings without making creative efforts.

图1为本发明实施例所述的仓储物资智能验收系统功能原理框图。Fig. 1 is a functional principle block diagram of an intelligent acceptance system for storage materials according to an embodiment of the present invention.

图2为本发明实施例所述的仓储物资智能验收系统部分功能模块与工业计算机的连接结构示意图。Fig. 2 is a schematic diagram of the connection structure between some functional modules of the intelligent acceptance system for storage materials and an industrial computer according to an embodiment of the present invention.

图3为本发明实施例所述的仓储物资智能验收系统的称重单元的功能原理框图。Fig. 3 is a functional block diagram of the weighing unit of the intelligent acceptance inspection system for warehouse materials according to the embodiment of the present invention.

图4为本发明实施例所述的仓储物资智能验收系统的X光检测单元的功能原理框图。Fig. 4 is a functional principle block diagram of the X-ray detection unit of the intelligent acceptance inspection system for storage materials according to the embodiment of the present invention.

具体实施方式Detailed ways

下面详细叙述本发明的实施方式,所述实施方式的示例在附图中示出,其中自始至终相同或类似的标号表示相同或类似的元件或具有相同或类似功能的元件。下面通过附图描述的实施方式是示例性的,仅用于解释本发明,而不能解释为对本发明的限制。Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below with the drawings are exemplary, and are only used to explain the present invention, but not to be construed as limiting the present invention.

本技术领域技术人员可以理解,除非另外定义,这里使用的所有术语(包括技术术语和科学术语)具有与本发明所属领域中的普通技术人员的一般理解相同的意义。Those skilled in the art can understand that, unless otherwise defined, all terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs.

还应该理解的是,诸如通用字典中定义的那些术语应该被理解为具有与现有技术的上下文中的意义一致的意义,并且除非像这里一样定义,不会用理想化或过于正式的含义来解释。It should also be understood that terms such as those defined in commonly used dictionaries should be understood to have a meaning consistent with the meaning in the context of the prior art, and will not be interpreted in an idealized or overly formal sense unless defined as herein explain.

本技术领域技术人员可以理解,除非特意声明,这里使用的单数形式“一”、“一个”、“所述”和“该”也可包括复数形式。应该进一步理解的是,本发明的说明书中使用的措辞“包括”是指存在所述特征、整数、步骤、操作、元件和/或组件,但是并不排除存在或添加一个或多个其他特征、整数、步骤、操作、元件和/或它们的组。Those skilled in the art will understand that unless otherwise stated, the singular forms "a", "an", "said" and "the" used herein may also include plural forms. It should be further understood that the word "comprising" used in the description of the present invention refers to the presence of said features, integers, steps, operations, elements and/or components, but does not exclude the presence or addition of one or more other features, Integers, steps, operations, elements and/or groups thereof.

在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。而且,描述的具体特征、结构、材料或者特点可以在任一个或多个实施例或示例中以合适的方式结合。此外,在不相互矛盾的情况下,本领域的技术人员可以将本说明书中描述的不同实施例或示例以及不同实施例或示例的特征进行结合和组合。In the description of this specification, descriptions referring to the terms "one embodiment", "some embodiments", "example", "specific examples", or "some examples" mean that specific features described in connection with the embodiment or example , structure, material or characteristic is included in at least one embodiment or example of the present invention. Furthermore, the described specific features, structures, materials or characteristics may be combined in any suitable manner in any one or more embodiments or examples. In addition, those skilled in the art can combine and combine different embodiments or examples and features of different embodiments or examples described in this specification without conflicting with each other.

在本说明书的描述中,术语“第一”、“第二”仅用于描述目的,而不能理解为指示或暗示相对重要性或者隐含指明所指示的技术特征的数量。由此,限定有“第一”、“第二”的特征可以明示或隐含地包括至少一个该特征。在本发明的描述中,“多个”的含义是两个或两个以上,除非另有明确具体的限定。In the description of this specification, the terms "first" and "second" are used for description purposes only, and cannot be understood as indicating or implying relative importance or implicitly indicating the quantity of indicated technical features. Thus, the features defined as "first" and "second" may explicitly or implicitly include at least one of these features. In the description of the present invention, "plurality" means two or more, unless otherwise specifically defined.

