WO2021259009A1 - Operation scheduling method and apparatus for deep sewage drainage tunnel, and computer device - Google Patents

Operation scheduling method and apparatus for deep sewage drainage tunnel, and computer device Download PDF

Info

Publication number
WO2021259009A1
WO2021259009A1 PCT/CN2021/097378 CN2021097378W WO2021259009A1 WO 2021259009 A1 WO2021259009 A1 WO 2021259009A1 CN 2021097378 W CN2021097378 W CN 2021097378W WO 2021259009 A1 WO2021259009 A1 WO 2021259009A1
Authority
WO
WIPO (PCT)
Prior art keywords
real
scheduling
model
data
time
Prior art date
Application number
PCT/CN2021/097378
Other languages
French (fr)
Chinese (zh)
Inventor
周艳
霍培书
汤丁丁
赵皇
湛德
陈燕平
郑碧娟
夏云峰
Original Assignee
中建三局绿色产业投资有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 中建三局绿色产业投资有限公司 filed Critical 中建三局绿色产业投资有限公司
Publication of WO2021259009A1 publication Critical patent/WO2021259009A1/en
Priority to ZA2022/09839A priority Critical patent/ZA202209839B/en

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2477Temporal data queries
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation

Definitions

  • the invention relates to the technical fields of water supply and drainage and computer technology, in particular to a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel.
  • the deep sewage drainage tunnel mainly realizes the connection between the sewage overflow outlet and the sewage treatment plant station; because the deep sewage drainage tunnel needs to coordinate many government units, pumping stations, gates, and water supply units in the daily management, its dispatching operation system will be directly Affect the normal use of deep sewage drainage tunnels.
  • the operation scheduling of the deep sewage drainage tunnel system is different from the operation scheduling of the conventional pipe network. It is buried deep underground, and needs to take into account both shallow drainage facilities and deep drainage facilities. It is difficult to manage and complex to operate. Therefore, the design is reasonable.
  • the dispatching and operation method is extremely important for the efficient use of deep sewage drainage tunnels.
  • the operation scheduling system of the conventional drainage system is mostly based on information collection, display and manual decision-making.
  • Most models are evaluated offline, lacking a smart closed-loop system of smart perception, smart model decision-making, smart control, scheduling feedback and evaluation. Therefore, based on the complexity of the deep sewage drainage and the complexity of the pipeline network status, the existing technology is difficult to perform operation scheduling of sewage treatment plants, pumping stations and other stations, and cannot solve the problem of adaptability of operation scheduling between stations.
  • the purpose of the present invention is to provide a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel.
  • the real-time data is simulated to generate the scheduling decision model and the scheduling plan; and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling plan is calibrated according to the operation result.
  • Real-time dispatch of each terminal to solve the complicated problem of dispatch and operation of deep sewage drainage tunnels.
  • the present invention provides a method for dispatching and operating a deep sewage drainage tunnel, which includes the following steps:
  • model database and business database call the corresponding preset model to obtain the real-time model of the corresponding data
  • Simulating the real-time model to obtain simulation data comparing the simulation data with the real-time data, determining a control target object in the real-time data, and generating a scheduling decision model and a scheduling plan according to the control target object;
  • the scheduling scheme is sent to the terminal, and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result; the operation result is determined by the terminal according to the operation result.
  • the scheduling plan is generated.
  • the dispatching operation method of the deep sewage drainage tunnel provided by the present invention has the following beneficial effects:
  • the present invention can perform real-time detection of various operating conditions of the deep sewage drainage tunnel and its related stations, so as to generate an accurate and effective scheduling plan in time according to the changes in its operating conditions.
  • the present invention can also establish a corresponding model database by processing real-time data. Based on the preset model in the model database, a coupling model of shallow drainage system and deep drainage system can be established, and a complete decision-making and application system for deep drainage tunnel scheduling operation can be constructed, so as to generate scheduling decisions based on the comparison of simulated data and actual data. Models and scheduling schemes.
  • the present invention While sending the scheduling plan to the terminal, the present invention also receives the operation results fed back by the terminal, and calibrates the corresponding scheduling model based on this, forming a smart closed loop, thereby effectively improving the accuracy of the scheduling operation and ensuring deep drainage
  • the normal scheduling and operation of the tunnel system realizes information sharing, reduces the risk of operation scheduling, saves operation costs, and ensures the scientificity of operation scheduling.
  • the dispatching operation method of the deep sewage drainage tunnel provided by the present invention can perform real-time dispatching of each terminal, and realize smart dispatching through dispatch feedback and model calibration, so as to solve the complicated problem of the dispatching operation of the deep sewage drainage tunnel. Better application prospects and higher environmental and economic benefits.
  • the present invention also provides a scheduling operation device for a deep sewage drainage tunnel, the device comprising:
  • the data acquisition module is used to acquire the real-time data generated by the terminal and perform data processing to obtain the basic information database, model database and business database;
  • the model generation module is used to call the corresponding preset model according to the basic information database, the model database and the business database to obtain the real-time model of the corresponding data;
  • the scheduling generation module is used to simulate the real-time model to obtain simulation data, compare the simulation data with the real-time data, determine the control target object in the real-time data, and generate a schedule according to the control target object Decision model and scheduling plan;
  • the scheduling determination module is configured to send the scheduling plan to the terminal, and accept the operation result fed back by the terminal, and perform model calibration on the scheduling model corresponding to the scheduling plan according to the operation result; the operation result Generated by the terminal according to the scheduling scheme.
  • the present invention also provides a computer device, including a memory and a processor, the memory stores a computer program, and the processor implements the steps of the scheduling operation method described in the above technical solution when the computer program is executed by the processor.
  • the present invention also provides a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, the steps of the scheduling operation method described in the above technical solution are realized.
  • the dispatching operation device, computer equipment or computer-readable storage medium of the deep sewage drainage tunnel provided by the present invention can all realize the steps of the dispatching operation method of the deep sewage drainage tunnel, so as to perform real-time intelligent dispatching of each terminal to solve the problem
  • the scheduling and operation of the deep sewage drainage tunnel in the prior art is complicated, and it is difficult to form the problem of a smart closed-loop system.
  • FIG. 1 is a schematic diagram of an application scenario of a method for dispatching and operating a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • Fig. 2 is a schematic flow chart of a method for dispatching and operating a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • Fig. 3 is a schematic diagram of a dry day dispatching operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • Fig. 4 is a schematic diagram of a rainy day dispatching operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • Fig. 5 is a schematic diagram of an emergency power outage operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • FIG. 6 is a schematic block diagram of the structure of a dispatching operation device for a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • FIG. 7 is a structural diagram of a scheduling operation device of a deep sewage drainage tunnel provided by an embodiment of the present invention.
  • FIG. 8 is a schematic diagram of the internal structure of a computer device provided by an embodiment of the present invention.
  • the present invention provides a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel.
  • a dispatching operation method of a deep sewage drainage tunnel is provided, and the method can be applied to the application environment as shown in FIG. 1.
  • the terminal 101 communicates with the server 102 through the network.
  • the server 102 obtains the real-time data generated by the terminal 101 and performs data processing to obtain the basic information database, model database, and business database;
  • the server 102 calls the corresponding preset model according to the basic information database, model database and business database to obtain the corresponding Real-time model of data;
  • simulate the real-time model to obtain the simulated data compare the simulated data with the real-time data, determine the control target object in the real-time data, and generate the scheduling decision model and scheduling plan according to the control target object;
  • the server 102 will dispatch the plan
  • the operation result is sent to the terminal 101 and fed back by the terminal 101, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result, and the operation result is generated by the terminal 101 according to the scheduling scheme.
  • the terminal 101 can be, but is not limited to, various personal computers, notebook computers, smart phones, tablet computers, and portable wearable devices.
  • the server 102 can be implemented by an independent server or a server cluster composed of multiple servers.
  • the network can but It is not limited to mobile network GPRS, optical fiber link private network.
  • a scheduling operation method of a deep sewage drainage tunnel is provided. Taking the method applied to the server in FIG. 1 as an example, the method includes the following steps:
  • Step 201 Obtain real-time data generated by the terminal and perform data processing to obtain a basic information database, a model database, and a business database.
  • the real-time data includes one or more of information collection point data, rainfall monitoring data, flow monitoring data, water quality monitoring data, control data of the terminal control system, and video data of the monitoring terminal.
  • real-time data is obtained by setting up information collection and monitoring devices at each site, that is, setting up a number of terminal equipment.
  • the water level, flow, flow rate, and water quality of the pretreatment station and pumping station are monitored to ensure normal operation and scheduling; the water level and flow velocity of the shaft are monitored to ensure the safe operation of the tunnel.
  • the whole is divided into rainfall monitoring, flow monitoring, water quality monitoring, high-definition video monitoring and other information collection, valve and pump station automatic control system, data information and working condition information of each site are online through various communication networks such as wireless GPRS, optical fiber private network, etc. Transmission, providing data support for the operation and management of the deep tunnel.
  • the rainfall monitoring station adopts an automatic measurement and reporting method.
  • the monitoring station automatically completes the collection of water and rain regime information at the measuring point, and sends the collected information to the server in real time through GPRS wireless communication.
  • Flow rate monitoring can use pulsed ultrasonic flowmeter, including flow rate and flow rate monitoring, which can detect stable mud-water interface.
  • the sensor is made of PEEK material (polyether ether ketone), and the cable and interface are made of special polystyrene coating.
  • the equipment is suitable for the heterogeneous fluid condition with high suspended matter content in the water body of the deep sewage drainage tunnel.
  • Water quality monitoring is online monitoring, and the main indicators are pH, COD, total phosphorus, total nitrogen, turbidity, and oxidation-reduction potential.
  • the water quality monitoring system includes outdoor cabinets, water intake units, water distribution units, control systems, data acquisition/processing/transmission systems, automatic monitoring instruments and other auxiliary equipment.
  • the data is connected to the server through a dedicated network.
  • Each pre-processing station is its own independent control network (using local Ethernet, TCP/IP communication protocol). It can communicate with the dispatching operation center through a dedicated network.
  • the dispatching operation center can monitor the operation status of each pretreatment station and sewage treatment plant in real time, and can automatically receive the operating parameters of each subsystem.
  • Each pre-processing station is equipped with independent video to monitor and manage the safety status of their respective units and upload live video signals to the management monitoring center.
  • video surveillance the mainstream video surveillance equipment on the market is adopted, and the SDK and other development kits provided by the video manufacturer are used to realize the way to transfer the video stream to the NVR, and visually display the video information of the production site to monitor the operation of the equipment. Condition and site environment.
  • the monitored video data first enters the video stream database, and the time-stamped monitoring data such as flow rate, water quality, and rainfall enters the time series database, and then passes through data collection and preliminary cleaning.
  • the process includes data missing value compensation, outlier elimination, index calculation, etc., and then further divided into index database, real-time database, further data cleaning, processing, and integration, and finally divided into basic information database, model database and business
  • the database provides complete data service capability support for the subsequent steps, and the data generated is stored in the cloud.
  • Step 202 According to the basic information database, model database, and business database, call a corresponding preset model to obtain a real-time model of the corresponding data.
  • the preset model in this step is provided by a model database.
