CN-120634253-B - Omnibearing safety protection and fault early warning system for cooling tower
Abstract
The invention relates to the technical field of industrial management, in particular to an omnibearing safety protection and fault early warning system of a cooling tower, which comprises an acoustic-chemical data acquisition module, a corrosion risk identification module, a responsibility node matching module, a cross responsibility identification and optimal response path generation module, a responsibility coverage conflict degree judgment module and a task scheduling module, wherein the acoustic-chemical data acquisition module acquires an acoustic-chemical data set, the corrosion risk identification module establishes an acoustic-chemical coupling model to carry out corrosion risk assessment on a target area and output space positioning information, the responsibility node matching module automatically matches responsibility nodes and constructs an initial association relation of the corrosion point and the responsibility nodes, the cross responsibility identification and optimal response path generation module calculates responsibility coverage conflict degree of each responsibility node by using a responsibility coverage conflict measurement model and judges whether cross nodes exist or not, the comprehensive scheduling scoring model is constructed if the cross nodes exist, an optimal response path is generated based on task response time delay, load balancing indexes and node priority weights, and the task scheduling module distributes maintenance tasks to the corresponding responsibility nodes according to the optimal response path to carry out hierarchical collaborative response management.
Inventors
- LIN SHUANGYUN
- WANG LIANG
- ZHANG JIAN
Assignees
- 南京欧世德机电科技发展有限公司
Dates
- Publication Date
- 20260512
- Application Date
- 20250606
Claims (7)
- 1. An all-round safety protection of cooling tower and trouble early warning system, characterized by comprising: The system comprises an acoustic-chemical data acquisition module, a cooling tower and a cooling system, wherein the acoustic-chemical data acquisition module is used for acquiring an acoustic-chemical data set in the operation process of the cooling tower, and the acoustic-chemical data set comprises vibration noise spectrum data and chemical parameter data; the corrosion risk identification module is used for establishing an acoustic-chemical coupling model based on the acoustic-chemical data set, evaluating the corrosion risk of the target area and outputting corresponding space positioning information; the responsibility node matching module is used for automatically matching responsibility nodes based on corrosion risk and space positioning information and constructing an initial association relation of corrosion points and responsibility nodes; The system comprises a cross responsibility identification and optimal response path generation module, a comprehensive dispatching scoring module, a load balancing index and a node priority weight, wherein the cross responsibility identification and optimal response path generation module is used for calculating the responsibility coverage conflict degree of each responsibility node by utilizing a responsibility coverage conflict measurement model according to the initial association relation of corrosion points and responsibility nodes and judging whether cross nodes exist; and the task scheduling module is used for distributing maintenance tasks to corresponding responsible nodes according to the optimal response path and carrying out hierarchical collaborative response management.
- 2. The system of claim 1, wherein the acoustic-chemical data set comprises vibration noise spectrum data and chemical parameter data; The vibration noise spectrum data comprise vibration signals and acoustic signals of different frequency bands in the operation process of the cooling tower, and the chemical parameter data comprise Cl - ion concentration, SO 4 2- ion concentration, pH value, conductivity and dissolved oxygen content in the water body.
- 3. The system for omnibearing safety protection and fault pre-warning of cooling tower according to claim 1, wherein the acoustic-chemical coupling model comprises an acoustic feature extraction layer, a chemical feature mapping layer, a multi-mode feature fusion layer and a spatial positioning and risk assessment output layer; The system comprises an acoustic feature extraction layer, a chemical feature mapping layer, a multi-mode feature fusion layer, a spatial positioning and risk assessment output layer, a cooling tower dividing into N target areas, and a corrosion risk assessment layer for the comprehensive feature vectors of all the target areas through a pre-trained multi-layer neural network, wherein the acoustic feature extraction layer is used for carrying out frequency domain analysis on vibration noise spectrum data to extract acoustic feature vectors, the chemical feature mapping layer is used for calculating corrosion factors based on chemical parameter data to obtain chemical feature vectors, and establishing a nonlinear mapping relation between the chemical parameter data and the corrosion factors, the multi-mode feature fusion layer is used for fusing the acoustic feature vectors and the chemical feature vectors to generate comprehensive corrosion risk feature vectors, and the cooling tower dividing into N target areas, and outputting corrosion risk levels and corresponding spatial positioning information of the N target areas.