在本说明书的描述中,术语“中心”、“上”、“下”、“前”、“后”、“左”、“右”、“竖直”、“水平”、“顶”、“底”、“内”、“外”等指示的方位或位置关系为基于附图所示的方位或位置关系,仅是为了便于描述本技术和简化描述,而不是指示或暗示所指的装置或元件必须具有特定的方位、以特定的方位构造和操作,因此不能理解为对本技术的限制。In the description of this specification, the terms "center", "upper", "lower", "front", "rear", "left", "right", "vertical", "horizontal", "top", " The orientation or positional relationship indicated by "bottom", "inner", "outer", etc. is based on the orientation or positional relationship shown in the drawings, and is only for the convenience of describing the technology and simplifying the description, rather than indicating or implying the referred device or positional relationship. Elements must have certain orientations, be constructed and operate in certain orientations, and thus should not be construed as limitations on the technology.

除非另有明确的规定和限定,术语“安装”、“相连”、“连接”、“设置”应做广义理解,例如,可以是固定相连、设置,也可以是可拆卸连接、设置,或一体地连接、设置。对于本领域的普通技术人员而言,可以根据具体情况理解上述术语在本技术中的具体含义。Unless otherwise expressly specified and limited, the terms "mounted", "connected", "connected" and "arranged" should be interpreted broadly, for example, may be fixedly connected, arranged, or detachably connected, arranged, or integrated Connect and set up. Those of ordinary skill in the art can understand the specific meanings of the above terms in the present technology according to specific situations.

为便于理解本发明,下面结合附图以具体实施例对本发明作进一步解释说明,且具体实施例并不构成对本发明实施例的限定。In order to facilitate the understanding of the present invention, the present invention will be further explained below with specific embodiments in conjunction with the accompanying drawings, and the specific embodiments are not intended to limit the embodiments of the present invention.

本领域技术人员应该理解,附图只是实施例的示意图,附图中的部件并不一定是实施本发明所必须的。Those skilled in the art should understand that the drawings are only schematic diagrams of the embodiments, and the components in the drawings are not necessarily necessary for implementing the present invention.

实施例Example

本实施例中,提供一种基于图像识别的电力物资智能验收系统,能够一体化、智能化的完成对物资的称重、外观检测、X光检测、物资数量统计以及二维码识别的工作,提高了工作效率,大大降低了人工成本。In this embodiment, an image recognition-based intelligent power material acceptance system is provided, which can complete the weighing, appearance inspection, X-ray inspection, material quantity statistics and two-dimensional code identification of materials in an integrated and intelligent manner. Improve work efficiency and greatly reduce labor costs.

如图1所示,基于图像识别的电力物资智能验收系统主要包括以下功能模块:As shown in Figure 1, the intelligent acceptance system for electric power materials based on image recognition mainly includes the following functional modules:

获取模块,用于获取物资基本信息,并发送至后台数据库进行存储,其中,物资的基本信息包括:物资的类型、规范数量、规范重量、规范外观图像信息等。The obtaining module is used to obtain the basic information of materials and send them to the background database for storage. The basic information of materials includes: the type of materials, standard quantity, standard weight, standard appearance image information, etc.

检测模块,用于获取物资的实际信息,实际信息包括:物资的实际类型、实际数量、实际重量、实际外观图像信息等。其中,通过采集物资的图像信息来获取纸箱中的物资的实际类型以及实际数量。The detection module is used to obtain the actual information of the material, and the actual information includes: the actual type, actual quantity, actual weight, and actual appearance image information of the material. Wherein, the actual type and actual quantity of the materials in the carton are obtained by collecting the image information of the materials.