  • a model database Illustratively, for example, a comprehensive model of a deep tunnel is established in combination with a deep drainage system and a shallow drainage system. The model is divided into pipe network hydraulics. Model, Illinois Transient Model (ITM), deep tunnel siltation model, etc.
  • ITM Illinois Transient Model
  • deep tunnel siltation model etc.
  • the pipe network hydraulic model accumulates the measured water volume data and performs the sewage volume prediction, which can form the hydraulic curve diagram, the deep tunnel longitudinal section diagram, the pipeline load state, the water accumulation point prediction, etc., combined with the real-time model for forecasting and early warning, and gradually forming the deep tunnel
  • the flow and water level forecast and early warning system combined with recommended operating strategies, gives a comparison of recommended operating strategies, thereby assisting real-time operation scheduling.
  • the pipeline network hydraulic model construction process can be as follows: first collect basic information such as shallow drainage pipe network CAD drawings, deep drainage pipe network CAD drawings, pipeline detection data, land planning data, rainfall data, etc.; then define objects, including key drainage Districts, catchment areas, drainage pipelines, nodes, deep tunnel shafts, key facilities, etc.; then build a deep tunnel model, build a one-dimensional model of the drainage system based on the pipe network and key facility data, and then combine the geographic model with the deep tunnel drainage model Coupling, establish a two-dimensional comprehensive deep tunnel drainage system model; then establish the topological relationship, determine the attribute data, determine the flow direction and the input of the dry and rainy season data, build the model, establish a one-dimensional model of the shallow and deep drainage system coupling, and The geographic model and the one-dimensional model of the drainage system are coupled and grid-processed to build a two-dimensional comprehensive drainage system model; finally, the model is modeled through the water quantity and quality monitoring data of the pipeline network in the dry season, the production data of the land in the
  • the ITM model is used to simulate the flow patterns and water flow processes of deep sewage drainage tunnels under different working conditions. It can simulate the generation and development of swells, and can simulate the opening and closing of key gates to guide the operation and maintenance of deep tunnels. The scale of surge risk.
  • the model building process includes: collecting and processing data of deep tunnel pipelines, shafts, pumping stations, etc., simplifying the rules of pumping station simulation operation and model building.
  • the deep tunnel siltation model can be used to analyze the law of siltation development, simulate the scour schemes of different siltation degrees, and provide technical support for silt cleaning measures and operation and maintenance plans.
  • the process of establishing the deep tunnel siltation model is: constructing on the basis of the hydrodynamic model, through the geometric properties and material properties of the deep tunnel collected in the early stage, the fluid boundary of the deep tunnel, the fluid boundary of the shaft, the working condition parameters of the process equipment, and the operating conditions. Simulation calculation of parameters such as flow rate, water level, inflow SS data, prediction of deep tunnel operating conditions and solid silt distribution, and continuous verification of the prediction model through actual measured values of flowmeters embedded in the deep tunnel at specific points. Form a self-learning closed loop to continuously improve the accuracy of model prediction.
  • Step 203 Simulate the real-time model to obtain simulated data, compare the simulated data with the real-time data, determine the control target object in the real-time data, and generate a scheduling decision model and a scheduling plan according to the control target object.
  • the process of generating a scheduling scheme based on the control target object further includes: determining a target scheduling scheme corresponding to the control target object based on at least one correspondence between the control target object and the scheduling scheme.
  • control targets include the risk points and key control points of overflow and swelling of the deep tunnel dispatching operation; the types of corresponding relations include dry season dispatching mode, rainy season dispatching mode, slag removal and flushing mode, and emergency power outage dispatching operation mode .
  • this step is specifically: establishing a preliminary operation strategy based on real-time monitoring data, deep tunnel characteristics, management control requirements, etc., and then performing strategy simulation through the deep tunnel comprehensive model, and combining the simulated data with real-time monitoring
  • the data is compared to determine the overflow and surge risk points and key control points of the deep tunnel scheduling operation, and then optimize the subsystem scheduling rules and equipment operating parameters of each control point, combine the various subsystems to optimize the scheduling rules, and establish deep sewage drainage Joint optimization scheduling decision-making model of tunnels, making decision-making plans and equipment control plans.
  • Dispatching decision-making is based on historical occurrence results and pre-set decision-making goals, and initiates corresponding forecasting, early warning, and equipment control function services to realize direct or manual control of equipment.
  • Dispatching decision-making targets can be divided into overflow pollution targets, waterlogging control targets and flood discharge dispatch targets.
  • the operation scheduling mode of each mode in the above corresponding relationship specifically includes the following content:
  • the operation scheduling method is: the inlet gate of the pretreatment station is fully opened, and the number of pumps is controlled according to the change of the water level in the front pool of the pretreatment station; the grille is fully opened, and the slag removal and washing frequency are controlled according to the water level difference; The water level in the front pool of the pumping station controls the number of deep tunnel pumping stations to open.
  • the model based on the dry season operation, the model reasonably allocates the shaft flow ratio to optimize the water filling process of the deep tunnel. According to the characteristics of partial mixed flow in the catchment area, some of the sewage from the intercepted overflow pollution will be collected into the deep tunnel system after treatment and sent to the sewage treatment plant for subsequent treatment.
  • the operation scheduling method is as follows: the pretreatment station intercepts the mixed-flow sewage according to the designed flow, and the rain enters the surface rainwater system in the middle and late stages; according to the change of the water level, the number of pumps is increased, but the total instantaneous flow of the pump is not greater than the design flow in the rainy season, and the number of pumps gradually runs after the rain Reduce the design flow to the dry season; the influent is discharged through the overflow well; and through the water level, monitor the flow and velocity changes in the deep tunnel, and control the number of pumps in the deep tunnel pumping station.
  • the slag In the deslagging and flushing mode: when the inflow shaft is deslagging, the slag must be removed for each shaft separately.
  • the water level is controlled by the deep tunnel pump station. The water level of the shaft rises higher than the design water level, and the scum overflows to the scum well and passes through the scum Drain the pump or mechanical grab for removal; the reserved construction shaft can be directly removed by mechanical grab.
  • the deep tunnel monitoring process finds that the water level deviates from the design curve, it can be judged that there is silt in the deep tunnel. Through water diversion, increase the flow rate and the flow velocity in the tunnel to 1.1 ⁇ 1.3m 3 /s to ensure the flushing conditions in the tunnel until the design water level is restored So far.
  • the main scheduling method is as follows: when removing slag, it is mainly dispatched by the deep tunnel pump house; when dredging the silt, the flow needs to be increased, and the pretreatment station and the pump house need to be jointly dispatched.
  • the emergency power outage dispatching operation mode when the sewage treatment plant is out of power, the pretreatment station will operate normally, and the sewage will not enter the deep tunnel system. After pretreatment, the pump station will be lifted and discharged into the nearby water body.
  • the operation scheduling method is as follows: the sewage treatment plant is operating normally, the sewage volume inside the deep tunnel is reduced, and water replenishment measures should be considered when the power outage is longer; the pretreatment station will not operate during the power outage, and the sewage will pass in front of the grid and enter the nearby water body.
  • Step 204 Send the scheduling plan to the terminal, and accept the operation result fed back by the terminal, and calibrate the scheduling model corresponding to the scheduling plan according to the operation result; the operation result is generated by the terminal according to the scheduling plan.
  • the terminal After the server sends the scheduling plan to the terminal, the terminal generates the corresponding operation result according to the scheduling plan, and feeds it back to the terminal, so that the comprehensive model of the deep tunnel corresponding to the scheduling plan can be modeled.
  • the comprehensive model of the deep tunnel corresponding to the scheduling plan can be modeled.
  • Step S205 After acquiring the real-time data generated by the terminal, the data display operation is triggered to display the real-time data acquisition interface.
  • the process of displaying the real-time data acquisition interface is specifically as follows:
  • the initial real-time interface After receiving the real-time data acquisition interface request, the initial real-time interface is obtained;
  • the initial real-time interface is updated according to the real-time data corresponding to each interface element, and the final real-time interface is obtained and displayed according to the trigger operation.
  • This step can be implemented after the real-time data generated by the terminal is acquired in the above step 201, and it can be selected as needed before or after other steps. As long as the data from the terminal is received, real-time display can be performed.
  • an application support layer can be established to connect the data resource management platform in the server and the external application access viewing port.
  • the simulation model can be dynamically, quickly and smoothly loaded for display according to the current location, and the system integrates high-fitting business functions to meet the user's business and information acquisition needs , It can realize the intuitive display of the global and local of the deep tunnel, custom roaming, viewpoint positioning, real-time viewing of parameters and attribute information of the monitoring station, visual display of shafts and pretreatment stations, and display of key structures .
  • the dispatching operation method of the deep sewage drainage tunnel provided by the present invention can not only perform effective real-time monitoring, but also construct a complete decision-making for the dispatching operation of the deep drainage tunnel through the establishment of the coupling model of the shallow drainage system and the deep drainage system.
  • application systems through the smart closed-loop continuous model calibration, improve the accuracy of scheduling operation, ensure the normal scheduling operation of the deep drainage tunnel system, realize information sharing, reduce the risk of operation scheduling, save operation costs, and ensure the operation scheduling scientific.
  • some embodiments of the present invention also provide a scheduling operation device for a deep sewage drainage tunnel, which includes:
  • the data acquisition module 301 is used to acquire real-time data generated by the terminal and perform data processing to obtain a basic information database, a model database, and a business database;
  • the model generating module 302 is used to call the corresponding preset model according to the basic information database, the model database and the business database to obtain the real-time model of the corresponding data;
  • the scheduling generation module 303 simulates the real-time model to obtain simulation data, compares the simulated data with the real-time data, determines the control target object in the real-time data, and generates a scheduling decision model and a scheduling plan according to the control target object;
  • the scheduling determination module 304 sends the scheduling plan to the terminal, and accepts the operation result fed back by the terminal, and performs model calibration on the scheduling model corresponding to the scheduling plan according to the operation result; the operation result is generated by the terminal according to the scheduling plan.
  • the various modules in the dispatching operation device of the above-mentioned deep sewage drainage tunnel can be implemented in whole or in part by software, hardware and a combination thereof.
  • the foregoing modules may be embedded in the form of hardware or independent of the processor in the computer device, or may be stored in the memory of the computer device in the form of software, so that the processor can call and execute the operations corresponding to the foregoing modules.
  • the scheduling operation device of the deep sewage drainage tunnel includes a smart perception layer, a data layer, a model service layer, an application support layer, a deep tunnel smart scheduling decision-making layer, and a portal.
  • the intelligent perception layer realizes rain monitoring, flow monitoring, water quality monitoring, video monitoring, etc. by setting up corresponding monitoring devices and sensors, and realizes the automation of the gate pump station by setting up a PLC control unit.
  • the implementation data obtained by the intelligent perception layer is transmitted to the data layer through the mobile network GPRS or optical fiber link private network. After data collection and preliminary cleaning, it is divided into an index database and a real-time database. After further cleaning, processing, and integration, it is divided into basic Information database, model database and business database.
  • the model service layer also contains preset models, such as rainfall runoff model, surface runoff model, pipe network hydraulic model, water quality model, deep tunnel velocity model, deep tunnel siltation model, etc.
