CN111178680B

CN111178680B - Wind power plant engineering quality overall process management system, method and equipment

Info

Publication number: CN111178680B
Application number: CN201911251590.4A
Authority: CN
Inventors: 谭建鑫; 沙济通; 刘仕民; 刘淑静; 秦晓亮; 孙佳; 张哲�; 封光; 高海峰; 韩亚楠; 张乐
Original assignee: Hebei Jiantou New Energy Co ltd
Current assignee: Hebei Jiantou New Energy Co ltd
Priority date: 2019-12-09
Filing date: 2019-12-09
Publication date: 2024-02-27
Anticipated expiration: 2039-12-09
Also published as: CN111178680A

Abstract

The invention relates to the technical field of engineering quality management, and provides a wind farm engineering quality overall process management system, which comprises a server and front-end equipment, wherein the server is used for storing a quality inspection system library, creating and storing a quality inspection system of an engineering project according to a first request, storing one or more inspection result information of each inspection item in the quality inspection system according to a second request, and calculating and returning progress information of the engineering project according to a third request and the inspection result information; the front-end equipment is used for sending the first request, the second request or the third request, and receiving and displaying the return data corresponding to the sending request. The second aspect provides a management method. A third aspect provides a mobile terminal and a fourth aspect provides a computer-readable storage medium. By means of the mobile terminal provided by the invention, the dynamic management of the whole engineering quality process is realized, the process files are searched on line and stored safely, the engineering quality management trace is realized, and the quality problem is traceable.

Description

Wind power plant engineering quality overall process management system, method and equipment

Technical Field

The invention relates to the technical field of engineering quality management, in particular to a system, a method and equipment for carrying out overall process management on wind farm engineering quality.

Background

The basic concept of the engineering quality management system is to adopt the theory and method of the system, use a computer as a main equipment tool to carry out system management on engineering information, transmit the collection, arrangement, stock and the like of the information to related departments, and exert the effect of the information to the maximum. In this system, quality management services are taken as the most important part, and the quality of engineering is guaranteed as a main objective. In the whole engineering quality management system, the most important characteristic is that the engineering quality management system is a whole, and is mainly designed requirements and expression forms for realizing the whole objective. The main purpose of establishing the engineering quality management information system is to assist a main responsible person for quality management, exert the maximum value of quality information, ensure that construction enterprises realize high-quality implementation processes in the construction process, and meet the market consumption requirements.

Chinese patent CN103279832B discloses a supervisory analysis system for construction quality of transformer substation engineering, which implements basic functions and elements of a quality management system of transformer substation engineering, but for a power station with a large construction scope, heavy engineering management task and high requirement for construction quality, especially for a wind farm and solar farm with a large construction scope, which have a large number of construction modes in which the construction quality management is required by a customized device, the applicable data structure, data flow and related business processes are not proposed, the real engineering progress and quality management of the whole life cycle cannot be implemented, and in particular, the construction progress and quality cannot be dynamically evaluated during the construction period of the power plant.

Disclosure of Invention

In view of the above, the embodiments of the present invention provide a system, a method and a device for managing the whole process of engineering quality of a wind farm, so as to solve the problem that in the prior art, a monitoring party cannot interface with the engineering quality management system, and even if the monitoring party directly interfaces, the monitoring party cannot provide help for effectively optimizing the engineering quality management process.

To solve the above problems, a first aspect of an embodiment of the present invention provides a system for managing a whole process of engineering quality of a wind farm, including a server and a front-end device, where the server is configured to store a quality inspection system library, create and store a quality inspection system of an engineering project according to a first request, store one or more inspection result information of each inspection item in the quality inspection system according to a second request, and calculate and return progress information of the engineering project according to a third request and the inspection result information; the front-end equipment is used for sending the first request, the second request or the third request, and receiving and displaying return data corresponding to the sending request.

In some embodiments of the present invention, the assessment item is provided with a progress weight; and the progress of one unit project in the progress information is expressed as the sum of the products of the completion degree of each evaluation item under the unit project and the progress weight of the evaluation item.

In some embodiments, the head-end equipment includes a first terminal for submitting and obtaining proctorial data to the server, a second terminal for submitting and obtaining proctorial data to the server, and a third terminal for obtaining current project progress and project quality from the server.

A first improvement of the foregoing first aspect of the present invention is that the server is configured to store a supervision outline system library, create and store a supervision outline system of the engineering project according to a fourth request, store one or more inspection result information of each inspection item in the supervision outline system according to a fifth request, and send progress information of the engineering project according to a sixth request; the front-end equipment is used for sending the fourth request, the fifth request or the sixth request, and receiving and displaying return data corresponding to the sending request; one of the test items corresponds to one of the evaluation items; the validity of the test result information of the test item having the corresponding test item is determined by the test result information of the corresponding test item.

In some embodiments, the server stores the corresponding relation between the supervision data and the project progress node, and judges the current project progress and the project quality according to the supervision data, the supervision data and the project progress node; the supervision data comprises supervision key node images; the authentication data includes authentication key node images.

A second improvement of the foregoing first aspect is that the second request sent by the front-end device carries location information of the corresponding test result information, where the location information is used to plan an entry time or an entry path of the next-stage construction team.

A second aspect of an embodiment of the present invention provides a method for overall process management of wind farm engineering quality, adapted to be executed by a computing device, comprising the steps of: establishing a quality inspection system library according to construction quality standards; extracting a quality evaluation system of an engineering project from a quality evaluation system library according to an evaluation item included in the project, and setting progress weight for each evaluation item; storing the evaluation result information submitted by the supervision personnel each time; calculating progress information of the engineering project according to the evaluation result information; and the progress of one unit project in the progress information is expressed as the sum of the products of the completion degree of each evaluation item under the unit project and the progress weight of the evaluation item.

A first improvement of the second aspect of the present invention is that the method further includes the steps of: establishing a supervision outline system library according to the supervision outline; extracting a supervision outline system of the engineering project from a supervision outline system library according to the inspection items included in the engineering project; storing the checking result information submitted by the monitoring personnel each time; one of the test items corresponds to one of the evaluation items; the validity of the test result information of the test item having the corresponding test item is determined by the test result information of the corresponding test item.

A second improvement of the second aspect of the present invention is that the method further includes the steps of: the evaluation result information includes the position information of the counterpart, and the entry time or entry path of the next-stage construction team is planned through the position information.

A third aspect of embodiments of the present invention provides a mobile terminal for wind farm engineering quality overall process management, comprising a processor adapted to implement instructions adapted to be loaded and executed by the processor, and a storage device adapted to store the instructions: and receiving and displaying returned data corresponding to the transmission request, wherein the transmission request comprises a second request transmitted to the server according to the first aspect of the invention or a fifth request transmitted to the server according to the first improvement of the first aspect.

An improvement of the above third aspect is that it comprises a processor adapted to implement instructions and a storage device adapted to store said instructions, said instructions being adapted to be loaded and executed by the processor: the second request is sent to the server of claim 3, and the return data corresponding to the request for sending is received and displayed.

A fourth aspect of the embodiments of the present invention provides a computer readable storage medium, including a memory, where the memory stores a quality inspection system library for implementing the method for managing quality overall process of wind farm engineering according to the second aspect, or stores a supervision outline system library for implementing the method for managing quality overall process of wind farm engineering according to the second aspect.