- 4. The system for omnibearing safety protection and fault pre-warning of cooling tower according to claim 1, wherein the process of constructing an initial association relation of corrosion point-responsibility node is as follows: The method comprises the steps of establishing a region-responsibility mapping rule base, setting M responsibility nodes for N target regions of a cooling tower, wherein the responsibility nodes comprise professional field identifications, skill levels, equipment configuration and personnel number attributes, automatically matching corresponding responsibility nodes in preset region-responsibility mapping rules by utilizing an automatic matching algorithm based on corrosion risk points of each target region, calculating response priority weights according to the risk levels, obtaining the corrosion risk points according to the corrosion risk levels and space positioning information, and constructing a correlation matrix according to the unique corrosion point identifications, the target regions, the responsibility node identifications, the corrosion risk levels, the space positioning information, the response priorities and predicted processing time to obtain initial correlation of the corrosion points and the responsibility nodes.
- 5. The system for comprehensively protecting and warning faults of a cooling tower according to claim 1 is characterized in that the responsibility coverage conflict measurement model comprises a space overlapping degree calculation layer, a time conflict degree analysis layer, a resource competition degree evaluation layer and a comprehensive conflict measurement layer; The system comprises a space overlapping degree calculation layer, a time conflict degree analysis layer, a resource competition degree evaluation layer and a comprehensive conflict measurement layer, wherein the space overlapping degree calculation layer is used for calculating the duty coverage overlapping area proportion of corrosion risk points of different duty nodes in the same target area based on an initial association relation of corrosion points and duty nodes to obtain space overlapping degree, the time conflict degree analysis layer is used for calculating time conflict probability based on task execution time windows of all the duty nodes and expected processing time in the initial association relation of the corrosion points and the duty nodes to obtain time conflict degree, the resource competition degree evaluation layer is used for analyzing the demand conflict degree of different duty nodes for the same maintenance resource, equipment configuration and personnel allocation to obtain resource competition degree, and the comprehensive conflict measurement layer is used for synthesizing the space overlapping degree, the time conflict degree and the resource competition degree to obtain the duty coverage conflict degree and judging whether cross nodes exist according to a duty coverage conflict threshold.
- 6. The system for comprehensively protecting and warning faults of a cooling tower according to claim 1 is characterized in that the comprehensive scheduling scoring model comprises a task response time delay evaluation layer, a load balancing calculation layer, a node priority weight distribution layer and a path efficiency optimization layer; the system comprises a task response delay evaluation layer, a load balancing calculation layer, a node priority weight distribution layer, a path efficiency optimization layer and a target area generation and execution sequence, wherein the task response delay evaluation layer predicts the task response time of each responsible node based on historical execution data and the length of a current task queue and combines the predicted processing time in the initial association relation of a corrosion point and the responsible node to calculate the task response delay, the load balancing calculation layer monitors the current work load rate of each responsible node in real time and calculates a load balancing index in combination with the distribution condition of the corrosion risk level of the target area, the node priority weight distribution layer distributes priority weights according to the professional capacity, equipment configuration and personnel number attribute of the responsible node and the corrosion risk level of each target area, and the path efficiency optimization layer comprehensively considers the task response delay, the load balancing index and the priority weights to generate an optimal response path and an execution sequence aiming at the target area with the cross node.