  • the intelligent dispatching decision-making layer of the deep tunnel After comparing the data simulated by the model with the real-time data, the intelligent dispatching decision-making layer of the deep tunnel generates a dispatching decision model and a dispatching plan according to the control target object.
  • the corresponding relationship between the control target object and the dispatching plan is included: dry season dispatch mode, rainy season dispatch mode, slag removal and flushing mode, and emergency power outage dispatch operation mode; sewage pumping station can be lifted based on each corresponding relationship
  • the control system, the control system of each pretreatment station, the deep tunnel pumping station and the sewage treatment plant are dispatched to make decisions to solve the complicated problem of the dispatch and operation of the deep sewage drainage tunnel.
  • the application support layer can also authenticate the user's identity, and display the corresponding data and the global and local parts of the deep tunnel to form an interactive interface.
  • the computer device may be a server, and its internal structure diagram may be as shown in FIG. 8.
  • the computer equipment includes a processor, a memory, a network interface, and a database connected through a system bus. Among them, the processor of the computer device is used to provide calculation and control capabilities.
  • the memory of the computer device includes a non-volatile storage medium and an internal memory.
  • the non-volatile storage medium stores an operating system, a computer program, and a database.
  • the internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium.
  • the database of the computer equipment is used to store video data.
  • the network interface of the computer device is used to communicate with an external terminal through a network connection.
  • the computer program is executed by the processor to realize the scheduling operation of the deep sewage drainage tunnel.
  • a computer device including a memory and a processor, the memory stores a computer program, and the processor implements the following steps when executing the computer program:
  • model database and business database call the corresponding preset model to obtain the real-time model of the corresponding data
  • the scheduling scheme is sent to the terminal, and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result; the operation result is generated by the terminal according to the scheduling scheme.
  • the processor further implements the following steps when executing the computer program:
  • the process of generating a scheduling plan based on the control target object further includes: determining a target scheduling plan corresponding to the control target object based on at least one correspondence between the control target object and the scheduling plan.
  • the processor further implements the following steps when executing the computer program:
  • the data display operation is triggered to display the real-time data acquisition interface. More specifically:
  • the initial real-time interface After receiving the real-time data acquisition interface request, the initial real-time interface is obtained;
  • the initial real-time interface is updated according to the real-time data corresponding to each interface element, and the final real-time interface is obtained and displayed according to the trigger operation.
  • Some embodiments of the present invention also provide a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, the above-mentioned step of scheduling operation of the deep sewage drainage tunnel is realized.
  • Non-volatile memory may include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), or flash memory.
  • Volatile memory may include random access memory (RAM) or external cache memory.
  • RAM is available in many forms, such as static RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDRSDRAM), enhanced SDRAM (ESDRAM), synchronous chain Channel (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM), etc.
  • the present invention provides a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel.
  • the present invention obtains the corresponding database by acquiring the real-time data generated by the terminal and performing data processing; and calls the corresponding preset model according to the corresponding database to obtain the real-time model; then the real-time model is simulated, and the simulated data is combined with the real-time data
  • a scheduling decision model and a scheduling plan are generated according to the control target object; then the terminal generates a corresponding operation result according to the scheduling plan, and the scheduling model corresponding to the scheduling plan is model-calibrated based on this.
  • the present invention can perform real-time scheduling of various terminals, and realize smart scheduling through scheduling feedback and model calibration, so as to solve the problem of complicated scheduling and operation of deep sewage drainage tunnels, and has good application prospects.

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Strategic Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Economics (AREA)
  • Data Mining & Analysis (AREA)
  • Geometry (AREA)
  • Game Theory and Decision Science (AREA)
  • Computer Hardware Design (AREA)
  • Computational Linguistics (AREA)
  • Software Systems (AREA)
  • Development Economics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Educational Administration (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Fuzzy Systems (AREA)
  • Marketing (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

An operation scheduling method and apparatus for a deep sewage drainage tunnel, and a computer device. The method comprises: acquiring real-time data generated by a terminal, and performing data processing, so as to obtain a corresponding database; calling a corresponding preset model according to the corresponding database, so as to obtain a real-time model; then, simulating the real-time model, and comparing simulated data with the real-time data, and generating a scheduling decision model and a scheduling scheme according to a control target object; and the terminal then generating a corresponding operation result according to the scheduling scheme, and on the basis of the corresponding operation result, performing model calibration on a scheduling model corresponding to the scheduling scheme. By means of the method, real-time scheduling can be performed on each terminal, and intelligent scheduling is realized by means of scheduling feedback and model calibration, so as to solve the problem of the complex operation scheduling of a deep sewage drainage tunnel, and good application prospects are thus achieved.

Description

深层污水排水隧道的调度运行方法、装置和计算机设备Dispatching operation method, device and computer equipment of deep sewage drainage tunnel 技术领域Technical field
本发明涉及给排水、计算机技术领域,尤其涉及深层污水排水隧道的调度运行方法、装置和计算机设备。The invention relates to the technical fields of water supply and drainage and computer technology, in particular to a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel.
背景技术Background technique
随着中国城市化程度越来越高,城市内污水处理厂带来的问题越来越突出,城市深层排水隧道成为一种重要的解决方案。其中,深层污水排水隧道主要实现污水溢流口和污水处理厂站的连接;由于深层污水排水隧道在日常管理中需要协调众多政府单位、泵站、闸口、来水单位,其调度运行系统将直接影响深层污水排水隧道的正常使用。然而,深层污水排水隧道系统的运行调度不同于常规管网的运行调度,其深埋于地下,还需要同时兼顾浅层排水设施及深层排水设施,管理难度大,运行调度复杂,因此,设计合理的调度运行方法对深层污水排水隧道的高效使用极其重要。With the increasing degree of urbanization in China, the problems caused by sewage treatment plants in cities have become more and more prominent, and urban deep drainage tunnels have become an important solution. Among them, the deep sewage drainage tunnel mainly realizes the connection between the sewage overflow outlet and the sewage treatment plant station; because the deep sewage drainage tunnel needs to coordinate many government units, pumping stations, gates, and water supply units in the daily management, its dispatching operation system will be directly Affect the normal use of deep sewage drainage tunnels. However, the operation scheduling of the deep sewage drainage tunnel system is different from the operation scheduling of the conventional pipe network. It is buried deep underground, and needs to take into account both shallow drainage facilities and deep drainage facilities. It is difficult to manage and complex to operate. Therefore, the design is reasonable. The dispatching and operation method is extremely important for the efficient use of deep sewage drainage tunnels.
目前,在管网状态判断方面,很多城市多采用经验手段,仅在关键泵站、污水处理厂设有监测设备,缺乏对管网的液位、流量整体状态的监测,而深层污水排水隧道不仅需进行实时监测,其监测布点的合理性和监测数据的有效性都将直接影响运行调度。同时,深层排水隧道管道内的水力流态相比传统浅层排水管道更为复杂,特别是对于深层污水排水隧道,其存在涌浪流和过度流,容易引起涌浪,而传统的水力模型缺乏对涌浪风险的考虑,也难以实现浅层排水系统与深层排水系统的耦合,导致其应用受限。另外,常规排水系统的运行调度系统多以信息采集、展示及人工决策为主,大多数模型的评估为离线状态,缺乏智慧感知、智慧模型决策、智慧操控、调度反馈及评价的智慧闭环系统。因此,基于深层污水排水的复杂性和管网状态的复杂性, 现有技术难以对污水处理厂、泵站等各站点进行运行调度,不能解决各站点之间运行调度的适配性问题。At present, many cities use empirical methods to judge the pipe network status. They only have monitoring equipment at key pumping stations and sewage treatment plants. They lack monitoring of the overall status of the pipe network’s liquid level and flow, and deep sewage drainage tunnels are not only Real-time monitoring is required, and the rationality of the monitoring points and the effectiveness of the monitoring data will directly affect the operation scheduling. At the same time, the hydraulic flow patterns in deep drainage tunnel pipes are more complicated than traditional shallow drainage pipes. Especially for deep sewage drainage tunnels, there are swell currents and excessive currents, which are easy to cause swells, but traditional hydraulic models lack Considering the risk of swells, it is also difficult to realize the coupling of shallow drainage systems and deep drainage systems, which limits its application. In addition, the operation scheduling system of the conventional drainage system is mostly based on information collection, display and manual decision-making. Most models are evaluated offline, lacking a smart closed-loop system of smart perception, smart model decision-making, smart control, scheduling feedback and evaluation. Therefore, based on the complexity of the deep sewage drainage and the complexity of the pipeline network status, the existing technology is difficult to perform operation scheduling of sewage treatment plants, pumping stations and other stations, and cannot solve the problem of adaptability of operation scheduling between stations.
有鉴于此,有必要设计一种改进的深层污水排水隧道的调度运行方法、装置和计算机设备,以解决上述问题。In view of this, it is necessary to design an improved method, device and computer equipment for the dispatch and operation of the deep sewage drainage tunnel to solve the above-mentioned problems.
发明内容Summary of the invention
针对上述现有技术的缺陷,本发明的目的在于提供深层污水排水隧道的调度运行方法、装置和计算机设备。通过获取终端产生的实时数据并进行数据处理,对实时数据进行模拟,生成调度决策模型和调度方案;并接受终端反馈的操作结果,根据操作结果对调度方案对应的调度模型进行模型率定,实现对各终端的实时调度,以解决深层污水排水隧道的调度运行复杂的问题。In view of the above-mentioned shortcomings of the prior art, the purpose of the present invention is to provide a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel. By acquiring the real-time data generated by the terminal and performing data processing, the real-time data is simulated to generate the scheduling decision model and the scheduling plan; and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling plan is calibrated according to the operation result. Real-time dispatch of each terminal to solve the complicated problem of dispatch and operation of deep sewage drainage tunnels.
为实现上述目的,本发明提供了一种深层污水排水隧道的调度运行方法,包括如下步骤:In order to achieve the above objective, the present invention provides a method for dispatching and operating a deep sewage drainage tunnel, which includes the following steps:
获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;Obtain real-time data generated by the terminal and perform data processing to obtain basic information database, model database and business database;
根据所述基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;According to the basic information database, model database and business database, call the corresponding preset model to obtain the real-time model of the corresponding data;
对所述实时模型进行模拟得到模拟数据,将所述模拟数据与所述实时数据进行对比,确定所述实时数据中的控制目标对象,并根据所述控制目标对象生成调度决策模型和调度方案;Simulating the real-time model to obtain simulation data, comparing the simulation data with the real-time data, determining a control target object in the real-time data, and generating a scheduling decision model and a scheduling plan according to the control target object;
将所述调度方案发送至所述终端,并接受所述终端反馈的操作结果,根据所述操作结果对所述调度方案对应的调度模型进行模型率定;所述操作结果由所述终端根据所述调度方案生成。The scheduling scheme is sent to the terminal, and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result; the operation result is determined by the terminal according to the operation result. The scheduling plan is generated.