A fourth aspect of the embodiment of the present invention further provides another computer readable storage medium, including a memory, a processor, and a computer program stored in the memory and executable on the processor, where the processor implements the method for managing overall wind farm engineering quality according to the second aspect.

Compared with the prior art, the embodiment of the invention has the beneficial effects that:

by establishing the quality inspection standard system library and depending on the mobile terminal provided by the invention, the dynamic management of the whole engineering quality process is realized, the process files are searched on line and stored safely, and the traceability of the engineering quality management trace and quality problems is realized.

By making a related data model of the quality inspection system and the engineering progress and taking the data homology as a principle, the automatic generation of the project overall progress, the unit engineering progress and the engineering month report is realized, the working efficiency is improved, and the working load of first-line personnel of the project is practically reduced.

The control of key quality links is realized by establishing a supervision outline system library; by means of an online feedback mechanism of quality problems and classification, summarization and analysis of the problems, a decision basis is provided for further improving a quality control system; and the professional management level of project personnel is improved by comparing and analyzing the supervision and supervision evaluation results.

Based on the data structure and the data processing flow, the completion time and the position information of unit projects such as a fan foundation are obtained through the test and evaluation result information submitted by the mobile terminal, and the entry time of a fan installation team can be planned in advance by combining the data such as the fan loops, the number of the fan foundations and the operation points in the project basic information, so that the fan hoisting transition time is reduced, the fan hoisting operation period is shortened, the overall operation progress is further improved, and the operation cost is reduced; further, based on the number and the progress of completion of the fan foundation completed by each loop and the positions, the system automatically generates a fan hoisting operation scheme: including installation team entry time and optimal job path.

Drawings

In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings that are needed in the embodiments or the description of the prior art will be briefly described below, it being obvious that the drawings in the following description are only some embodiments of the present invention, and that other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.

FIG. 1 is a schematic structural diagram of a wind farm engineering quality overall process management system according to an embodiment of the present invention;

FIG. 2 is a schematic diagram of a quality inspection system library according to an embodiment of the present invention;

FIG. 3 is a schematic diagram of a library of a monitored outline architecture according to one embodiment of the present invention;

FIG. 4 is a schematic diagram of a system architecture of a schedule management module according to an embodiment of the present invention;

FIG. 5 is a schematic diagram of a system architecture of a quality management module according to an embodiment of the present invention;

FIG. 6 is a schematic diagram of a system architecture of a supervision and management module according to an embodiment of the invention;

FIG. 7 is a schematic diagram of a system architecture of a mobile interaction module according to an embodiment of the present invention;

FIG. 8 is a comparison analysis interface of the quality monitor comparison module for the acceptance result in an embodiment of the present invention;

FIG. 9 is a schematic diagram of an operation flow of a supervisor in an embodiment of the present invention;

FIG. 10 is a schematic diagram of an operation flow of a prisoner in accordance with an embodiment of the present invention;

FIG. 11 is a schematic view of a process flow for calculating the progress of a road construction unit project according to an embodiment of the present invention;

FIG. 12 is a schematic view of a process flow for calculating progress of a wind farm construction unit project according to an embodiment of the present invention;

FIG. 13 is a schematic diagram of a process for calculating the progress of unit engineering of a booster station according to an embodiment of the invention;

FIG. 14 is a schematic view of a process flow for calculating the engineering progress of a power collecting line unit according to an embodiment of the present invention;

fig. 15 is a schematic diagram of a process flow for calculating the progress of the outgoing line unit project according to an embodiment of the present invention.

Detailed Description

Further details of implementation are set forth in the description below in order to provide a thorough understanding of the present application, but the present application may be practiced in other ways than those described herein, and persons skilled in the art may readily devise numerous implementation details that do not depart from the spirit of the invention and are therefore not limited to the specific embodiments disclosed below.

It should be noted first that the following description includes a general outline embodiment and a specific embodiment of a functional module, an apparatus, or a method based on the general outline embodiment, and each specific embodiment may be a part of the general outline embodiment, or may be combined with other embodiments of the present invention similar to the general outline embodiment to form a separate embodiment with equivalent functions. The general embodiment is a wind farm engineering quality overall process management system as shown in fig. 1, and the system or the embodiment hereinafter refers to the general embodiment or the general implementation method related to the embodiment unless otherwise specified. The system adopts a BS mode architecture, and comprises a plurality of background modules deployed on an application server and a plurality of databases deployed on a database server, wherein a plurality of users use an interactive interface provided by the background modules to read and modify direct data or indirect data in the databases after logging in different roles through the front end deployed by a PC end or a mobile end, the direct data is data which is consistent with presentation, such as a device name field, the indirect data is data which is inconsistent with presentation, such as a project progress field, and the indirect data is obtained by executing a stored instruction to calculate the ratio of a completed progress field to a total progress field.

An exemplary server configuration of the present embodiment is as follows. The application server is configured to: CPU (8C), intel (R) Xeon (R) CPU E7-4850 v3@2.20 GHz; memory, 64GB; hard disk, 6T. The database server is configured to: CPU (8C), intel (R) Xeon (R) CPU E7-4850 v3@2.20 GHz; memory, 64GB; hard disk, 1T.

In this embodiment, as the BS architecture is used, the front end generally uses a general browser or a customized browser, and in some other embodiments of the present invention, a CS architecture or other thin client architectures may be used to deploy part of functions of a part of a background module or part of data of a part of a database in a client of a PC or a mobile terminal, so as to expect to obtain an optimization effect familiar to those skilled in the art such as a faster response speed, encrypted communication, offline operation, etc. In other embodiments of the present invention, the application server and/or database server may be optimized in combination using a virtualized cloud server, or adding a common approach such as a load balancing server. Compared with the technical means provided by the embodiment, the optimized embodiments have the same or equivalent outstanding characteristics of data structures, data streams, functional streams, object structures, service functions and the like.

As shown in fig. 1 to 6, to more clearly describe the functional architecture of the present embodiment, a high-cohesion and low-coupling service module is used to describe multiple different functions implemented by a plurality of background modules in the present embodiment, where the service modules mainly include: the system comprises a progress management module, a quality management module, a supervision and manufacture management module and a mobile interaction module. In a specific implementation, each service module may be in one-to-one correspondence with the background module or not in one-to-one correspondence with the background module. In the specific embodiments, the functions and the service form data structures of the embodiments of each module are fully described, and the embodiments of the service modules may be independent or combined with other embodiments of the modules, and after the embodiments of each module are disclosed in the following embodiments, part or all of the combination manner and the benefit of the combination are also able to be understood and implemented non-creatively by those skilled in the art.

To more clearly describe the data structure of this embodiment, the actual databases in this embodiment are described using a database from the perspective of the user, where the database mainly includes: project basic information base, quality inspection system base and supervision outline system base. A database is a collection of External schemas (External schemas) associated with a data object, which may be from the same physical database or different physical databases, and which may be one or more views (views), for example. In a specific implementation, each database may be in one-to-one correspondence with the actual database or not.