识别模块,用于将物资的实际信息与基本信息进行比对,判断物资的类型、数量、重量是否合规,并识别物资外观是否完好。The identification module is used to compare the actual information of the material with the basic information, judge whether the type, quantity, and weight of the material are compliant, and identify whether the appearance of the material is intact.

其中,所述检测模块包括:X光图像采集单元(数量检测单元),其用于采集纸箱中物资的X光图像,根据X光图像信息来获取纸箱中物资的实际数量和实际外观图像信息,并发送至后台数据库进行存储。Wherein, the detection module includes: an X-ray image acquisition unit (quantity detection unit), which is used to collect the X-ray images of the materials in the carton, and obtain the actual quantity and actual appearance image information of the materials in the carton according to the X-ray image information, And sent to the background database for storage.

具体的,在进行物资数量及外观检测时,纸箱内物资经过X光投射,不同密度的物资通过颜色差分增强,在X光图像中呈现出不同的颜色,从X光增强图像中提取目标颜色;纸箱内物资通过保持架分区放置,根据获取模块得到的物资规范数量,设定与物资位置、数量一致的检测框,选取一个局部稳定特征作为物资标识,确定箱内产品种类;通过颜色分隔,提取特定颜色(如浅绿色),计算颜色分布范围和面积。计算结果在容差范围内则判断产品数量相符,反之则不符。所述检测模块还包括:称重单元,用于获取物资的实际重量信息,并发送至后台数据库进行存储。Specifically, when inspecting the quantity and appearance of materials, the materials in the carton are projected by X-rays, and the materials of different densities are enhanced by color difference, showing different colors in the X-ray image, and the target color is extracted from the X-ray enhanced image; The materials in the carton are placed in partitions through the cage. According to the standard quantity of materials obtained by the acquisition module, a detection frame consistent with the position and quantity of the materials is set, and a local stable feature is selected as the material identification to determine the product type in the box; through color separation, the extraction For a specific color (such as light green), calculate the color distribution range and area. If the calculation result is within the tolerance range, it is judged that the product quantity is consistent, otherwise, it is not. The detection module also includes: a weighing unit, which is used to obtain the actual weight information of the material and send it to the background database for storage.

本实施例中,所述识别模块主要包括以下功能单元:In this embodiment, the identification module mainly includes the following functional units:

判断单元,用于对实际外观图像信息和后台数据库存储的物资的基本信息进行对比,判断物资的类型是否合规。The judging unit is used to compare the actual appearance image information with the basic information of the materials stored in the background database, and judge whether the type of materials is compliant.

第一比对单元,用于根据物资的类型,调取后台数据库存储的该类型物资的规范重量,比对实际重量是否合规。The first comparison unit is used to retrieve the standard weight of the type of material stored in the background database according to the type of material, and compare whether the actual weight is compliant.

第二比对单元,用于根据物资的类型,调取后台数据库存储的该物资的规范数量,比对该物资的实际数量是否合规。The second comparison unit is used to retrieve the standard quantity of the material stored in the background database according to the type of the material, and compare whether the actual quantity of the material is compliant.

第三比对单元,用于根据物资的类型,调取后台数据库存储的该物资的实际外观图像信息,比对实际外观图像信息是否完整合规。The third comparison unit is used to retrieve the actual appearance image information of the material stored in the background database according to the type of the material, and compare whether the actual appearance image information is complete and compliant.

在本实施例中,所述获取模块包括扫描单元,其用于扫描纸箱上的二维码,以获取上位数据中心存储的对应的物资的类型、规范数量、规范重量、规范外观图像信息等物资基本信息。In this embodiment, the acquisition module includes a scanning unit, which is used to scan the two-dimensional code on the carton to obtain the corresponding material type, standard quantity, standard weight, standard appearance image information and other materials stored in the upper data center. Basic Information.

本实施例中,基于图像识别的电力物资智能验收系统还包括通讯模块,利用通讯模块实现所述获取模块、所述检测模块、所述识别模块以及所述后台数据库之间的数据传送。In this embodiment, the image-recognition-based intelligent inspection and acceptance system for electrical materials further includes a communication module, which is used to implement data transmission between the acquisition module, the detection module, the identification module and the background database.