- 7. The system for omnibearing safety protection and fault pre-warning of cooling tower according to claim 1, wherein said hierarchical cooperative response management process comprises: The method comprises the steps of providing a maintenance task, classifying the emergency degree of the maintenance task according to the corrosion risk level of each target area, pushing the maintenance task to a corresponding responsibility node by utilizing the optimal response path according to the emergency degree of the maintenance task in a classified manner according to the emergency degree of the maintenance task, the corrosion risk level and the responsibility node priority, automatically generating an execution scheduling list, providing the functions of receiving receipt confirmation, processing progress feedback and completion state updating of the maintenance task, tracking and recording the whole execution process of the maintenance task, and realizing closed-loop management of the maintenance task.
Description
Omnibearing safety protection and fault early warning system for cooling tower Technical Field The invention relates to the technical field of industrial management, in particular to an omnibearing safety protection and fault early warning system of a cooling tower. Background In a large industrial production scenario, cooling towers are typically distributed over multiple production links, as one of the energy-intensive facilities, whose operational stability has an indirect but significant impact on the overall operational efficiency of the enterprise. Due to long operation time and high environmental exposure, the cooling tower body and the auxiliary structure have the problems of corrosion, aging, material fatigue and the like, and periodic monitoring and maintenance management are needed across departments. At present, an enterprise usually adopts local monitoring equipment (such as noise, vibration and water quality recorder) to collect cooling tower operation data, but the data are in a state of scattered storage and passive analysis at a system level, so that the data are difficult to be effectively integrated into an industrial data management platform of the enterprise, and task decision and response coordination of cross departments cannot be efficiently supported. In addition, in the actual management process, the task of disposing the hidden trouble of corrosion of the cooling tower often involves a plurality of responsibility bodies such as operation, equipment, water treatment, exterior Bao Weibao and the like. Due to the lack of a complete responsibility identification-conflict judgment-task allocation mechanism, management bottlenecks are very easy to generate, responsibility crossover is unknown, the same hidden danger area is repeatedly responded or mutually pushed by a plurality of departments to cause task conflict or handle vacuum, a scheduling mechanism is rigidified, dynamic optimization paths based on risk grades, resource availability and task association degree are lack, resource mismatch and response delay are easy to cause, data utilization efficiency is low, acoustic, water quality and other data are only used for equipment state judgment, task triggering and responsibility decision basis of an organization level cannot be raised, and intelligent closed loop of the whole flow is difficult to realize. Although some industrial systems have deployed operation and maintenance platforms or maintenance work order systems, most of the industrial systems still stay in static order assignment and manual auditing stages, and task conflict analysis, priority calculation and resource collaborative allocation facing to 'corrosion risk+multi-responsibility nodes' are not realized yet. Therefore, it is needed to construct a multi-element cooperative mechanism based on intelligent analysis of industrial data to realize responsibility allocation, conflict identification and task optimization scheduling of corrosion early warning, and provide a dynamically controllable and interpretable management scheme for industrial organizations. Therefore, an omnibearing safety protection and fault early warning system for the cooling tower is provided. Disclosure of Invention The invention aims to provide an omnibearing safety protection and fault early warning system for a cooling tower, which is used for realizing dynamic hierarchical management of corrosion information, collision recognition of responsible nodes and self-adaptive scheduling of response tasks, so as to promote industrial data management to be changed from 'perceived island' to 'closed loop control'. The system comprises an acoustic-chemical data acquisition module for acquiring an acoustic-chemical data set, a corrosion risk identification module for establishing an acoustic-chemical coupling model, performing corrosion risk assessment on a target area and outputting space positioning information, a responsibility node matching module for automatically matching responsibility nodes and constructing an initial association relation of the corrosion point and the responsibility node, a cross responsibility identification and optimal response path generation module for calculating responsibility coverage conflict degree of each responsibility node by using a responsibility coverage conflict measurement model and judging whether cross nodes exist or not, a comprehensive scheduling scoring model constructed if the cross nodes exist, generating an optimal response path based on task response time delay, load balance indexes and node priority weights, and a task scheduling module for distributing maintenance tasks to the corresponding responsibility nodes according to the optimal response path in a priority order for hierarchical collaborative response management. In order to achieve the above purpose, the present invention provides the following technical solutions: an omnibearing safety protection and fault early warning system of a cooling to