The login roles configured by the system for a plurality of users at least comprise the following steps: proctoring personnel, prisoners, owners and system administrators. The inspection and evaluation method comprises the steps that an inspection and evaluation person evaluates the inspection and evaluation items of each item of engineering according to a quality inspection and evaluation range dividing table, and the inspection and evaluation time and the inspection and evaluation result are recorded in a system; the supervision staff carries out inspection and examination on basic conditions, products and construction processes by means of supervision outline, and records the found problems and inspection results; the owner personnel comprise project department personnel, regional company personnel and the like, and mainly conduct process supervision and control on supervision and supervision works; the system administrator is responsible for initializing and daily maintaining the contents of entity relations, data structures and the like of basic data such as a quality inspection system library, a supervision outline system library and the like which are related to the data object library. In the system, each login role controls an operable service module or a functional unit under the service module after the user logs in through authority configuration, and the functional unit can be a service module of a second level, a third level and the like under one service module according to a plurality of tables, fields and operation interfaces of function layering aggregation. The following description refers to the login role in the running instructions, rather than the actual role of the actual operator, by the supervisor, the prisoner, the owner and the system administrator, unless otherwise specified.

The system comprises a server and front-end equipment, and realizes the whole process management of engineering quality by the following architecture: the server comprises an application server and a data server, and the Front-end equipment accesses and operates the data of the data server through a Front-end Interface (Front-end Interface) provided by the application server; the front-end equipment comprises a first terminal for submitting and acquiring supervision data to the server, a second terminal for submitting and acquiring supervision data to the server and a third terminal for acquiring the current project progress and project quality from the server according to the login interaction of the front-end equipment; the server is used for establishing a corresponding relation between the supervision data and project progress nodes, and judging the current project progress and project quality according to the supervision data, the supervision data and the project progress nodes; the supervision data comprises supervision key node images; the authentication data includes authentication key node images.

The following detailed description is presented to further illustrate the technical concepts and implementations of the present invention in conjunction with some specific examples of the present system so that those skilled in the art may fully understand the technical solutions provided by the present invention to implement and improve the present invention.

Examples of quality inspection System library

The quality evaluation system library of the system adopts a tree structure to store all evaluation items related to a plurality of engineering projects in a classified manner and multi-stage classification nodes of each evaluation item. According to all national standards and enterprise standards of quality evaluation related to a plurality of engineering projects, such as DL/T5210.1-2005 and the like, a standard tree structure is divided into unit engineering, subsection engineering, item engineering and inspection batch from root to leaf in sequence, wherein each inspection batch is set as one evaluation item, in the prior art, a plurality of evaluation items may be related in a same evaluation table, each evaluation item may accept multiple evaluation, a unique tree structure cannot be obtained explicitly, and the tree structure is obtained by adopting the subordinate relation of the unit engineering, the subsection engineering, the item engineering and the inspection batch. As shown in fig. 2, the quality inspection and evaluation system library of the present embodiment includes a plurality of trees, each tree includes five layers, wherein one layer of A1, A2, etc. is a unit project, one layer of B1, B2, etc. is a sub-sub project, one layer of C7, etc. is a sub-project, one layer of D8, D9, etc. is a sub-project, and one layer of E1, E5, E6 is an inspection and evaluation item. When the server creates a quality evaluation system of an engineering project according to the first request, the server extracts a required evaluation item from the quality evaluation system library, and the unit engineering, the subsection engineering or the subsection engineering of the evaluation item. In other embodiments, if a tree structure is used to build a quality inspection system library, different levels may be set for the tree according to commonly used engineering projects, such as 4 levels, i.e., unit engineering, sub-item engineering, and inspection items, or 6 levels, i.e., unit engineering, sub-item engineering, and inspection items, or 7 layers, namely category, unit project, sub-project, sub-project and evaluation item, wherein the classification of category, unit project, sub-project or sub-project is based on the corresponding public standard. In other embodiments, the quality inspection system library may also use other data structures to model the inspection items commonly related to a plurality of engineering projects, such as a dynamically adjusted self-learning network, and the like, so as to facilitate the extraction of all the inspection items of one engineering project and the multi-level classification of each inspection item.

Embodiments for monitoring schema repository

The system adopts a tree structure classification storage of the same hierarchy as the quality inspection system library to store all inspection items related to a plurality of engineering items. Each test item under each unit project is specified in batches by an owner from the test items in the quality test system library, each test item is bound to one test item, but not all test items are bound to test items. Based on the specific structure of the quality inspection system library in this embodiment, the construction outline system library of this embodiment can be considered as a subset of the quality inspection system library. As shown in fig. 3, the supervision outline architecture library of the present embodiment includes a plurality of trees, each of which has the same hierarchy as the quality inspection architecture library of the present embodiment, and specifically, B1 subtrees are not included in A1 trees. The C7 subtree only comprises a part of the D9 subtree of the quality inspection system library, namely only comprises the E6 node of the D9 subtree, which is equivalent to extracting the E6 node from the quality inspection system library as a test item, and binding the test item by the same name and the position in the tree. And the test item E5 does not appear as a test item in the library of the monitored outline system. Because of the isomorphism described above, in some embodiments, the build schema library is also implemented by specially tagging individual review items of the quality review library to compress the data volume. However, in other embodiments, the outline library may be constructed by first extracting several test items from the quality test and evaluation library as test items, and binding the test items by means of pointers or linked lists, where the extracted test and evaluation items have independent classification trees or data structures to adapt to differentiated management needs.

Embodiments of the project basic information base

In this embodiment, a specific project basic information base includes all basic information of an engineering project, such as a participating unit, a project profile, a milestone node, and the like, and also includes all workload information of the engineering project, such as a fan XX station, a road construction XX kilometer, and the like.

The step of calculating the progress of a unit project in the project is as follows:

step S110, selecting an intermediate classification layer of the quality inspection system library from the project basic information library as a division basis, and dividing weights according to the workload of nodes included in the quality inspection system of the project in the layer.

Specifically, for the unit engineering "wind farm construction", a plurality of sub-projects including a plurality of fans, such as "foundation engineering, fan installation, box-type transformer substation, fan final inspection and fan grid connection", are five, the foundation engineering of a plurality of fans may be constructed simultaneously, so that the weight of the nodes with the time sequence relation of the foundation engineering, the fan installation, the box-type transformer substation, the fan final inspection and the fan grid connection is respectively attached to 25%, 20%, 10% and 20% in sequence. When the total number of fans included in the unit engineering wind farm construction is 5, 5 workload of the wind farm construction is recorded.

Step S120, setting whether a sub project to which the milestone node belongs is completed or not according to the evaluation result of the supervisors on the milestone node, and if the sub project is completed, counting the progress of a workload.

Specifically, if the precondition of fan installation is qualified as basic engineering, the milestone node of fan installation sub-project is qualified as impeller hoisting inspection item, and when the impeller hoisting inspection item of one fan is qualified, the construction progress of the fan is recorded as 25% +25% = 50%.

Step S130, according to the completion progress of each workload, taking the workload as a weight weighted average, namely the total progress of the middle classification layer.

Specifically, the above-mentioned five fans have the respective progress rates of 50%, 25%, 0%, and the total progress rate of the unit engineering "wind farm construction" is (50% ×1+25% ×1+0%)/5=20%.

The algorithm is an implementation, and after understanding the inventive concept, a person skilled in the art can optimize a more accurate progress algorithm by selecting a suitable milestone node based on different understanding of workload.

In other embodiments, the system can sink to the sub-projects and the sub-projects of the lower node layer for more refined progress management, and can float to the unit projects of the upper node layer for simplified management.