与现有技术相比,本发明提供的深层污水排水隧道的调度运行方法具有如下有益效果:Compared with the prior art, the dispatching operation method of the deep sewage drainage tunnel provided by the present invention has the following beneficial effects:
本发明通过获取终端产生的实时数据,能够对深层污水排水隧道及其相关站点的各项运行情况进行实时检测,以便根据其运行情况的变化及时生成 准确有效的调度方案。By acquiring the real-time data generated by the terminal, the present invention can perform real-time detection of various operating conditions of the deep sewage drainage tunnel and its related stations, so as to generate an accurate and effective scheduling plan in time according to the changes in its operating conditions.
同时,在获取实时数据的基础上,本发明还能够通过对实时数据的处理,建立相应的模型数据库。基于该模型数据库中的预设模型,能够建立浅层排水系统、深层排水系统的耦合模型,构建完整的深层排水隧道调度运行的决策及应用系统,从而根据模拟数据与实际数据的对比生成调度决策模型和调度方案。At the same time, on the basis of acquiring real-time data, the present invention can also establish a corresponding model database by processing real-time data. Based on the preset model in the model database, a coupling model of shallow drainage system and deep drainage system can be established, and a complete decision-making and application system for deep drainage tunnel scheduling operation can be constructed, so as to generate scheduling decisions based on the comparison of simulated data and actual data. Models and scheduling schemes.
在将调度方案发送至终端的同时,本发明还通过接收终端反馈的操作结果,并以此对相应的调度模型进行模型率定,形成智慧闭环,从而有效提升调度运行的准确性,保证深层排水隧道系统的正常调度运行,实现信息共享,降低运营调度的风险,节约运行的成本,并保证运行调度的科学性。While sending the scheduling plan to the terminal, the present invention also receives the operation results fed back by the terminal, and calibrates the corresponding scheduling model based on this, forming a smart closed loop, thereby effectively improving the accuracy of the scheduling operation and ensuring deep drainage The normal scheduling and operation of the tunnel system realizes information sharing, reduces the risk of operation scheduling, saves operation costs, and ensures the scientificity of operation scheduling.
基于上述方式,本发明提供的深层污水排水隧道的调度运行方法能够对各终端进行实时调度,并通过调度反馈及模型率定实现智慧调度,以解决深层污水排水隧道的调度运行复杂的问题,具有较好的应用前景以及较高的环境效益和经济效益。Based on the above method, the dispatching operation method of the deep sewage drainage tunnel provided by the present invention can perform real-time dispatching of each terminal, and realize smart dispatching through dispatch feedback and model calibration, so as to solve the complicated problem of the dispatching operation of the deep sewage drainage tunnel. Better application prospects and higher environmental and economic benefits.
为实现上述目的,本发明还提供了一种深层污水排水隧道的调度运行装置,所述装置包括:In order to achieve the above objective, the present invention also provides a scheduling operation device for a deep sewage drainage tunnel, the device comprising:
获取数据模块,用于获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;The data acquisition module is used to acquire the real-time data generated by the terminal and perform data processing to obtain the basic information database, model database and business database;
模型生成模块,用于根据所述基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;The model generation module is used to call the corresponding preset model according to the basic information database, the model database and the business database to obtain the real-time model of the corresponding data;
调度生成模块,用于对所述实时模型进行模拟得到模拟数据,将所述模拟数据与所述实时数据进行对比,确定所述实时数据中的控制目标对象,并根据所述控制目标对象生成调度决策模型和调度方案;The scheduling generation module is used to simulate the real-time model to obtain simulation data, compare the simulation data with the real-time data, determine the control target object in the real-time data, and generate a schedule according to the control target object Decision model and scheduling plan;
调度确定模块,用于将所述调度方案发送至所述终端,并接受所述终端反馈的操作结果,根据所述操作结果对所述调度方案对应的调度模型进行模型率定;所述操作结果由所述终端根据所述调度方案生成。The scheduling determination module is configured to send the scheduling plan to the terminal, and accept the operation result fed back by the terminal, and perform model calibration on the scheduling model corresponding to the scheduling plan according to the operation result; the operation result Generated by the terminal according to the scheduling scheme.
本发明还提供了一种计算机设备,包括存储器和处理器,所述存储器存 储有计算机程序,所述处理器执行所述计算机程序时实现上述技术方案所述的调度运行方法的步骤。The present invention also provides a computer device, including a memory and a processor, the memory stores a computer program, and the processor implements the steps of the scheduling operation method described in the above technical solution when the computer program is executed by the processor.
本发明还提供了一种计算机可读存储介质,其上存储有计算机程序,所述计算机程序被处理器执行时实现上述技术方案所述的调度运行方法的步骤。The present invention also provides a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, the steps of the scheduling operation method described in the above technical solution are realized.
基于本发明提供的深层污水排水隧道的调度运行装置、计算机设备或计算机可读存储介质,均能够实现上述深层污水排水隧道的调度运行方法的步骤,从而对各终端进行实时的智慧调度,以解决现有技术中深层污水排水隧道的调度运行复杂,难以形成智慧闭环系统的问题。The dispatching operation device, computer equipment or computer-readable storage medium of the deep sewage drainage tunnel provided by the present invention can all realize the steps of the dispatching operation method of the deep sewage drainage tunnel, so as to perform real-time intelligent dispatching of each terminal to solve the problem The scheduling and operation of the deep sewage drainage tunnel in the prior art is complicated, and it is difficult to form the problem of a smart closed-loop system.
附图说明Description of the drawings
图1为本发明实施例提供的深层污水排水隧道的调度运行方法的应用场景示意图。FIG. 1 is a schematic diagram of an application scenario of a method for dispatching and operating a deep sewage drainage tunnel provided by an embodiment of the present invention.
图2为本发明实施例提供的深层污水排水隧道的调度运行方法的流程示意图。Fig. 2 is a schematic flow chart of a method for dispatching and operating a deep sewage drainage tunnel provided by an embodiment of the present invention.
图3为本发明实施例提供的深层污水排水隧道的旱天调度运行模式示意图。Fig. 3 is a schematic diagram of a dry day dispatching operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
图4为本发明实施例提供的深层污水排水隧道的雨天调度运行模式示意图。Fig. 4 is a schematic diagram of a rainy day dispatching operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
图5为本发明实施例提供的深层污水排水隧道的应急停电运行模式示意图。Fig. 5 is a schematic diagram of an emergency power outage operation mode of a deep sewage drainage tunnel provided by an embodiment of the present invention.
图6为本发明实施例提供的深层污水排水隧道的调度运行装置的结构示意框图。FIG. 6 is a schematic block diagram of the structure of a dispatching operation device for a deep sewage drainage tunnel provided by an embodiment of the present invention.
图7为本发明实施例提供的深层污水排水隧道的调度运行装置的架构图。FIG. 7 is a structural diagram of a scheduling operation device of a deep sewage drainage tunnel provided by an embodiment of the present invention.
图8为本发明实施例提供的计算机设备的内部结构示意图。FIG. 8 is a schematic diagram of the internal structure of a computer device provided by an embodiment of the present invention.
具体实施方式detailed description
为了使本发明的目的、技术方案和优点更加清楚,下面结合附图和具体 实施例对本发明进行详细描述。In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be described in detail below with reference to the accompanying drawings and specific embodiments.
在此,还需要说明的是,为了避免因不必要的细节而模糊了本发明,在附图中仅仅示出了与本发明的方案密切相关的结构和/或处理步骤,而省略了与本发明关系不大的其他细节。Here, it should also be noted that, in order to avoid obscuring the present invention due to unnecessary details, only the structure and/or processing steps closely related to the solution of the present invention are shown in the drawings, and the present invention is omitted. Invent other details that are not relevant.
另外,还需要说明的是,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、物品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者设备所固有的要素。In addition, it should also be noted that the terms "including", "including" or any other variations thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements not only includes those elements, but also It also includes other elements that are not explicitly listed, or elements inherent to the process, method, article, or equipment.
如图1-8所示,本发明提供了深层污水排水隧道的调度运行方法、装置和计算机设备。在本发明的部分实施例中,提供了深层污水排水隧道的调度运行方法,该方法可应用于如图1所示的应用环境中。As shown in Figures 1-8, the present invention provides a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel. In some embodiments of the present invention, a dispatching operation method of a deep sewage drainage tunnel is provided, and the method can be applied to the application environment as shown in FIG. 1.
请参阅图1,终端101通过网络与服务器102进行通信。具体地,服务器102获取终端101产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;服务器102根据基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;对实时模型进行模拟得到模拟数据,将模拟数据与实时数据进行对比,确定实时数据中的控制目标对象,并根据控制目标对象生成调度决策模型和调度方案;服务器102将调度方案发送至终端101,并所述终端101反馈的操作结果,根据操作结果将调度方案对应的调度模型进行模型率定,操作结果由终端101根据调度方案生成。其中,终端101可以但不限于是各种个人计算机、笔记本电脑、智能手机、平板电脑和便携式可穿戴设备,服务器102可以用独立的服务器或者是多个服务器组成的服务器集群来实现,网络可以但不限于是移动网络GPRS、光纤链路专网。Referring to FIG. 1, the terminal 101 communicates with the server 102 through the network. Specifically, the server 102 obtains the real-time data generated by the terminal 101 and performs data processing to obtain the basic information database, model database, and business database; the server 102 calls the corresponding preset model according to the basic information database, model database and business database to obtain the corresponding Real-time model of data; simulate the real-time model to obtain the simulated data, compare the simulated data with the real-time data, determine the control target object in the real-time data, and generate the scheduling decision model and scheduling plan according to the control target object; the server 102 will dispatch the plan The operation result is sent to the terminal 101 and fed back by the terminal 101, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result, and the operation result is generated by the terminal 101 according to the scheduling scheme. Among them, the terminal 101 can be, but is not limited to, various personal computers, notebook computers, smart phones, tablet computers, and portable wearable devices. The server 102 can be implemented by an independent server or a server cluster composed of multiple servers. The network can but It is not limited to mobile network GPRS, optical fiber link private network.
请参阅图2,在本发明的部分实施例中,提供了深层污水排水隧道的调度运行方法,以该方法应用于图1中的服务器为例进行说明,该方法包括以下步骤:Please refer to FIG. 2. In some embodiments of the present invention, a scheduling operation method of a deep sewage drainage tunnel is provided. Taking the method applied to the server in FIG. 1 as an example, the method includes the following steps:
步骤201、获取终端产生的实时数据并进行数据处理,得到基础信息数 据库、模型数据库和业务数据库。Step 201: Obtain real-time data generated by the terminal and perform data processing to obtain a basic information database, a model database, and a business database.
具体地,实时数据包括信息采集点数据、雨量监测数据、流量监测数据、水质监测数据、终端控制系统的控制数据以及监控终端的视频数据中一种或几种。Specifically, the real-time data includes one or more of information collection point data, rainfall monitoring data, flow monitoring data, water quality monitoring data, control data of the terminal control system, and video data of the monitoring terminal.