本实施例中,通讯模块为支持与检储配一体化系统的接口,支持与数字孪生的接口。具备网络接入能力,宜采用http方式进行数据通讯,数据采用json格式。In this embodiment, the communication module is an interface that supports the integrated system of inspection, storage and distribution, and supports an interface with the digital twin. With network access capability, http should be used for data communication, and the data should be in json format.

本实施例中,进行物资验收时,输送线将装有电力物资的纸箱输送至扫描单元,扫描纸箱上的二维码,获取物资的基本信息;然后运送至称重单元测量物资的重量信息,测得的重量信息与物资的基本信息均发送至后台数据库,包括型号、数量、厂家、项目等,在入库环节、出库环节以及整箱、整卷出库搬运环节中分别对重量进行测量,有称重传感器通过信号与PLC信号交互,将所称物资重量在操作屏幕上进行显示。In this embodiment, when the material is checked and accepted, the conveying line transports the carton containing the power material to the scanning unit, scans the two-dimensional code on the carton to obtain the basic information of the material; then transports it to the weighing unit to measure the weight information of the material, The measured weight information and the basic information of the materials are sent to the background database, including model, quantity, manufacturer, item, etc., and the weight is measured separately in the storage link, delivery link, and full box and roll delivery link , There is a load cell that interacts with the PLC signal through the signal, and displays the weight of the material on the operation screen.

称重完成后,待验收物资到达检测模块的拍摄单元(如相机)进行物资外观检测快照,并通过数据库数据对比,识别物资外观是否有受损、污染等异常,将识别信息及外观图片进行存储并通过网络传输至后台数据库。After the weighing is completed, the materials to be accepted arrive at the shooting unit (such as a camera) of the detection module to take a snapshot of the appearance of the materials, and compare the database data to identify whether the appearance of the materials is damaged or polluted, and store the identification information and appearance pictures And transmitted to the background database through the network.

在检测模块中还包括X光采集单元,对物资进行无损透视扫描,获取纸箱中的物资的X光图像,确定物资的实际数量以及物资轮廓。The detection module also includes an X-ray acquisition unit, which performs non-destructive perspective scanning on the materials, obtains X-ray images of the materials in the carton, and determines the actual quantity and outline of the materials.

X光机针对不同产品密度对成像做特定部位前处理着色。每种纸箱物资产品选取一个局部稳定特征作为机种标识,确定箱内产品种类。通过颜色分隔,提取特定颜色(如浅绿色),计算颜色分布范围和面积。计算结果在容差范围内则判断产品数量相符,反之则不符。The X-ray machine performs pre-processing and coloring of specific parts of the image for different product densities. For each carton material product, a local stable feature is selected as the model identification to determine the type of product in the box. By color separation, extract a specific color (such as light green), and calculate the color distribution range and area. If the calculation result is within the tolerance range, it is judged that the product quantity is consistent, otherwise, it is not.

在识别模块中,利用X光机对物资扫描形成的图像,识别扫描图像中的物资数量,通过与被运物资信息进行比对,确定物资数量是否正确,同时可通过对物资外观轮廓进行识别,判定物资种类是否正确,能够对典型物资进行缺陷识别;将搬运过程中测得的重量信息与物料信息相关联,通过大量重量数据的积累,与物资类别等信息进行智能关联分析、模式识别。In the recognition module, use the X-ray machine to scan the image formed by the material, identify the quantity of the material in the scanned image, and determine whether the quantity of the material is correct by comparing with the information of the material being transported, and at the same time identify the outline of the material appearance, Determine whether the type of material is correct, and identify the defects of typical materials; correlate the weight information measured during the handling process with material information, and carry out intelligent correlation analysis and pattern recognition with information such as material categories through the accumulation of a large amount of weight data.