Embodiments of a progress management Module

As shown in fig. 4, the progress management module 10 includes two service modules: the image progress module 11, the engineering month report module 12 and other interactive modules are accessed by front-end equipment. The following is a detailed functional description of the various modules to be understood by those skilled in the art.

And the image progress module 11 is used for automatically calculating the overall image progress of the engineering through preset quality and progress logic according to the filled quality acceptance condition. The service form field quotation and display output at least comprises: project name, project node, project progress, completion time. Specifically, for wind farm engineering construction, in an image progress module, the actual progress is displayed through fixing unified engineering nodes, namely milestone nodes, the progress comprises six unit projects, namely, overall, road, fan, booster station, current collection and sending out, the progress corresponds to six milestone nodes of engineering start, fan foundation pouring completion, initial fan hoisting, booster station electrification, initial fan generator set grid connection and all set grid connection power generation in sequence, each milestone node is selected from one specific evaluation item of the engineering item, the engineering progress in each record is the total completion of each evaluation item of the unit project or the sub-engineering or sub-engineering under the unit project, after the evaluation item defined as the milestone node is completed, namely, the evaluation result information is qualified, and the unit project, sub-engineering or sub-engineering under the unit project is 100%.

And the engineering month report module 12 is used for regularly generating engineering month report conditions according to the quality inspection table filling conditions. The service form field comprises: month report name, year and month, serial number, project name, project profile and progress, month work objective, month completion, month work objective, milestone node, remark, date filled, person filled in, attachment, regional company. The data source of the module includes three aspects: 1) Acquiring partial data from a quality management module, wherein the partial data comprise the completion condition of each partial project in the month and milestone nodes; 2) The work target of the next month is manually input; 3) The participating units and the project profiles are obtained from a project basic information base.

As a specific example, when the owner checks the project, the checking time and the checking project are filled in, for example, an engineering month report of one project shown in table 1, which shows the relationship between each milestone node in the image progress module and the engineering progress displayed in the engineering month report. The method comprises the steps of lifting a first fan of a milestone, taking an evaluation item of lifting a first fan blade as a key node, and indicating the completion of lifting the first fan in a separate project if the evaluation item passes the inspection. The milestone column prompts the project profile and the name and the completion time of the milestone node corresponding to each project stage in the progress.

TABLE 1

Based on the data structure and the business flow provided in this embodiment, some other embodiments of the progress management module may include a month report module for implementing reporting of engineering month report in the system, where the system automatically gathers the month report of each project department, and supports the month report copying and exporting functions. The service form field comprises: the method comprises the steps of organization establishment, annual month establishment, project name, quarter plan, month completion, quarter completion, year accumulation completion, start accumulation completion, next month plan, deviation analysis, enterprise owned, commercial bank loan, other fund sources and the like. Wherein, this month completion field includes: the progress field of four dimensions of construction engineering, installation engineering, equipment purchase and other costs, and the next month plan field also includes the progress field of four dimensions corresponding to the completion of the present month.

Embodiments of quality management Module

As shown in fig. 5, the quality management module 20 includes two secondary service modules: the interactive modules such as the standard evaluation system module 21, the project evaluation system module 22, the quality acceptance management module 23, the quality problem management module 24, the quality problem statistics module 25, the quality supervision comparison module 26 and the like are accessed by front-end equipment. The following is a detailed functional description of the various modules to be understood by those skilled in the art.

The standard evaluation system module 21 is configured to complete the collection of the required data of the quality evaluation system library offline according to the quality acceptance range division table of each item, and then input the collected data into the system to establish the quality evaluation system library, so that only a system administrator can maintain the system library. The service form field used for creating the node comprises the following steps: the system comprises a hierarchy, an engineering type, an engineering name, an associated supervision outline system library node and the like, wherein the hierarchy represents a father node of the node, the engineering type can select a hierarchy preset by a quality inspection system library, such as unit engineering, subsection engineering and inspection batch, the engineering name is the node name such as A1 and B2, fan monitoring, road inspection before repair and the like, and when the engineering type selects the inspection batch, the node is indicated to be the inspection item node. It can be seen that the module is configured to record and create a quality inspection system library through the above form, where the node associated with the inspection system library indicates a correspondence between the created node and one node of the inspection system library, where the correspondence includes a correspondence between intermediate nodes and also includes a correspondence between inspection item nodes and inspection item nodes, and after the correspondence is set, each node of the under-node inspection system library and a corresponding node of each node of the under-node quality inspection system library also have an association relationship, where the association relationship also becomes binding or corresponding.

The standard evaluation system module 21 also provides a tree structure maintenance function, and ensures flexibility of user maintenance by adding a lower level, adding a same level, transferring, moving up, moving down, and deleting functions. The system library comprises unit engineering, subsection engineering and 5 grades of evaluation items, the middle of the system library can be cross-graded, the evaluation items are the necessary final nodes, and the evaluation results (whether the system is qualified, the acceptance time and the acceptance person) and the acceptance materials (PDF scanning version of paper evaluation list) and the photos can be filled in only the nodes.

The project evaluation system module 22 is used for building a quality evaluation system suitable for the project according to the quality evaluation system library by personnel of the project department. When a project is newly established, the system generates a quality inspection system of the project according to the condition selected in the user basic information in the project basic information base. The quality inspection system comprises all inspection items of the engineering project and all father nodes of all levels of each inspection item, such as unit engineering, subsection engineering and subsection engineering, one quality inspection system is a subset of the quality inspection system library containing tree structures, and the service form field can comprise: unit projects, test and evaluation items, project types, associated supervision items, project names, and the like. Wherein the associated monitoring item is selected from the monitoring outline system library.

The quality inspection and acceptance management module 23 is used for realizing the on-line reporting of data such as quality inspection and acceptance, engineering photos and the like by an inspection staff, controlling and managing the authority of downloading and viewing of accessories, inputting parameters such as inspection and acceptance time, inspection and acceptance person, inspection and acceptance result (whether qualified or not), photos, inspection and acceptance list electronic version and the like into a system, outputting project process quality control records to terminal equipment, a database or other modules, and generating image progress and engineering monthly report through the inspection and acceptance result. The service form field comprises: project name, evaluation item, completion date, attachment, completion status, whether qualified, fill-in person, completion date, current completion status, completion percentage, total length of line (kilometer), total length of road (kilometer), electrical engineering percentage, civil engineering percentage, fan number, etc., and a detailed list including parts of road, fan foundation, fan installation, booster station, current collection line, opposite terminal station, outgoing line, fan debugging, etc. Wherein the completion status selectable items include two states of completed checked-in and completed to-be-checked-in; when a project is newly built, the system generates a project quality evaluation system tree according to conditions selected in the basic information of the user; the unit projects are different, and the related list is different from the form; and providing a closed-loop reminding function, completing nodes which do not upload the report list for more than 30 days, and reminding related personnel to upload the report list in time. And reminding the completed milestone node.

The quality problem management module 24 is used for providing unqualified reasons and treatment measures for unqualified inspection items by the inspection staff, reporting the unqualified reasons and treatment measures to the owner staff through the system, realizing the quality problem management of the inspection engineering, and carrying out on-line filling management and control, and timely recording and tracking the found problems. The main fields of the service form comprise: project name, regional company, fan number, test item, discovery date, description of problem, process, result of process, person filled in, photo of problem, photo after process, etc. When the processing result in the service form submitted to the module is to be closed, the problem record is pushed to the owner in the form of a message.