其中,实时数据通过在各站点设置信息采集与监控装置得到,即设置若干终端用到的设备。例如,对预处理站和泵站的水位、流量、流速、水质进行监测,保证正常运行调度;对竖井水位、流速监测,保证隧道安全运行。整体分为雨量监测、流量监测、水质监测、高清视频监控等信息采集,阀门与泵站自控系统,各站点的数据信息和工况信息通过无线GPRS、光纤专网等各类通信网络实时信息在线传输,为深隧调度运行管理提供数据支撑。Among them, real-time data is obtained by setting up information collection and monitoring devices at each site, that is, setting up a number of terminal equipment. For example, the water level, flow, flow rate, and water quality of the pretreatment station and pumping station are monitored to ensure normal operation and scheduling; the water level and flow velocity of the shaft are monitored to ensure the safe operation of the tunnel. The whole is divided into rainfall monitoring, flow monitoring, water quality monitoring, high-definition video monitoring and other information collection, valve and pump station automatic control system, data information and working condition information of each site are online through various communication networks such as wireless GPRS, optical fiber private network, etc. Transmission, providing data support for the operation and management of the deep tunnel.
在信息采集设备的布置点的选择时,因深层污水排水隧道要统筹区域污水处理、内涝防治和初雨控制,需充分考虑污水排水系统的水量、水质变化点、易涝点,并满足水力模型搭建的要求,所以从流量、水质变化特点的经验方面,应涵盖深层污水排水隧道的上游、中游、下游、主要积水点、接入流量与输送流量之比较大点、有污染源介入的竖井、汇水区域较大的竖井、污水处理厂进出水口、关键泵站等。另外,根据深层污水排水隧道的设计,要进行模型模拟,进一步确定流量变化、易涝点,模型率定的数据需求,结合经验综合确定设备点的布置。When selecting the placement of information collection equipment, since deep sewage drainage tunnels need to coordinate regional sewage treatment, waterlogging prevention and initial rain control, it is necessary to fully consider the water volume, water quality change points, and flooding points of the sewage drainage system, and meet the hydraulic model Construction requirements, so from the experience of flow and water quality change characteristics, it should cover the upstream, middle, and downstream of the deep sewage drainage tunnel, the main water accumulation point, the relatively large point of the access flow and the transportation flow, the shaft with the intervention of pollution sources, Large shafts in catchment areas, water inlets and outlets of sewage treatment plants, key pumping stations, etc. In addition, according to the design of the deep sewage drainage tunnel, it is necessary to carry out model simulation to further determine the data requirements for flow changes, flood prone points, model calibration, and comprehensively determine the layout of equipment points based on experience.
更具体地,雨量监测站采用自动测报方式,测站自动完成测点的水雨情信息采集,通过GPRS无线通讯,将采集信息实时发送到服务器。流量监测可以采用脉冲超声波流量计,包含流量、流速监测,可探知稳定的泥-水界面,传感器采用PEEK材质(聚醚醚酮),电缆和接口采用特殊的聚苯乙烯包覆层,通过GPRS无线通讯,设备适用于深层污水排水隧道水体中的悬浮物质含量高的非均相流体条件。水质监测为在线监测,主要指标为pH、COD、总磷、总氮、浊度、氧化还原电位。水质监测系统包括户外机柜、取水单元、配水单元、控制系统、数据采集/处理/传输系统、自动监测仪器及其他辅助设备,数据采用专网接入服务器。同时,在预处理站、提升泵站、污水处理厂 等站点设置各自的设备控制系统,采用成套设置PLC现地控制单元对设备进行自动化控制。各预处理站为各自独立的控制网络(采用局域以太网、TCP/IP通信协议)。可以通过专网与调度运行中心进行通信连接,调度运行中心可实时监控各预处理站、污水处理厂的运行状况,并可自动接收各子系统的运行参数。各预处理站设有独立的视频,监测和管理各自单位的安全状态并可将现场视频信号上传到管理监控中心。而对于视频监控,采用市面主流的视频监控设备,通过视频厂家提供的SDK等开发工具包,实现对NVR上调取视频流的方式进行,将生产现场视频信息直观的展示,以监视设备的运行状况和现场环境。More specifically, the rainfall monitoring station adopts an automatic measurement and reporting method. The monitoring station automatically completes the collection of water and rain regime information at the measuring point, and sends the collected information to the server in real time through GPRS wireless communication. Flow rate monitoring can use pulsed ultrasonic flowmeter, including flow rate and flow rate monitoring, which can detect stable mud-water interface. The sensor is made of PEEK material (polyether ether ketone), and the cable and interface are made of special polystyrene coating. Through GPRS Wireless communication, the equipment is suitable for the heterogeneous fluid condition with high suspended matter content in the water body of the deep sewage drainage tunnel. Water quality monitoring is online monitoring, and the main indicators are pH, COD, total phosphorus, total nitrogen, turbidity, and oxidation-reduction potential. The water quality monitoring system includes outdoor cabinets, water intake units, water distribution units, control systems, data acquisition/processing/transmission systems, automatic monitoring instruments and other auxiliary equipment. The data is connected to the server through a dedicated network. At the same time, set up their own equipment control systems at the pretreatment station, lifting pump station, sewage treatment plant and other sites, and use a complete set of PLC on-site control units to automatically control the equipment. Each pre-processing station is its own independent control network (using local Ethernet, TCP/IP communication protocol). It can communicate with the dispatching operation center through a dedicated network. The dispatching operation center can monitor the operation status of each pretreatment station and sewage treatment plant in real time, and can automatically receive the operating parameters of each subsystem. Each pre-processing station is equipped with independent video to monitor and manage the safety status of their respective units and upload live video signals to the management monitoring center. For video surveillance, the mainstream video surveillance equipment on the market is adopted, and the SDK and other development kits provided by the video manufacturer are used to realize the way to transfer the video stream to the NVR, and visually display the video information of the production site to monitor the operation of the equipment. Condition and site environment.
具体地,在本步骤施行过程中,针对上述方式产生的实时数据,监视视频数据首先进入视频流数据库,带时间标签的流量、水质、雨量等监测数据进入时序数据库,然后通过数据采集、初步清洗,过程中包含数据的缺漏值弥补、离群点剔除、指标计算等,再进一步分为指标数据库、实时数据库,进一步进行数据的清洗、加工、整合,最后分为基础信息数据库、模型数据库及业务数据库,为后续步骤提供完整的数据服务能力支撑,产生的数据均进行云存储。Specifically, during the implementation of this step, for the real-time data generated in the above manner, the monitored video data first enters the video stream database, and the time-stamped monitoring data such as flow rate, water quality, and rainfall enters the time series database, and then passes through data collection and preliminary cleaning. , The process includes data missing value compensation, outlier elimination, index calculation, etc., and then further divided into index database, real-time database, further data cleaning, processing, and integration, and finally divided into basic information database, model database and business The database provides complete data service capability support for the subsequent steps, and the data generated is stored in the cloud.
步骤202、根据基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型。Step 202: According to the basic information database, model database, and business database, call a corresponding preset model to obtain a real-time model of the corresponding data.
具体地,在本发明的部分实施例中,本步骤中的预设模型由模型数据库提供,示例性地,如结合深层排水系统及浅层排水系统建立深隧综合模型,模型分为管网水力模型、伊利诺斯瞬态模型(Illinois Transient Model,简称ITM)、深隧淤积模型等。Specifically, in some embodiments of the present invention, the preset model in this step is provided by a model database. Illustratively, for example, a comprehensive model of a deep tunnel is established in combination with a deep drainage system and a shallow drainage system. The model is divided into pipe network hydraulics. Model, Illinois Transient Model (ITM), deep tunnel siltation model, etc.
其中,管网水力模型积累实测水量数据,进行污水量预测,可形成水力曲线图、深隧纵剖面图、管道负荷状态、积水点预测等,结合实时模型进行预报预警,逐步形成深隧的流量水位预报预警系统,并结合推荐运行策略,给出推荐运行策略的比较,从而辅助实时的运行调度。管网水力模型建设流程可以为:首先进行浅层排水管网CAD图、深层排水管网CAD图、管线探 测数据、土地规划数据、降雨数据等基础信息收集;然后进行对象的定义,包含关键排水区、汇水区、排水管线、节点、深隧竖井、关键设施等;再进行深隧模型搭建,依据管网、关键设施数据,建立排水系统一维模型,然后将地理模型与深隧排水模型耦合,建立二维综合的深隧排水系统模型;再建立拓扑关系、确定属性数据,确定流向及旱季、雨季数据的输入,进行模型搭建,建立浅层、深层排水系统耦合的一维模型,并将地理模型与排水系统一维模型进行耦合和网格化处理,进而建成二维综合排水系统模型;最后通过旱季管网水量水质监测数据、雨季地块产量数据及雨季管网水量水质数据进行模型率定和验证。Among them, the pipe network hydraulic model accumulates the measured water volume data and performs the sewage volume prediction, which can form the hydraulic curve diagram, the deep tunnel longitudinal section diagram, the pipeline load state, the water accumulation point prediction, etc., combined with the real-time model for forecasting and early warning, and gradually forming the deep tunnel The flow and water level forecast and early warning system, combined with recommended operating strategies, gives a comparison of recommended operating strategies, thereby assisting real-time operation scheduling. The pipeline network hydraulic model construction process can be as follows: first collect basic information such as shallow drainage pipe network CAD drawings, deep drainage pipe network CAD drawings, pipeline detection data, land planning data, rainfall data, etc.; then define objects, including key drainage Districts, catchment areas, drainage pipelines, nodes, deep tunnel shafts, key facilities, etc.; then build a deep tunnel model, build a one-dimensional model of the drainage system based on the pipe network and key facility data, and then combine the geographic model with the deep tunnel drainage model Coupling, establish a two-dimensional comprehensive deep tunnel drainage system model; then establish the topological relationship, determine the attribute data, determine the flow direction and the input of the dry and rainy season data, build the model, establish a one-dimensional model of the shallow and deep drainage system coupling, and The geographic model and the one-dimensional model of the drainage system are coupled and grid-processed to build a two-dimensional comprehensive drainage system model; finally, the model is modeled through the water quantity and quality monitoring data of the pipeline network in the dry season, the production data of the land in the rainy season, and the water quality and water quality data of the pipeline network in the rainy season. Calibration and verification.
ITM模型用于模拟深层污水排水隧道的不同工况下的流态、水流过程,可模拟出涌浪产生、发展的过程,并能模拟出关键闸门的启闭,以指导深层隧道在运行维护中涌浪风险的规模。模型的建立流程包括:对深隧管道、竖井、泵站等数据进行收集及处理,简化泵站模拟运行的规则以及模型的搭建。The ITM model is used to simulate the flow patterns and water flow processes of deep sewage drainage tunnels under different working conditions. It can simulate the generation and development of swells, and can simulate the opening and closing of key gates to guide the operation and maintenance of deep tunnels. The scale of surge risk. The model building process includes: collecting and processing data of deep tunnel pipelines, shafts, pumping stations, etc., simplifying the rules of pumping station simulation operation and model building.