如图2所示,本实施例中,基于图像识别的电力物资智能验收系统以工业计算机为控制核心,通过标准的USB接口或网络接口连接各个部件;通讯模块负责与上位数据中心进行连接,进行数据传输、数据库更新及远程操作;摄像头(即拍摄单元)拍摄的高清灰度照片数据与本地数据库中的数据进行对比,可以识别物资种类及进行外观完好性判定;称重单元对物资进行称重,在识别模块中,称重数据采集结果可以判定物资重量是否在规定的范围内;X光透视图片数据可以识别出包装内的物资数量,再通过识别模块判定物资种类是否合规;二维码扫描枪(即扫描单元)可以扫描物资的二维码,获取物资基础信息,用以检索基础的物料信息。As shown in Figure 2, in this embodiment, the intelligent acceptance system for power materials based on image recognition uses an industrial computer as the control core, and connects various components through a standard USB interface or network interface; the communication module is responsible for connecting with the upper data center to carry out Data transmission, database update and remote operation; the high-definition grayscale photo data taken by the camera (ie, the shooting unit) is compared with the data in the local database, which can identify the type of materials and determine the integrity of the appearance; the weighing unit weighs the materials , in the identification module, the weighing data collection result can determine whether the weight of the material is within the specified range; the X-ray perspective image data can identify the quantity of the material in the package, and then determine whether the type of material is compliant through the identification module; the two-dimensional code The scanning gun (that is, the scanning unit) can scan the two-dimensional code of the material to obtain the basic information of the material, which is used to retrieve the basic material information.

通过对角设置的两个高清摄像头(即拍摄单元)拍摄物资包装箱的外观图片,获得包装箱的外观图像,通过与标准包装箱图片进行对比,可以判断来料外包装是否破损。获得的图片信息及外观对比结果信息可以存入计算机的设定存储区并通过网络上传至服务器,摄像头安装在顶部与侧边。Two high-definition cameras (that is, shooting units) arranged diagonally take pictures of the appearance of the material packaging box to obtain the appearance image of the packaging box. By comparing it with the picture of the standard packaging box, it can be judged whether the outer packaging of the incoming material is damaged. The obtained picture information and appearance comparison result information can be stored in the setting storage area of the computer and uploaded to the server through the network, and the cameras are installed on the top and the side.

计算机中可以储存多种物料的信息,通过判断单元自动对比物料照片,判断来料为何种物料。The information of various materials can be stored in the computer, and the judgment unit can automatically compare the photos of the materials to judge what kind of material the incoming material is.

如图3所示,通过称重传感器(称重单元)测量物料的重量;并通过上一步骤判断的物料信息自动从数据库中提起该物料的重量信息进行对比;对比结论将存入计算机中并通过网络发送到服务器,称重传感器在输送线体的下方。称重数据可以自动动态处理,物料传输过程中可以不停顿,保证物料传输的连续性。As shown in Figure 3, the weight of the material is measured by the load cell (weighing unit); and the material information judged in the previous step is automatically lifted from the database for comparison; the comparison conclusion will be stored in the computer and Send it to the server through the network, and the load cell is under the conveying line body. The weighing data can be automatically and dynamically processed, and there is no pause during the material transmission process to ensure the continuity of material transmission.

如图4所示,物料通过X光检测装置时,置于包装箱内部的物料图像就会被X光感光器获取,经过图像处理器处理后传送到计算机。计算机分析获取的图像信息就可以判断包装箱中的物料数量。通过与数据库中的物料信息进行对比就可以判断一个包装内的物料是否有缺失。通过对比图片中的物料轮廓,还可以判断物料种类是正确,X光检测装置设置位置在机台侧壁。As shown in Figure 4, when the material passes through the X-ray detection device, the image of the material placed inside the packaging box will be captured by the X-ray photoreceptor, processed by the image processor and then sent to the computer. The image information obtained by computer analysis can judge the quantity of materials in the packing box. By comparing with the material information in the database, it can be judged whether there is a missing material in a package. By comparing the material outline in the picture, it can also be judged that the material type is correct, and the X-ray detection device is installed on the side wall of the machine.