The quality problem statistics module 25 is used for counting and displaying each data in the service form submitted by the quality problem management module, and performing multi-dimensional statistical analysis on the problems. The quality problem of supervision engineering is realized, and management and control are filled and reported on line. And carrying out classified summarization statistics on quality problems found by a supervision unit. Wherein the dimension of the statistics comprises: summary of item classification by item name, check batch, etc., each set of data can be traced back to the original data table at commit time by jumping or interlinking.

The quality monitoring comparison module 26 is used for comparing the results of the same evaluation items by the monitoring staff and the monitoring staff, namely, comparing and analyzing the acceptance conclusion of the monitoring party and the monitoring party for the same evaluation item in the project. In one embodiment, as shown in FIG. 8, the module provides an interface for analytical comparison.

Embodiments of a supervision and management Module

As shown in fig. 6, the supervision and management module 30 includes two secondary service modules: the interactive modules such as the supervision outline system module 31, the project supervision system module 32, the basic condition checking module 33, the product checking module 34, the process checking module 35, the supervision problem recording module 36 and the like are accessed by front-end equipment and are used for leading in the supervision management process aiming at the verification items of key procedures and special processes by means of the system, namely binding the verification items to the key verification items, and the supervision personnel carry out standardized supervision checking operation by using the front-end equipment such as mobile terminal equipment, PC (personal computer) end equipment and the like. The following is a detailed functional description of the various modules to be understood by those skilled in the art.

The supervision outline system module 31 is configured to complete the information contained in the quality inspection and evaluation system library offline according to each project supervision outline, and then enter the information into the system to establish the supervision outline system library, and only the system administrator maintains the information. The business form field that it creates the check item includes at least: check type, check item name, ratio, check requirement, specification or standard, associated check item, etc. The selectable items of the checking type comprise three types of basic condition checking, product checking and construction process checking, and the associated checking and evaluating items are used for selecting the checking and evaluating items in the quality checking and evaluating system library associated with the checking items.

Project supervision system module 32 is configured to be used for a supervision personnel of a project to establish a supervision system suitable for the project according to the supervision outline system library, that is, each supervision personnel maintains the supervision task under the project, that is, the inspection item, on the basis of the unified supervision system provided by the supervision outline system module. The service form field comprises: check type, check item, ratio, check requirement, specification or standard, BV, remark, associated check item, item name, regional company name, etc. When the project is newly built and the supervision is selected, the system generates a project supervision system according to the supervision system library.

The basic condition checking module 33 is used for checking technical files, quality files, tool checking reports, special operation personnel qualification and operation machinery qualification submitted by construction units by a supervision staff, and inputting checking results whether the checking results are qualified or not by the supervision staff. The main fields of the service form comprise: project name, regional company, construction unit, prisoner, inspection project, rate, inspection requirement, standard or specification, BV, inspection result, case description, attachment, inspection time, inspector, etc. When a project is newly established and a fan foundation supervision unit is selected, the system automatically generates a basic condition auditing template according to the supervision outline template.

The product checking module 34 is configured to perform necessary physical checking on the product quality by the prisoner for the unit projects included in the monitoring range according to the rule, and fill in relevant product checking records, and the product checking modes are classified into full-scale checking and sampling checking. The main fields of the service form comprise: project name, regional company, construction unit, prisoner, inspection project, rate, inspection requirement, standard or specification, BV, inspection result, case description, attachment, inspection time, inspector, etc. When a project is newly built and a fan foundation supervision unit is selected, the system automatically generates a product auditing template according to the supervision outline template.

The process checking module 35 is used for the prisoner to check the unit projects in the monitoring range according to the regulations and fill in the relevant process checking records. The product checking mode is divided into full-number checking and sampling checking. The main fields of the service form comprise: project name, regional company, construction unit, prisoner, inspection project, rate, inspection requirement, standard or specification, BV, inspection result, case description, attachment, inspection time, inspector, etc. When a project is newly built and a fan foundation supervision unit is selected, the system automatically generates a process audit template according to the supervision outline template; at the same time, a closed-loop reminding function is provided, and the report table is not uploaded after the completion for more than 30 days NodeReminding related personnel to upload the report table in time.

The monitoring problem recording module 36 is configured to enable a monitoring person to check the unit projects in the monitoring range according to the monitoring outline, and timely record and track the found problems, i.e. record the found problems during the process of checking, and report the record to the owner. The main fields of the service form comprise: project name, regional company, fan number, inspection project, discovery date, description of problem, process, result of process, person filled in, photograph of problem, photograph after process, etc. The checking item is selected through a process checking tree, the selection item of the processing process at least comprises closed and to-be-processed, and when the processing result is to-be-closed, the problem record is pushed to the owner in the form of a message.

Based on the data structure and the business flow provided in this embodiment, some other embodiments of the supervision and management module may include an acceptance handover module, which is configured to check the acceptance handover record according to the completion handover application for the unit project that is brought into the supervision and manufacture scope, that is, to meet the uploading requirement of the supervision and manufacture personnel on the material of the staged acceptance result, including electronic version acceptance sheets, process photos, and so on. The main fields of the service form comprise: project name, regional company, construction unit, prisoner, inspection project, rate, inspection requirement, standard or specification, BV, inspection result, case description, attachment, inspection time, inspector, etc. When a project is newly built and a fan foundation supervision unit is selected, the system automatically generates a process audit template according to the supervision outline template.

Based on the data structure and the business flow provided in this embodiment, some other embodiments of the supervision management module may include a supervision report module, which is used for the supervision personnel to upload the supervision report of the project company periodically every week, where the system performs authority control and management on the downloading and viewing of the attachment, and submits the supervision report to the owner to view and manage through uploading the supervision report formatted in electronic form such as word format and xml format. The main fields of the service form comprise: project name, regional company, filler, upload date, attachment, etc.

Embodiments of a mobile interaction Module

As shown in fig. 7, the mobile interaction module 40 includes two secondary service modules: the interactive modules such as the quality report management module 41, the quality problem management module 42, the supervision and manufacture process auditing module 43, the supervision and manufacture problem management module 44, the real-time image progress module 45 and the like are accessed by front-end equipment, the mobile interaction module 40 mainly provides interaction for the mobile terminal, and the mobile terminal implements corresponding operation by remotely accessing the mobile interaction module 40. The following is a detailed functional description of the various modules to be understood by those skilled in the art.

The quality report management module 41 is used for realizing that a supervision person fills information such as engineering completion conditions, engineering photos and the like at the mobile terminal. The system has the functions of communicating with related data of a service form, filtering the project according to the user role, supporting watermark photo shooting, supporting the function of acquiring local photos, inconsistent unit engineering and different system filling forms, wherein the quality inspection management module in quality management comprises a service form.

The quality problem management module 42 is used for realizing the quality problem management of the supervision engineering by the supervision personnel, and filling management and control at the mobile terminal. The found problems are recorded and tracked in time. The quality inspection management module in the quality management comprises related data intercommunication of service forms, filtering the items according to the roles of the users, supporting watermark photo shooting and supporting the function of acquiring local photos.