深隧淤积模型具体可以用于分析淤积发展规律,模拟不同淤积程度的冲刷方案,为淤积清理措施和运维方案提供技术支持。深隧淤积模型的建立流程为:在水动力模型的基础上进行构建,通过前期收集的深隧几何属性、材料属性,深隧流体边界、竖井流体边界,工艺设备工况参数、运行情况,进行流量、水位、入流SS数据等参数模拟计算,预测深隧运行工况和固体物淤积分布情况,并通过特定点位预埋深隧内的流量计的测量实际值对预测模型不断进行校验,形成自学习闭环,不断提高模型预测准确性。The deep tunnel siltation model can be used to analyze the law of siltation development, simulate the scour schemes of different siltation degrees, and provide technical support for silt cleaning measures and operation and maintenance plans. The process of establishing the deep tunnel siltation model is: constructing on the basis of the hydrodynamic model, through the geometric properties and material properties of the deep tunnel collected in the early stage, the fluid boundary of the deep tunnel, the fluid boundary of the shaft, the working condition parameters of the process equipment, and the operating conditions. Simulation calculation of parameters such as flow rate, water level, inflow SS data, prediction of deep tunnel operating conditions and solid silt distribution, and continuous verification of the prediction model through actual measured values of flowmeters embedded in the deep tunnel at specific points. Form a self-learning closed loop to continuously improve the accuracy of model prediction.
步骤203、对实时模型进行模拟得到模拟数据,将模拟数据与实时数据进行对比,确定实时数据中的控制目标对象,并根据控制目标对象生成调度决策模型和调度方案。Step 203: Simulate the real-time model to obtain simulated data, compare the simulated data with the real-time data, determine the control target object in the real-time data, and generate a scheduling decision model and a scheduling plan according to the control target object.
具体地,在本发明的部分实施例中,根据控制目标对象生成调度方案的过程还包括:基于至少一种控制目标对象和调度方案的对应关系,确定控制目标对象对应的目标调度方案。Specifically, in some embodiments of the present invention, the process of generating a scheduling scheme based on the control target object further includes: determining a target scheduling scheme corresponding to the control target object based on at least one correspondence between the control target object and the scheduling scheme.
更具体地,控制目标对象包括深隧调度运行的溢流、涌浪的风险点和关 键控制点;对应关系的类型包括旱季调度模式、雨季调度模式、除渣与冲洗模式和应急停电调度运行模式。More specifically, the control targets include the risk points and key control points of overflow and swelling of the deep tunnel dispatching operation; the types of corresponding relations include dry season dispatching mode, rainy season dispatching mode, slag removal and flushing mode, and emergency power outage dispatching operation mode .
在本发明的部分实施例中,本步骤具体为:根据实时监控数据、深隧特点、管理控制要求等,建立初步运行策略,然后通过深隧综合模型进行策略模拟,并将模拟数据与实时监测数据进行对比,确定深隧调度运行的溢流、涌浪的风险点和关键控制点,进而优化各个控制点的子系统调度规则、设备运行参数,组合各个子系统优化调度规则,建立污水深层排水隧道的联合优化调度决策模型,制定决策方案、设备控制方案。调度决策基于历史发生结果与预先设定的决策目标,启动相应的预报、预警、设备操控功能服务,实现设备的直接操控或者人工操控。调度决策目标可以分为溢流污染目标、内涝控制目标及泄洪调度目标。In some embodiments of the present invention, this step is specifically: establishing a preliminary operation strategy based on real-time monitoring data, deep tunnel characteristics, management control requirements, etc., and then performing strategy simulation through the deep tunnel comprehensive model, and combining the simulated data with real-time monitoring The data is compared to determine the overflow and surge risk points and key control points of the deep tunnel scheduling operation, and then optimize the subsystem scheduling rules and equipment operating parameters of each control point, combine the various subsystems to optimize the scheduling rules, and establish deep sewage drainage Joint optimization scheduling decision-making model of tunnels, making decision-making plans and equipment control plans. Dispatching decision-making is based on historical occurrence results and pre-set decision-making goals, and initiates corresponding forecasting, early warning, and equipment control function services to realize direct or manual control of equipment. Dispatching decision-making targets can be divided into overflow pollution targets, waterlogging control targets and flood discharge dispatch targets.
在本发明的部分实施例中,上述对应关系中各模式的运行调度方式具体包括如下内容:In some embodiments of the present invention, the operation scheduling mode of each mode in the above corresponding relationship specifically includes the following content:
请参阅图3,在旱季调度模式下:保证运行过程中受控泵站的出水流量稳定,实现恒流量控制。地表污水通过现有浅层污水系统收集至预处理站,经过格栅拦渣、水泵提升、曝气沉砂池后,最后通过计量井计量后汇入入流竖井,进入深层污水排水隧道。再由深层污水排水隧道输送至深隧泵站,通过提升后至污水处理厂集中处理,尾水排入地表水。其运行调度方式为:预处理站进水闸全开,根据预处理站前池水位变化,控制水泵启动台数;格栅全开,根据水位差控制捞渣与冲洗频率;再根据深隧竖井水位和泵站前池水位,控制深隧泵站开启台数。Please refer to Figure 3, in the dry season scheduling mode: ensure the stable flow of the controlled pumping station during operation, and realize constant flow control. The surface sewage is collected to the pretreatment station through the existing shallow sewage system, after passing through the grille to block slag, water pump lifting, aeration grit tank, and finally through the metering well, it will flow into the inflow shaft and enter the deep sewage drainage tunnel. It is then transported from the deep sewage drainage tunnel to the deep tunnel pumping station, and after being lifted to the sewage treatment plant for centralized treatment, the tail water is discharged into the surface water. The operation scheduling method is: the inlet gate of the pretreatment station is fully opened, and the number of pumps is controlled according to the change of the water level in the front pool of the pretreatment station; the grille is fully opened, and the slag removal and washing frequency are controlled according to the water level difference; The water level in the front pool of the pumping station controls the number of deep tunnel pumping stations to open.
请参阅图4,在雨季调度模式下:在旱季运行的基础上,模型合理分配竖井流量比,优化深隧的充水过程。根据汇水区部分混流的特点,截流的溢流污染经处理后部分污水汇入深隧系统,送入污水处理厂进行后续处理。其运行调度方式为:预处理站按照设计流量截流混流污水,中后期降雨进入地表雨水体系;根据水位变化,增加水泵运行台数,但水泵瞬时总流量不大于设计雨季流量,雨后水泵运行台数逐渐减少至旱季设计流量;进水通过溢流 井溢流外排;并通过水位,监测深隧内流量和流速变化,控制深隧泵站开启水泵台数。Please refer to Figure 4, in the rainy season scheduling mode: based on the dry season operation, the model reasonably allocates the shaft flow ratio to optimize the water filling process of the deep tunnel. According to the characteristics of partial mixed flow in the catchment area, some of the sewage from the intercepted overflow pollution will be collected into the deep tunnel system after treatment and sent to the sewage treatment plant for subsequent treatment. The operation scheduling method is as follows: the pretreatment station intercepts the mixed-flow sewage according to the designed flow, and the rain enters the surface rainwater system in the middle and late stages; according to the change of the water level, the number of pumps is increased, but the total instantaneous flow of the pump is not greater than the design flow in the rainy season, and the number of pumps gradually runs after the rain Reduce the design flow to the dry season; the influent is discharged through the overflow well; and through the water level, monitor the flow and velocity changes in the deep tunnel, and control the number of pumps in the deep tunnel pumping station.
在除渣与冲洗模式下:入流竖井除渣时需针对每个竖井分别除渣,通过深隧泵站控制水位,竖井水位上升高于设计水位,浮渣溢流至浮渣井,通过浮渣排空泵或者机械抓斗清除;预留施工竖井通过机械抓斗直接清除。当深隧监控过程中发现水位偏离设计曲线时,可以判断深隧内部出现淤塞,通过引水,增大流量和隧道内流速至1.1~1.3m 3/s,保证隧道内冲洗条件,直至恢复设计水位曲线为止。其主要调度方式为:除渣时主要通过深隧泵房调度;清淤时需增加流量,需要预处理站和泵房联合调度。 In the deslagging and flushing mode: when the inflow shaft is deslagging, the slag must be removed for each shaft separately. The water level is controlled by the deep tunnel pump station. The water level of the shaft rises higher than the design water level, and the scum overflows to the scum well and passes through the scum Drain the pump or mechanical grab for removal; the reserved construction shaft can be directly removed by mechanical grab. When the deep tunnel monitoring process finds that the water level deviates from the design curve, it can be judged that there is silt in the deep tunnel. Through water diversion, increase the flow rate and the flow velocity in the tunnel to 1.1~1.3m 3 /s to ensure the flushing conditions in the tunnel until the design water level is restored So far. The main scheduling method is as follows: when removing slag, it is mainly dispatched by the deep tunnel pump house; when dredging the silt, the flow needs to be increased, and the pretreatment station and the pump house need to be jointly dispatched.
请参阅图5,在应急停电调度运行模式下:当污水处理厂停电时,预处理站正常运行,污水将不会进入深隧系统,通过预处理后泵站提升,排入附近水体。其运行调度方式为:污水处理厂正常运行,深隧内部污水量减少,停电时间较长时需考虑补水措施;停电时预处理站将不运行,污水在格栅前超越进入附近水体。Please refer to Figure 5, in the emergency power outage dispatching operation mode: when the sewage treatment plant is out of power, the pretreatment station will operate normally, and the sewage will not enter the deep tunnel system. After pretreatment, the pump station will be lifted and discharged into the nearby water body. The operation scheduling method is as follows: the sewage treatment plant is operating normally, the sewage volume inside the deep tunnel is reduced, and water replenishment measures should be considered when the power outage is longer; the pretreatment station will not operate during the power outage, and the sewage will pass in front of the grid and enter the nearby water body.
步骤204、将调度方案发送至所终端,并接受终端反馈的操作结果,根据操作结果对调度方案对应的调度模型进行模型率定;操作结果由终端根据调度方案生成。Step 204: Send the scheduling plan to the terminal, and accept the operation result fed back by the terminal, and calibrate the scheduling model corresponding to the scheduling plan according to the operation result; the operation result is generated by the terminal according to the scheduling plan.
具体地,在本步骤中,服务器将调度方案发送至终端后,由终端根据调度方案生成相应的操作结果,并将其反馈回终端,以便对与该调度方案对应的深隧综合模型进行模型率定,从而实现智慧闭环,提升调度运行的准确性及科学性,保证深层排水隧道系统的正常调度运行。Specifically, in this step, after the server sends the scheduling plan to the terminal, the terminal generates the corresponding operation result according to the scheduling plan, and feeds it back to the terminal, so that the comprehensive model of the deep tunnel corresponding to the scheduling plan can be modeled. In order to realize the intelligent closed-loop, improve the accuracy and scientificity of dispatching operation, and ensure the normal dispatching operation of the deep drainage tunnel system.
在本发明的其他实施例中,在上述实施例的基础上,还包括如下步骤:In other embodiments of the present invention, on the basis of the foregoing embodiments, the following steps are further included:
步骤S205、获取终端产生的实时数据后,触发数据显示操作,展示实时数据的获取界面。Step S205: After acquiring the real-time data generated by the terminal, the data display operation is triggered to display the real-time data acquisition interface.
具体地,展示实时数据的获取界面的过程具体为:Specifically, the process of displaying the real-time data acquisition interface is specifically as follows:
在接收到实时数据的获取界面请求后,得到初始实时界面;After receiving the real-time data acquisition interface request, the initial real-time interface is obtained;
根据初始实时界面确定每个界面元素对应的实时数据;Determine the real-time data corresponding to each interface element according to the initial real-time interface;
根据每个界面元素对应的实时数据更新初始实时界面,得到并根据触发操作展示最终实时界面。The initial real-time interface is updated according to the real-time data corresponding to each interface element, and the final real-time interface is obtained and displayed according to the trigger operation.