综上所述,本实施例所述的基于图像识别的电力物资智能验收系统由X光机、称重设备、扫码设备、输送线以及相应控制系统组成,能够智能化的完成对物资的称重、X光扫描、种类识别、数量统计及物资标识码识别等工作,实现物资的不拆封验收,提高了工作效率,降低了人工成本。To sum up, the image recognition-based intelligent acceptance system for power supplies described in this embodiment is composed of X-ray machines, weighing equipment, code scanning equipment, conveying lines and corresponding control systems, and can intelligently complete the weighing of supplies. Weight, X-ray scanning, type identification, quantity statistics and material identification code identification, etc., realize the unpacking and acceptance of materials, improve work efficiency and reduce labor costs.

可以通过网络与远端的服务器进行连接。通过网络可以实现以下功能:信息传送:即将获取的图像信息、重量信息、内部X光图片、外观对比结果、重量分析结果、内部数量等数据传送到服务器上。数据库更新:即可通过网络从服务器下载物料数据库,更新计算机上存储的物料数据库。远程操作:在服务器获取操作权限后,可以远程操作本地设备,进行设备的启停、功能设置、软件操作、数据更新等。扫码枪(扫描单元)可以自动扫描物资包装上的二维码信息,通过计算机检索数据库,可以获取物资的基础信息,与各部件采集到的信息进行对比,可以判定物资的状态是否有异常。It can be connected to the remote server through the network. The following functions can be realized through the network: Information transmission: the image information, weight information, internal X-ray pictures, appearance comparison results, weight analysis results, internal quantity and other data to be acquired are transmitted to the server. Database update: The material database can be downloaded from the server through the network, and the material database stored on the computer can be updated. Remote operation: After the server obtains the operation authority, the local device can be remotely operated to start and stop the device, function setting, software operation, data update, etc. The code scanning gun (scanning unit) can automatically scan the two-dimensional code information on the material packaging, and the basic information of the material can be obtained by searching the database through the computer, and compared with the information collected by each component, it can determine whether the state of the material is abnormal.

装载在计算机上的系统软件完成设备的控制,图像、重量、二维码等信息采集、数据分析对比、数据存储、数据网络传输、数据库更新等功能。图形化的操作界面更方便操作人员使用。分级授权可以方便进行日常操作、维护管理、升级管理等操作。The system software loaded on the computer completes the equipment control, image, weight, two-dimensional code and other information collection, data analysis and comparison, data storage, data network transmission, database update and other functions. The graphical operation interface is more convenient for operators to use. Hierarchical authorization can facilitate daily operations, maintenance management, upgrade management and other operations.

上述虽然结合附图对本公开的具体实施方式进行了描述,但并非对本公开保护范围的限制,所属领域技术人员应该明白,在本发明公开的技术方案的基础上,本领域技术人员在不需要付出创造性劳动即可做出的各种修改或变形,都应涵盖在本发明的保护范围之内。Although the specific implementation of the present disclosure has been described above in conjunction with the accompanying drawings, it does not limit the protection scope of the present disclosure. Those skilled in the art should understand that on the basis of the technical solutions disclosed in the present invention, those skilled in the art do not need to pay Various modifications or deformations that can be made through creative labor shall be covered within the scope of protection of the present invention.

Claims (10)