And the monitoring process auditing module 43 is used for enabling a monitoring staff to fill information such as project completion conditions, project photos and the like at the mobile terminal, and the form content and the quality acceptance management module in the quality management comprise related data intercommunication of service forms.

The monitoring and manufacturing problem management module 44 is used for monitoring and manufacturing engineering quality problems by monitoring and manufacturing personnel, and filling and controlling at the mobile terminal. The discovered problems are recorded and tracked in time, and form contents are communicated with relevant data of a service form by a quality acceptance management module in quality management.

And the real-time image progress module 45 is used for automatically calculating the overall image progress of the engineering through preset quality and progress logic according to the filled quality acceptance condition, and the data of the real-time image progress module is synchronous with the image progress module in the progress management module.

Because the quality report management module 41 and the supervision personnel or the supervision personnel in the form submitted by the supervision process audit module 43 in the mobile interaction module 40 in this embodiment need to submit the site photo, the mobile interaction module 40 further includes a photographing management module, which operates on the mobile terminal, and is used for the supervision personnel to realize the engineering quality photo, positioning, capturing the date watermark, and supporting the local storage of the photographed photo; on the other hand, the method is used for monitoring personnel to realize monitoring quality photos, positioning, date watermark shooting and local storage of the shot photos.

Based on the data structure and the business flow provided by the embodiment, the embodiment of some other supervision and management modules can comprise a closed-loop reminding module, which is used for the supervision personnel to realize the progress control of the main nodes of the project on one hand, reminding the relevant personnel to upload the report and test table in time and filling out the delay reason; and on the other hand, the system is used for realizing the schedule management and control of the main nodes of the engineering by the monitoring staff, and realizing the system overtime reminding, for example, after the completion of filling, the report and test table is not uploaded for 30 days, the system pushes information, reminds a user to prompt the uploading and test table, and fills out the delay reason.

Operation method embodiment of System manager

By way of illustration, the following describes the operation of the system in terms of the principal business processes of the owner:

after the system is deployed or other situations requiring data modification, a quality inspection system library is created or modified through the standard inspection system module 21, and a supervision outline system library is created or modified through the supervision outline system module 31.

Operating the system to endow access rights to each module for the login role subclasses of the same type or different types, such as checking all information of project engineering by project departments in owners and checking all project engineering information by project departments of the owners; the system controls the range of viewing information through personnel rights.

Method of operation of owner personnel

By way of illustration, the working principle of the system will be described below in terms of the response procedure of the owner using the operating method and server of the system, these operations being generally based on the third terminal:

at the beginning of an engineering project, project basic information of the engineering project is currently created in a project basic information base through a front-end equipment or other system interface. No modification is typically done after creation.

The operation front-end equipment sends a first request to the server through the interactive interface provided by the project verification system module 22, and the server extracts and establishes a quality verification system of the project from the quality verification system library according to project basic information of the project in which the operation front-end equipment is located. Specifically, the quality inspection system can be automatically generated according to the project basic information, for example, a wind farm sharing one booster station with other electric farms does not involve the booster station, if not, the project basic information has an option of whether the workload of the booster station is involved, and if so, the quality inspection system created by the project does not include the booster station part.

The operation front-end equipment sends a fourth request to the server through the interactive interface provided by the project supervision system module 32, and the server extracts and builds a supervision outline system of the project from the supervision outline system library according to the project basic information of the project in which the operation front-end equipment is located.

In the process of proceeding the project, the front-end equipment is operated to send a third request or a sixth request to the server through the interactive interface provided by the progress management module 10 to check the progress information of the current project, such as checking all wind farm quality check records: and checking an evaluation result, a checking result and the current engineering progress. In this embodiment, the supervision and supervision requests are synchronized, so in this embodiment the third and sixth requests may be combined, but in other embodiments the quality inspection library structure is different from the supervision outline library, the third and sixth requests will obtain different return data corresponding to the unsynchronized supervision and supervision flows.

Embodiment of the operation method of the prisoner

By way of illustration, the working principle of the system will be described below in terms of the response procedure of the proctoring personnel using the operating method and the server of the system, these operations being generally based on the first terminal:

s210, starting an evaluation process according to an instruction received by the first terminal, wherein the evaluation process corresponds to a complete evaluation table, and the evaluation table comprises a plurality of evaluation items related to the evaluation extracted from a quality evaluation system of the engineering project.

S220, performing item-by-item evaluation on the target progress corresponding to each evaluation item at the construction site, sending a second request carrying evaluation result information of the evaluation item to the server through the quality-of-service management module 41 accessed by the first terminal, and storing the evaluation result information according to the second request by the server. The evaluation result information includes an evaluation result value (pass, fail, delay, etc.), an evaluation person, an evaluation time, and a problem, and when the evaluation item is marked as a key node, the evaluation result information further includes a live photo of the target progress, which is used for third party evaluation, and in some embodiments, the live photo may be analyzed by an artificial neural network to monitor compliance of the request. In some embodiments, the live photo of the key node may have a watermark, including latitude and longitude coordinates, and photographing time.

In some embodiments, the second request carries the corresponding information of the evaluation result, that is, the position information of the progress engineering, where the position information is used to plan the entry time or the entry path of the next-stage construction team, for example, in the fan hoisting sub-part engineering, the hoisting of multiple fans is involved, so that the entry time of the fan installation team needs to be planned in advance, the fan hoisting transition time is reduced, the fan hoisting operation period is reduced, the overall operation progress is further improved, and the operation cost is reduced. Firstly, setting a fan loop, the number of fan foundations and operation points in a project basic information base; then, the method comprises the steps of. In project engineering construction, acquiring the fan foundation completion time and the position information with detailed longitude and latitude through a field photo in the evaluation result information submitted by the quality test management module 41 of the mobile terminal; and finally, generating a fan hoisting operation scheme by using the server or an external program according to the number of completed fan foundations, the completion progress and the positions of the completed fan foundations, wherein the fan hoisting operation scheme comprises the entrance time of an installation team and an optimal operation path.

S230, the first terminal is used for modifying and confirming the content of the current evaluation process in the quality acceptance management module 23, and signing, scanning and uploading the evaluation list.

S240, receiving supervision and improvement comments of the owner on the problems submitted in S220 or the overtime reminding of the evaluation process sent by the server by accessing the quality problem management module 42. If the test and evaluation process is not completed for more than 30 days after an instruction is issued from the step S210, the server issues the alert.

As shown in fig. 9, after receiving the inspection requests for the foundation pit excavation and backfilling of the unit project of the fan foundation, the pile foundation project or the concrete foundation, the inspection staff performs the sub-inspection on the inspection items through the mobile terminal, photographs the key nodes, returns to the office to integrate the information, monitors the whole process by the project part as the owner, and sends an inspection and correction command to the inspection staff when one inspection item is unqualified, and the inspection staff re-inspects the inspection items. The object of the processing of the mobile terminal is an evaluation verification record, the node corresponding to the evaluation verification system library is recorded by a supervisor after the node is completed, and the recording is completed at the mobile terminal; the three branches of the inspection and acceptance results processed by the supervision personnel, namely the inspection and acceptance results, are input at the mobile terminal, if the materials are uploaded in a qualified mode, if the materials are filled in a disqualified mode, if the materials are to be inspected, namely the inspection items are bound, the inspection results are input after inspection; if one test record is qualified, uploading the material is needed; if the test result is unqualified, the problem reason must be filled in; the material uploading expiration reminding is automatically generated by the system, and the generation basis is set when the quality inspection system library is maintained according to the acceptance time and the limit time of the material uploading, such as 3 days or 30 days; after data is input, the mobile terminal data can be automatically uploaded to a server side when a network exists; the submission is completed by a prisoner, and the server distributes the submission information to other login terminals, for example, owners such as business and engineering departments can check the submission information.