本步骤在上述步骤201中获取到终端产生的实时数据之后即可实现,具体位于其他步骤的之前或者之后可以根据需要进行选择,只要接收到终端的数据,就可以进行实时展现。This step can be implemented after the real-time data generated by the terminal is acquired in the above step 201, and it can be selected as needed before or after other steps. As long as the data from the terminal is received, real-time display can be performed.
在本步骤中,示例性地,在具体实施时,可以建立应用支撑层,连接服务器内的数据资源管理平台和外部应用接入查看口。例如,在可交互的界面上,利用三维GIS在线平台,可根据当前位置,动态、快速、流畅的加载仿真模型进行展示,系统集成高贴合度的业务功能,满足用户的业务及信息获取需求,可实现对深隧的全局和局部可以进行直观的显示,可以进行自定义漫游、视点定位,实时查看监测站点的参数及属性信息,对竖井、预处理站进行可视化展示,对重点构筑物进行展示。In this step, for example, during specific implementation, an application support layer can be established to connect the data resource management platform in the server and the external application access viewing port. For example, on the interactive interface, using the 3D GIS online platform, the simulation model can be dynamically, quickly and smoothly loaded for display according to the current location, and the system integrates high-fitting business functions to meet the user's business and information acquisition needs , It can realize the intuitive display of the global and local of the deep tunnel, custom roaming, viewpoint positioning, real-time viewing of parameters and attribute information of the monitoring station, visual display of shafts and pretreatment stations, and display of key structures .
通过上述方式,本发明提供的深层污水排水隧道的调度运行方法不仅能够进行有效的实时监测,还能通过浅层排水系统、深层排水系统耦合模型的建立,构建完整的深层排水隧道调度运行的决策及应用系统,通过智慧闭环不断进行模型率定,提升调度运行的准确性,保证深层排水隧道系统的正常调度运行,实现信息共享,降低运营调度的风险,节约运行的成本,并保证运行调度的科学性。同时,还能统筹解决区域污水处理、合流制溢流污染、内涝防治等问题,建立污水深隧内各处理站的综合调度策略,实现深层污水排水隧道的智慧调度运行,降低深隧系统运营风险,控制运营成本,具有较高的环境效益和经济效益。In the above manner, the dispatching operation method of the deep sewage drainage tunnel provided by the present invention can not only perform effective real-time monitoring, but also construct a complete decision-making for the dispatching operation of the deep drainage tunnel through the establishment of the coupling model of the shallow drainage system and the deep drainage system. And application systems, through the smart closed-loop continuous model calibration, improve the accuracy of scheduling operation, ensure the normal scheduling operation of the deep drainage tunnel system, realize information sharing, reduce the risk of operation scheduling, save operation costs, and ensure the operation scheduling scientific. At the same time, it can also coordinately solve the problems of regional sewage treatment, combined overflow pollution, waterlogging prevention, etc., establish a comprehensive dispatch strategy for each treatment station in the deep sewage tunnel, realize the intelligent dispatch operation of the deep sewage drainage tunnel, and reduce the operation risk of the deep tunnel system , Controlling operating costs, with high environmental and economic benefits.
请参阅图6,本发明的部分实施例还提供了深层污水排水隧道的调度运行装置,该装置包括:Please refer to Fig. 6, some embodiments of the present invention also provide a scheduling operation device for a deep sewage drainage tunnel, which includes:
获取数据模块301,用于获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;The data acquisition module 301 is used to acquire real-time data generated by the terminal and perform data processing to obtain a basic information database, a model database, and a business database;
模型生成模块302,用于根据基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;The model generating module 302 is used to call the corresponding preset model according to the basic information database, the model database and the business database to obtain the real-time model of the corresponding data;
调度生成模块303,对实时模型进行模拟得到模拟数据,将模拟数据与实时数据进行对比,确定实时数据中的控制目标对象,并根据控制目标对象生成调度决策模型和调度方案;以及The scheduling generation module 303 simulates the real-time model to obtain simulation data, compares the simulated data with the real-time data, determines the control target object in the real-time data, and generates a scheduling decision model and a scheduling plan according to the control target object; and
调度确定模块304,将调度方案发送至所述终端,并接受终端反馈的操作结果,根据操作结果对调度方案对应的调度模型进行模型率定;操作结果由终端根据调度方案生成。The scheduling determination module 304 sends the scheduling plan to the terminal, and accepts the operation result fed back by the terminal, and performs model calibration on the scheduling model corresponding to the scheduling plan according to the operation result; the operation result is generated by the terminal according to the scheduling plan.
关于深层污水排水隧道的调度运行装置的具体限定可以参见上文中对于深层污水排水隧道的调度运行方法的限定,在此不再赘述。上述深层污水排水隧道的调度运行装置中的各个模块可全部或部分通过软件、硬件及其组合来实现。上述各模块可以硬件形式内嵌于或独立于计算机设备中的处理器中,也可以以软件形式存储于计算机设备中的存储器中,以便于处理器调用执行以上各个模块对应的操作。Regarding the specific limitation of the dispatch operation device of the deep sewage drainage tunnel, please refer to the above limitation of the dispatch operation method of the deep sewage drainage tunnel, which will not be repeated here. The various modules in the dispatching operation device of the above-mentioned deep sewage drainage tunnel can be implemented in whole or in part by software, hardware and a combination thereof. The foregoing modules may be embedded in the form of hardware or independent of the processor in the computer device, or may be stored in the memory of the computer device in the form of software, so that the processor can call and execute the operations corresponding to the foregoing modules.
请参阅图7,在本发明的部分实施例中,该深层污水排水隧道的调度运行装置包括智慧感知层、数据层、模型服务层、应用支撑层、深隧智慧调度决策层和门户。Please refer to FIG. 7. In some embodiments of the present invention, the scheduling operation device of the deep sewage drainage tunnel includes a smart perception layer, a data layer, a model service layer, an application support layer, a deep tunnel smart scheduling decision-making layer, and a portal.
其中,智慧感知层通过设置相应的监控装置及传感器实现雨情监测、流量监测、水质监测、视频监控等,并通过设置PLC控制单元实现闸泵站自动化。由智慧感知层获取的实施数据通过移动网络GPRS或光纤链路专网传输至数据层,经数据采集、初步清洗后分为指标数据库和实时数据库,再进一步清洗、加工、整合后,分为基础信息数据库、模型数据库及业务数据库。在模型服务层中还含有预设的模型,例如降雨产流模型、地表径流模型、管网水力模型、水质模型、深隧流速模型、深隧淤积模型等。经模型模拟后的数据与实时数据对比后,则通过深隧智慧调度决策层,根据控制目标对象生成调度决策模型和调度方案。在深隧智慧调度决策层中,包含控制目标对象和调度方案的对应关系:旱季调度模式、雨季调度模式、除渣与冲洗模式和应急停电调度运行模式;基于各对应关系可对污水提升泵站控制系统、各个预处理站控制系统、深隧泵站及污水处理厂的调度进行决策,以解决深层污 水排水隧道的调度运行复杂的问题。此外,在深层污水排水隧道的调度运行装置的使用过程中,应用支撑层还可以使用者的身份进行认证,并对相应数据及深隧的全局和局部进行展现,形成可交互的界面。Among them, the intelligent perception layer realizes rain monitoring, flow monitoring, water quality monitoring, video monitoring, etc. by setting up corresponding monitoring devices and sensors, and realizes the automation of the gate pump station by setting up a PLC control unit. The implementation data obtained by the intelligent perception layer is transmitted to the data layer through the mobile network GPRS or optical fiber link private network. After data collection and preliminary cleaning, it is divided into an index database and a real-time database. After further cleaning, processing, and integration, it is divided into basic Information database, model database and business database. The model service layer also contains preset models, such as rainfall runoff model, surface runoff model, pipe network hydraulic model, water quality model, deep tunnel velocity model, deep tunnel siltation model, etc. After comparing the data simulated by the model with the real-time data, the intelligent dispatching decision-making layer of the deep tunnel generates a dispatching decision model and a dispatching plan according to the control target object. In the deep tunnel intelligent dispatching decision-making layer, the corresponding relationship between the control target object and the dispatching plan is included: dry season dispatch mode, rainy season dispatch mode, slag removal and flushing mode, and emergency power outage dispatch operation mode; sewage pumping station can be lifted based on each corresponding relationship The control system, the control system of each pretreatment station, the deep tunnel pumping station and the sewage treatment plant are dispatched to make decisions to solve the complicated problem of the dispatch and operation of the deep sewage drainage tunnel. In addition, during the use of the dispatching operation device of the deep sewage drainage tunnel, the application support layer can also authenticate the user's identity, and display the corresponding data and the global and local parts of the deep tunnel to form an interactive interface.
请参阅图8,本发明的部分实施例还提供了一种计算机设备,该计算机设备可以是服务器,其内部结构图可以如图8所示。该计算机设备包括通过系统总线连接的处理器、存储器、网络接口和数据库。其中,该计算机设备的处理器用于提供计算和控制能力。该计算机设备的存储器包括非易失性存储介质、内存储器。该非易失性存储介质存储有操作系统、计算机程序和数据库。该内存储器为非易失性存储介质中的操作系统和计算机程序的运行提供环境。该计算机设备的数据库用于存储视频数据。该计算机设备的网络接口用于与外部的终端通过网络连接通信。该计算机程序被处理器执行时以实现深层污水排水隧道的调度运行。Referring to FIG. 8, some embodiments of the present invention also provide a computer device. The computer device may be a server, and its internal structure diagram may be as shown in FIG. 8. The computer equipment includes a processor, a memory, a network interface, and a database connected through a system bus. Among them, the processor of the computer device is used to provide calculation and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, a computer program, and a database. The internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium. The database of the computer equipment is used to store video data. The network interface of the computer device is used to communicate with an external terminal through a network connection. The computer program is executed by the processor to realize the scheduling operation of the deep sewage drainage tunnel.
在本发明的一个实施例中,提供了一种计算机设备,包括存储器和处理器,该存储器存储有计算机程序,该处理器执行计算机程序时实现以下步骤:In an embodiment of the present invention, a computer device is provided, including a memory and a processor, the memory stores a computer program, and the processor implements the following steps when executing the computer program:
获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;Obtain real-time data generated by the terminal and perform data processing to obtain basic information database, model database and business database;
根据基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;According to the basic information database, model database and business database, call the corresponding preset model to obtain the real-time model of the corresponding data;
对实时模型进行模拟得到模拟数据,将模拟数据与实时数据进行对比,确定实时数据中的控制目标对象,并根据控制目标对象生成调度决策模型和调度方案;Simulate the real-time model to obtain the simulated data, compare the simulated data with the real-time data, determine the control target object in the real-time data, and generate the scheduling decision model and the scheduling plan according to the control target object;
将调度方案发送至终端,并接受终端反馈的操作结果,根据操作结果对调度方案对应的调度模型进行模型率定;操作结果由终端根据调度方案生成。The scheduling scheme is sent to the terminal, and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result; the operation result is generated by the terminal according to the scheduling scheme.