1.一种基于图像识别的电力物资智能验收系统,其特征在于,包括:1. An image recognition-based intelligent acceptance system for power materials, characterized in that it comprises: 获取模块,用于获取物资基本信息,并发送至后台数据库进行存储,包括:物资的类型、规范数量、规范重量、规范外观图像信息;The acquisition module is used to obtain the basic information of materials and send them to the background database for storage, including: material type, standard quantity, standard weight, and standard appearance image information; 检测模块,用于获取物资的实际信息,包括:物资的实际类型、实际数量、实际重量、实际外观图像信息;其中,通过采集物资的X光图像信息获取物资的实际类型以及实际数量;The detection module is used to obtain the actual information of the material, including: the actual type, actual quantity, actual weight, and actual appearance image information of the material; wherein, the actual type and actual quantity of the material are obtained by collecting the X-ray image information of the material; 识别模块,用于将物资的实际信息与基本信息进行比对,判断物资的类型、数量、重量是否合规,并识别物资外观是否完好。The identification module is used to compare the actual information of the material with the basic information, judge whether the type, quantity, and weight of the material are compliant, and identify whether the appearance of the material is intact. 2.根据权利要求1所述的基于图像识别的电力物资智能验收系统,其特征在于,所述检测模块包括:X光图像采集单元,用于采集纸箱中物资的X光图像,获取纸箱中物资的实际数量和实际外观图像信息,并发送至后台数据库进行存储;X光图像采集单元为使用X光机采集纸箱中物资的X光图像。2. The image recognition-based intelligent acceptance system for power materials according to claim 1, wherein the detection module includes: an X-ray image acquisition unit for collecting X-ray images of materials in cartons to obtain materials in cartons The actual quantity and actual appearance image information are sent to the background database for storage; the X-ray image acquisition unit uses an X-ray machine to collect X-ray images of the materials in the carton. 3.根据权利要求2所述的基于图像识别的电力物资智能验收系统,其特征在于,所述检测模块还包括:称重单元,用于获取物资的实际重量信息,并发送至后台数据库进行存储。3. The image-recognition-based intelligent power material acceptance system according to claim 2, wherein the detection module further includes: a weighing unit for obtaining the actual weight information of the material, and sending it to the background database for storage . 4.根据权利要求3所述的基于图像识别的电力物资智能验收系统,其特征在于,所述识别模块包括:判断单元,用于对实际外观图像信息和后台数据库存储的物资的基本信息进行对比,判断物资的类型是否合规。4. The image recognition-based intelligent power material acceptance system according to claim 3, wherein the identification module includes: a judging unit for comparing the actual appearance image information with the basic information of the materials stored in the background database , to determine whether the type of material is compliant. 5.根据权利要求4所述的基于图像识别的电力物资智能验收系统,其特征在于,所述识别模块包括:第一比对单元,用于根据物资的类型,调取后台数据库存储的该类型物资的规范重量,比对实际重量是否合规。5. The image recognition-based intelligent acceptance system for power materials according to claim 4, wherein the identification module includes: a first comparison unit, which is used to retrieve the type stored in the background database according to the type of the material. The standard weight of the material is compared with the actual weight to see if it complies with the regulations. 6.根据权利要求5所述的基于图像识别的电力物资智能验收系统,其特征在于,所述识别模块还包括第二比对单元,用于根据物资的类型,调取后台数据库存储的该物资的规范数量,比对该物资的实际数量是否合规。6. The image recognition-based intelligent power material acceptance system according to claim 5, wherein the identification module further includes a second comparison unit for retrieving the material stored in the background database according to the type of material The standard quantity of the material is compared with the actual quantity of the material to see if it complies with the regulations. 7.根据权利要求6所述的基于图像识别的电力物资智能验收系统,其特征在于,所述识别模块还包括第三比对单元,用于根据物资的类型,调取后台数据库存储的该物资的实际外观图像信息,比对实际外观图像信息是否完整合规。7. The image recognition-based intelligent acceptance system for power supplies according to claim 6, wherein the identification module further includes a third comparison unit, which is used to retrieve the supplies stored in the background database according to the types of supplies Compared with the actual appearance image information of the actual appearance image information, whether it is complete and compliant. 8.根据权利要求1所述的基于图像识别的电力物资智能验收系统,其特征在于,所述获取模块包括扫描单元,用于扫描纸箱上的二维码,获取上位数据中心存储的对应的物资基本信息。