Operation method embodiment of personnel monitoring

By way of illustration, the working principle of the system will be described below in terms of the response procedure of the monitoring person using the operating method and the server of the system, these operations being generally based on the second terminal:

s310, starting a checking process according to an instruction received by the second terminal, wherein the checking process corresponds to a complete checking list, and the checking list comprises a plurality of checking items related to the current checking extracted from the supervision outline system of the engineering item. The test items corresponding to the different test and evaluation items comprise: basic conditions, products, construction processes, etc., and field information or contents thereof are maintained by the basic condition checking module 33, the product checking module 34, and the process checking module 35, respectively. In some embodiments, the base condition is to list the project start-up base bill of materials and whether it is acceptable.

S320, carrying out item division inspection on the target progress corresponding to each inspection item at the construction site, sending a fifth request carrying inspection result information of the inspection item to a server through a supervision process auditing module 43 accessed by the second terminal, and storing the inspection result information according to the fifth request by the server. The inspection result information includes basic conditions of the target progress, inspection result values (qualification, disqualification, delay, etc.), inspectors, inspection time and existing problems, and when the inspection item is marked as a key node, the inspection result information also includes a live photo of the target progress, which is used for third party evaluation, and in some specific embodiments, the live photo can be analyzed through an artificial neural network to monitor compliance of the request. In some embodiments, the live photo of the key node may have a watermark, including latitude and longitude coordinates, and photographing time.

S330, the second terminal respectively confirms the content of the current checking process through modification in the basic condition checking module 33, the product checking module 34 and the process checking module 35, and signs, scans and uploads the checking list.

S340, by accessing the supervision and construction problem management module 44, supervision and construction improvement comments of the owner on the existing problems submitted in S320 or the inspection process out-of-date reminding sent by the server are received. If the inspection process is not completed more than 30 days after an instruction to start an inspection process is issued from S310, the server issues the above-mentioned reminder.

Multiple embodiments of quality assessment and progress calculation

As shown in fig. 11 to 15, in the specific embodiment of progress calculation of a plurality of unit projects, the server calculates and returns progress information of each unit project of the project according to the third request and the evaluation result information, where the progress information is respectively: the wind power generation station comprises a road construction part, a wind power station part, a booster station part, a collector line part and a delivery line part, which are all realized through the following calculation flow:

s410, setting key node characteristics of the project in a project basic information base, and marking a designated evaluation item as a key node when the server creates a quality evaluation system of the project. If 10 fans are all contained, the table boundary of the impeller hoisting evaluation items of each fan is taken as a key node, the evaluation items are accepted, the fan installation sub-project is recorded to be completed, and the impeller hoisting evaluation items of the 1 st fan are marked as milestone nodes.

The milestone node of the embodiment is a primary planning node of progress information, is a large node of progress information of the whole engineering project, and has six total nodes: 1. project start, 2, all pouring of fan foundation 3, first fan hoist and mount 4, booster station electrified 5, first fan grid-connected power generation 6, all fan grid-connected power generation. For evaluating the progress information, in some embodiments, a lower level two-level planning node of each one-level plan may be set in the progress information, and further, each two-level planning node may have a plurality of three-level planning nodes according to the requirement of granularity of the progress information. These planning nodes each become milestone nodes and are marked as completion of the planning schedule after triggered by completion events of their critical nodes.

The key nodes are the key evaluation items in the evaluation system library, and the nodes for counting the engineering progress are used for associating the evaluation items. That is, each milestone node corresponds to a key node, each key node corresponds to an inspection item, and the validity of the inspection item provided with the inspection item is determined by the conclusion of the inspection item. However, the above logical inversion is not true, i.e., only the specified verification terms correspond to the key nodes, and only the specified key nodes correspond to the milestone nodes.

And S420, inputting relevant data at the quality inspection node, generating a supervision record, and maintaining by a supervision personnel.

S430, according to the supervision records and the set progress calculation formula, the progress information of each unit project is obtained.

S440, judging whether the project is a milestone node, wherein the milestone node is fixed and is uniformly arranged when the project is erected, and the whole project construction process is kept unchanged.

S450, outputting the engineering month report.

In some embodiments in which the prison-manufacture management module 30 participates in the progress calculation, the calculation method of each unit project is different in that the validity of each inspection result information is determined by the inspection result information of the corresponding inspection item, the inspection result of the key node must be qualified by man under approval of the inspection result information, and the workload weight ratio of the inspection item is marked as valid.

Examples of evaluation of test results or test results by live photographs

And establishing a wind power plant quality inspection image model based on a deep machine learning image recognition algorithm, automatically recognizing and extracting each item engineering procedure image in the whole wind power plant construction process, and automatically verifying the matching degree of the photographed image and the inspection item by the system. The machine learning image recognition is based on image content, the machine learning starts from image data, bottom image features are extracted from the data, then the relation between the bottom features and high-level image semantics is established through a machine learning algorithm, and then the image recognition is realized. In the process of identifying the object by the algorithm model, a convolutional neural network CNN is adopted to identify the picture, the identification effect is improved by improving the color contrast and reducing the threshold value, the actual demand of identification is considered, a parameter setting module is arranged, a data set for training and optimizing the CNN is provided, the function of updating the data set is provided, the performance of the CNN network is improved, the data set of the CNN is acquired to carry out CNN training, and the capability of improving the CNN network based on the data set by a user is further enhanced, so that the identification of the wind power generation field is realized. In some specific embodiments, firstly, a wind power plant quality inspection image model is created by using CNN and pictures acquired by each sub-project, the model can be understood as a model set formed by each model, and whether the process indicated by the image is qualified is judged by calling a process indication parameter carrying the picture. In other embodiments, only the image is directly given, and the model can determine the process in which the image is located and continue to determine whether it is appropriate.

A wind power plant progress planning system is established based on a BP neural network model, 30 wind power plant actual engineering quantities and influence factors are used as input layers, a linear activation function is adopted, the relation between input items and output items is automatically found out through the self-adaption capacity and learning capacity of the BP neural network model, and finally calculation of standard engineering quantities of each unit engineering of the wind power plant is achieved, the data are used as denominators, the actual completion engineering quantities are used as molecules, so that overall engineering progress is calculated.

As an example, the present embodiment also provides an applicable image processing method for establishing a wind farm quality evaluation image model, and evaluating the degree of completion of the evaluation item by submitting a photograph to the relevant module. The method comprises the following steps.

S510, image data extraction: the picture is processed through OpenCV, firstly, the picture is subjected to gray processing, then is converted into a two-dimensional array readable by a computer, and the array corresponding to each picture is marked.

S520, processing the image data, extracting main features by adopting secondary convolution and two-layer pooling, and summarizing all the sub-features through a full-connection layer. After full connection, sort with softmax and define loss.

Specifically, the present step may include the following steps.

S521 defining a convolution layer

convolution(inputs, num_outputs, kernel_size, stride=1, padding='', data_format=None, rate=1, activation_fn=nn.relu, normalizer_fn=None, normalizer_params=None, weights_initializer=initializers.xavier_initializer(), weights_regularizer=None, biases_initializer=init_ops.zeros_initializer, biases_regularizer=None, reuse=None, variables_collections=None, outputs_collections=None, trainable=True, scope=None)

Wherein,

specify inputs: inputting a variable n+2-dimensional Tensor;

num_outputs: the number of extracted features is set to 10;

kernel_size: size of convolution kernel [10,10]

scope: step length is set to 1

packing: the character string format is SAME

data_format: two-dimensional data: "NHWC" (default) and "NCHW".

S522, define pooling layer

max_pool2d(inputs, kernel_size, stride=2, padding=’VALID’, data_format=DATA_FORMAT_NHWC, outputs_collections=None, scope=None)

Wherein,

inputs, output of convolution;

kernel_size: [10,10]；

stride：2；

packing: set to VALID;

data_format, two-dimensional data: "NHWC" (default) and "NCHW".

S523, defining loss, error rate of allowable error 20

tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(labels=y_, logits=prediction))

The parameters not described in steps S521 to S523 are described in the development manual such as TensorFlow, and those skilled in the art can select other machine learning frameworks with open source or closed source to implement.

And S530, AI training, wherein the AI training can be practically applied when the prediction accuracy reaches 80%.

Based on the above embodiments and specific embodiments, a person skilled in the art can clearly understand that the outstanding technical features of the present invention are: the first aspect provides a technical scheme of quality control, wherein each item of engineering quality inspection table and key node photo; the quality inspection system library is a standard general system established according to various wind power plant inspection systems, each project can select proper inspection items according to the project characteristics of the project, and key nodes are specified when the three-dimensional system library is established.

The second aspect provides a technical scheme for problem classification summarization, supervision and supervision process control comparison; when the supervision is used for creating a responsible project supervision system, the quality verification items are de-associated, and compared with the compared supervision and supervision check results to see whether supervision and supervision check comments are consistent or not. The output is a process control alignment table including alignment items, inspection results (whether qualified) providing a view of the detailed inspection results of the alignment items.

The third aspect provides a technical scheme for realizing progress control by including a milestone node out-of-date early warning and a quality report material out-of-date non-uploading early warning. Making early warning rules for each node, for common inspection items, including an inspection item and a test item, the inspection result can be obtained at the time, the materials need to be uploaded within 3 days, for special inspection items, such as concrete, related institutions need to be reported to inspect the concrete, and the inspection period is 28 days, and the materials need to be uploaded within 30 days; and prompting if the time exceeds the non-uploading time, and filling out a delay reason.

It will be appreciated by those skilled in the art that embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.

The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flowchart illustrations and/or block diagrams, and combinations of flows and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.

These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.

These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.

While preferred embodiments of the present invention have been described, additional variations and modifications in those embodiments may occur to those skilled in the art once they learn of the basic inventive concepts. It is therefore intended that the following claims be interpreted as including the preferred embodiments and all such alterations and modifications as fall within the scope of the invention.

It will be apparent to those skilled in the art that various modifications and variations can be made to the embodiments of the present invention without departing from the spirit or scope of the embodiments of the invention. Thus, if such modifications and variations of the embodiments of the present invention fall within the scope of the claims and the equivalents thereof, the present invention is also intended to include such modifications and variations.

Claims

1. The utility model provides a wind farm engineering quality overall process management system, includes server and front end equipment, its characterized in that:

The server is used for storing a quality evaluation system library, creating and storing a quality evaluation system of an engineering project according to a first request, storing one or more pieces of evaluation result information of each evaluation item in the quality evaluation system according to a second request, and calculating and returning progress information of the engineering project according to a third request and the evaluation result information; the front-end equipment is used for sending the first request, the second request or the third request, and receiving and displaying return data corresponding to the sending request; the progress of a unit project in the progress information is expressed as the sum of the products of the completion degree of each evaluation item under the unit project and the progress weight of the evaluation item;

the server is used for storing a supervision outline system library, creating and storing a supervision outline system of the engineering project according to a fourth request, storing one or more pieces of inspection result information of each inspection item in the supervision outline system according to a fifth request, and sending the progress information of the engineering project according to a sixth request; the front-end equipment is used for sending the fourth request, the fifth request or the sixth request, and receiving and displaying return data corresponding to the sending request; one of the test items corresponds to one of the evaluation items; the validity of the test result information of the test item with the corresponding test item is determined by the test result information of the corresponding test item; the supervision outline system library adopts a tree structure with the same level as the quality inspection system library to store all inspection items related to a plurality of engineering items in a classified manner; each test item under each unit project is specified in batches by an owner from the test items in the quality test and evaluation system library; selectable items of the checking type of the checking item comprise three types of basic condition checking, product checking and construction process checking;

The second request sent by the front-end equipment carries the position information of the corresponding object of the evaluation result information, and the position information is used for planning the entrance time or the entrance path of the next-stage construction team; the front-end equipment comprises a first terminal for submitting and acquiring supervision data to the server, a second terminal for submitting and acquiring supervision data to the server and a third terminal for acquiring the current project progress and project quality from the server;

wherein,

the wind farm engineering quality whole process management system executes a wind farm engineering quality whole process management method through computing equipment, and the wind farm engineering quality whole process management method comprises the following steps:

establishing a quality inspection system library according to construction quality standards; extracting a quality evaluation system of an engineering project from a quality evaluation system library according to an evaluation item included in the project, and setting progress weight for each evaluation item; storing the evaluation result information submitted by the supervision personnel each time; calculating progress information of the engineering project according to the evaluation result information;

establishing a supervision outline system library according to the supervision outline; extracting a supervision outline system of the engineering project from a supervision outline system library according to the inspection items included in the engineering project; storing the checking result information submitted by the monitoring personnel each time;

The inspection and evaluation result information submitted by the supervision personnel each time comprises position information of a corresponding object, and the entry time or the entry path of the next-stage construction team is planned through the position information;

step S110, selecting an intermediate classification layer of a quality inspection system library from a project basic information library as a division basis, and dividing weights according to the workload of nodes included in the quality inspection system of the project in the layer;

step S120, setting whether a sub-project to which the milestone node belongs is completed or not according to the evaluation result of the supervisors on the milestone node, and if the sub-project is completed, counting the progress of a workload;

2. A mobile terminal comprising a processor adapted to implement instructions and a storage device adapted to store the instructions, wherein the instructions are adapted to be loaded and executed by the processor: the return data corresponding to the transmission request including the second request transmitted to the server according to claim 1 or the fifth request transmitted to the server according to claim 1 is received and displayed.

3. A mobile terminal comprising a processor adapted to implement instructions and a storage device adapted to store the instructions, wherein the instructions are adapted to be loaded and executed by the processor: the second request is sent to the server of claim 1, and the return data corresponding to the sending request is received and displayed.

4. A computer readable storage medium comprising a memory, characterized by: the memory stores a quality inspection system library for implementing the wind farm engineering quality overall process management method of claim 1, or stores a supervision outline system library for implementing the wind farm engineering quality overall process management method of claim 1.

5. A computer readable storage medium comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, characterized by: the processor, when executing the computer program, implements the method for managing the overall process of wind farm engineering quality according to claim 1.