8. The image recognition-based intelligent acceptance system for power materials according to claim 1, wherein the acquisition module includes a scanning unit for scanning the two-dimensional code on the carton to obtain the corresponding materials stored in the upper data center Basic Information. 9.根据权利要求1所述的基于图像识别的电力物资智能验收系统,其特征在于,还包括通讯模块,用于实现所述获取模块、所述检测模块、所述识别模块以及所述后台数据库之间的数据传送。9. The image recognition-based intelligent power material acceptance system according to claim 1, further comprising a communication module for implementing the acquisition module, the detection module, the identification module and the background database data transfer between. 10.一种使用如权利要求1-9任一项所述的基于图像识别的电力物资智能验收系统的验收方法,其特征在于,包括:10. An acceptance method using the image recognition-based intelligent acceptance system for power materials according to any one of claims 1-9, characterized in that it comprises: 获取物资基本信息,并发送至后台数据库进行存储,包括:物资的类型、规范数量、规范重量、规范外观图像信息;Obtain basic material information and send it to the background database for storage, including: material type, standard quantity, standard weight, and standard appearance image information; 获取物资的实际信息,包括:物资的实际类型、实际数量、实际重量、实际外观图像信息;其中,通过采集物资的X光图像信息获取物资的实际类型以及实际数量;Obtain the actual information of the material, including: the actual type, actual quantity, actual weight, and actual appearance image information of the material; among them, the actual type and actual quantity of the material are obtained by collecting the X-ray image information of the material; 将物资的实际信息与基本信息进行比对,判断物资的类型、数量、重量是否合规,并识别物资外观是否完好;Compare the actual information of the material with the basic information, judge whether the type, quantity, and weight of the material are in compliance, and identify whether the appearance of the material is intact; 其中,in, 纸箱内物资经过X光投射,不同密度的物资通过颜色差分增强,在X光图像中呈现出不同的颜色,从X光增强图像中提取目标颜色;The materials in the carton are projected by X-ray, and the materials of different densities are enhanced by color difference, showing different colors in the X-ray image, and the target color is extracted from the X-ray enhanced image; 纸箱内物资通过保持架分区放置,根据获取模块得到的物资规范数量,设定与物资位置、数量一致的检测框,选取一个局部稳定特征作为物资标识,确定箱内产品种类;The materials in the carton are placed in partitions through the cage. According to the standard quantity of materials obtained by the acquisition module, a detection frame consistent with the location and quantity of the materials is set, and a local stable feature is selected as the material identification to determine the product type in the box; 通过颜色分隔,提取特定颜色,计算颜色分布范围和面积;Through color separation, extract specific colors, and calculate the color distribution range and area; 若计算结果在容差范围内则判断产品数量相符,反之则不符。If the calculation result is within the tolerance range, it is judged that the product quantity is consistent, otherwise, it is not.
CN202211281701.8A 2022-10-19 2022-10-19 Intelligent electric power material checking and accepting system based on image recognition Pending CN115689441A (en)

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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117436674A (en) * 2023-12-20 2024-01-23 国网浙江省电力有限公司金华供电公司 Processing methods and equipment based on multi-modal detection of power supplies
CN117636538A (en) * 2023-12-15 2024-03-01 中铁建电气化局集团运营管理有限公司 Substation operation and maintenance intelligent storage cabinet and management method
CN118929039A (en) * 2024-08-08 2024-11-12 江苏安方电力科技有限公司 A method for inventorying electric power materials in three-dimensional storage

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117636538A (en) * 2023-12-15 2024-03-01 中铁建电气化局集团运营管理有限公司 Substation operation and maintenance intelligent storage cabinet and management method
CN117436674A (en) * 2023-12-20 2024-01-23 国网浙江省电力有限公司金华供电公司 Processing methods and equipment based on multi-modal detection of power supplies
CN117436674B (en) * 2023-12-20 2024-03-01 国网浙江省电力有限公司金华供电公司 Processing methods and equipment based on multi-modal detection of power supplies
CN118929039A (en) * 2024-08-08 2024-11-12 江苏安方电力科技有限公司 A method for inventorying electric power materials in three-dimensional storage

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