在本发明的一个实施例中,处理器执行计算机程序时还实现以下步骤:In an embodiment of the present invention, the processor further implements the following steps when executing the computer program:
根据控制目标对象生成调度方案的过程还包括:基于至少一种控制目标对象和调度方案的对应关系,确定控制目标对象对应的目标调度方案。The process of generating a scheduling plan based on the control target object further includes: determining a target scheduling plan corresponding to the control target object based on at least one correspondence between the control target object and the scheduling plan.
在本发明的一个实施例中,处理器执行计算机程序时还实现以下步骤:In an embodiment of the present invention, the processor further implements the following steps when executing the computer program:
获取终端产生的实时数据后,触发数据显示操作,展示实时数据的获取界面。更为具体地:After acquiring the real-time data generated by the terminal, the data display operation is triggered to display the real-time data acquisition interface. More specifically:
在接收到实时数据的获取界面请求后,得到初始实时界面;After receiving the real-time data acquisition interface request, the initial real-time interface is obtained;
根据初始实时界面确定每个界面元素对应的实时数据;Determine the real-time data corresponding to each interface element according to the initial real-time interface;
根据每个界面元素对应的实时数据更新所述初始实时界面,得到并根据触发操作展示最终实时界面。The initial real-time interface is updated according to the real-time data corresponding to each interface element, and the final real-time interface is obtained and displayed according to the trigger operation.
本发明的部分实施例还提供了一种计算机可读存储介质,其上存储有计算机程序,所述计算机程序被处理器执行时实现上述深层污水排水隧道的调度运行的步骤。Some embodiments of the present invention also provide a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, the above-mentioned step of scheduling operation of the deep sewage drainage tunnel is realized.
具体地,本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,是可以通过计算机程序来指令相关的硬件来完成,所述的计算机程序可存储于一非易失性计算机可读取存储介质中,该计算机程序在执行时,可包括如上述各方法的实施例的流程。其中,本申请所提供的各实施例中所使用的对存储器、存储、数据库或其它介质的任何引用,均可包括非易失性和/或易失性存储器。非易失性存储器可包括只读存储器(ROM)、可编程ROM(PROM)、电可编程ROM(EPROM)、电可擦除可编程ROM(EEPROM)或闪存。易失性存储器可包括随机存取存储器(RAM)或者外部高速缓冲存储器。作为说明而非局限,RAM以多种形式可得,诸如静态RAM(SRAM)、动态RAM(DRAM)、同步DRAM(SDRAM)、双数据率SDRAM(DDRSDRAM)、增强型SDRAM(ESDRAM)、同步链路(Synchlink)DRAM(SLDRAM)、存储器总线(Rambus)直接RAM(RDRAM)、直接存储器总线动态RAM(DRDRAM)、以及存储器总线动态RAM(RDRAM)等。Specifically, a person of ordinary skill in the art can understand that all or part of the processes in the method of the foregoing embodiments can be implemented by instructing relevant hardware through a computer program. The computer program can be stored in a non-volatile computer. When the computer program is executed in the read storage medium, the computer program may include the procedures of the above-mentioned method embodiments. Wherein, any reference to memory, storage, database or other media used in the embodiments provided in this application may include non-volatile and/or volatile memory. Non-volatile memory may include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), or flash memory. Volatile memory may include random access memory (RAM) or external cache memory. As an illustration and not a limitation, RAM is available in many forms, such as static RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDRSDRAM), enhanced SDRAM (ESDRAM), synchronous chain Channel (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM), etc.
综上所述,本发明提供了深层污水排水隧道的调度运行方法、装置和计算机设备。本发明通过获取终端产生的实时数据并进行数据处理,得到相应的数据库;并根据相应的数据库调取对应的预设模型,得到实时模型;然后对实时模型进行模拟,并将模拟数据与实时数据对比,根据控制目标对象生成调度决策模型和调度方案;再由终端根据该调度方案生成相应的操作结果, 并以此对调度方案对应的调度模型进行模型率定。通过上述方式,本发明能够对各终端进行实时调度,并通过调度反馈及模型率定实现智慧调度,以解决深层污水排水隧道的调度运行复杂的问题,具有较好的应用前景。In summary, the present invention provides a method, device and computer equipment for dispatching and operating a deep sewage drainage tunnel. The present invention obtains the corresponding database by acquiring the real-time data generated by the terminal and performing data processing; and calls the corresponding preset model according to the corresponding database to obtain the real-time model; then the real-time model is simulated, and the simulated data is combined with the real-time data In contrast, a scheduling decision model and a scheduling plan are generated according to the control target object; then the terminal generates a corresponding operation result according to the scheduling plan, and the scheduling model corresponding to the scheduling plan is model-calibrated based on this. Through the above method, the present invention can perform real-time scheduling of various terminals, and realize smart scheduling through scheduling feedback and model calibration, so as to solve the problem of complicated scheduling and operation of deep sewage drainage tunnels, and has good application prospects.
以上实施例仅用以说明本发明的技术方案而非限制,尽管参照较佳实施例对本发明进行了详细说明,本领域的普通技术人员应当理解,可以对本发明的技术方案进行修改或等同替换,而不脱离本发明技术方案的精神和范围。The above embodiments are only used to illustrate the technical solutions of the present invention and not to limit them. Although the present invention has been described in detail with reference to the preferred embodiments, those of ordinary skill in the art should understand that the technical solutions of the present invention can be modified or equivalently replaced. Without departing from the spirit and scope of the technical solution of the present invention.

Claims (10)

  1. 一种深层污水排水隧道的调度运行方法,其特征在于,包括如下步骤:A method for dispatching and operating a deep sewage drainage tunnel, which is characterized in that it comprises the following steps:
    获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;Obtain real-time data generated by the terminal and perform data processing to obtain basic information database, model database and business database;
    根据所述基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;According to the basic information database, model database and business database, call the corresponding preset model to obtain the real-time model of the corresponding data;
    对所述实时模型进行模拟得到模拟数据,将所述模拟数据与所述实时数据进行对比,确定所述实时数据中的控制目标对象,并根据所述控制目标对象生成调度决策模型和调度方案;Simulating the real-time model to obtain simulation data, comparing the simulation data with the real-time data, determining a control target object in the real-time data, and generating a scheduling decision model and a scheduling plan according to the control target object;
    将所述调度方案发送至所述终端,并接受所述终端反馈的操作结果,根据所述操作结果对所述调度方案对应的调度模型进行模型率定;所述操作结果由所述终端根据所述调度方案生成。The scheduling scheme is sent to the terminal, and the operation result fed back by the terminal is accepted, and the scheduling model corresponding to the scheduling scheme is model-calibrated according to the operation result; the operation result is determined by the terminal according to the operation result. The scheduling plan is generated.
  2. 根据权利要求1所述的深层污水排水隧道的调度运行方法,其特征在于:根据所述控制目标对象生成调度方案的过程还包括:基于至少一种所述控制目标对象和所述调度方案的对应关系,确定所述控制目标对象对应的目标调度方案。The method for dispatching and operating a deep sewage drainage tunnel according to claim 1, wherein the process of generating a dispatch plan according to the control target object further comprises: based on at least one correspondence between the control target object and the dispatch plan Relationship to determine the target scheduling plan corresponding to the control target object.
  3. 根据权利要求1所述的深层污水排水隧道的调度运行方法,其特征在于:所述控制目标对象包括深隧调度运行的溢流、涌浪的风险点和关键控制点。The method for dispatching and operating a deep sewage drainage tunnel according to claim 1, wherein the control target object includes overflow, swell risk points and key control points of the deep tunnel dispatching operation.
  4. 根据权利要求2所述的深层污水排水隧道的调度运行方法,其特征在于:所述对应关系的类型包括旱季调度模式、雨季调度模式、除渣与冲洗模式和应急停电调度运行模式。The dispatching operation method of a deep sewage drainage tunnel according to claim 2, wherein the types of the corresponding relationship include dry season dispatching mode, rainy season dispatching mode, slag removal and washing mode, and emergency power outage dispatching operation mode.
  5. 根据权利要求1所述的深层污水排水隧道的调度运行方法,其特征在于:所述调度运行方法还包括:获取所述终端产生的所述实时数据后,触发数据显示操作,展示所述实时数据的获取界面。The method for dispatching and operating a deep sewage drainage tunnel according to claim 1, wherein the method for dispatching and operating further comprises: after acquiring the real-time data generated by the terminal, triggering a data display operation to display the real-time data To get the interface.
  6. 根据权利要求1所述的深层污水排水隧道的调度运行方法,其特征在于:展示所述实时数据的获取界面的过程具体为:The dispatching operation method of a deep sewage drainage tunnel according to claim 1, wherein the process of displaying the acquisition interface of the real-time data is specifically:
    在接收到所述实时数据的获取界面请求后,得到初始实时界面;After receiving the real-time data acquisition interface request, obtain the initial real-time interface;
    根据所述初始实时界面确定每个界面元素对应的实时数据;Determine the real-time data corresponding to each interface element according to the initial real-time interface;
    根据每个所述界面元素对应的实时数据更新所述初始实时界面,得到并根据触发操作展示最终实时界面。The initial real-time interface is updated according to the real-time data corresponding to each interface element, and the final real-time interface is obtained and displayed according to the trigger operation.
  7. 根据权利要求1所述的深层污水排水隧道的调度运行方法,其特征在于:所述实时数据包括信息采集点数据、雨量监测数据、流量监测数据、水质监测数据、终端控制系统的控制数据以及监控终端的视频数据中一种或几种。The method for dispatching and operating a deep sewage drainage tunnel according to claim 1, wherein the real-time data includes information collection point data, rainfall monitoring data, flow monitoring data, water quality monitoring data, terminal control system control data, and monitoring One or more of the video data of the terminal.
  8. 一种深层污水排水隧道的调度运行装置,其特征在于,包括:A dispatching operation device for a deep sewage drainage tunnel, which is characterized in that it comprises:
    获取数据模块,用于获取终端产生的实时数据并进行数据处理,得到基础信息数据库、模型数据库和业务数据库;The data acquisition module is used to acquire the real-time data generated by the terminal and perform data processing to obtain the basic information database, model database and business database;
    模型生成模块,用于根据所述基础信息数据库、模型数据库和业务数据库,调用对应的预设模型,得到对应数据的实时模型;The model generation module is used to call the corresponding preset model according to the basic information database, the model database and the business database to obtain the real-time model of the corresponding data;
    调度生成模块,用于对所述实时模型进行模拟得到模拟数据,将所述模拟数据与所述实时数据进行对比,确定所述实时数据中的控制目标对象,并根据所述控制目标对象生成调度决策模型和调度方案;The scheduling generation module is used to simulate the real-time model to obtain simulation data, compare the simulation data with the real-time data, determine the control target object in the real-time data, and generate a schedule according to the control target object Decision model and scheduling plan;
    调度确定模块,用于将所述调度方案发送至所述终端,并接受所述终端反馈的操作结果,根据所述操作结果对所述调度方案对应的调度模型进行模型率定;所述操作结果由所述终端根据所述调度方案生成。The scheduling determination module is configured to send the scheduling plan to the terminal, and accept the operation result fed back by the terminal, and perform model calibration on the scheduling model corresponding to the scheduling plan according to the operation result; the operation result Generated by the terminal according to the scheduling scheme.
  9. 一种计算机设备,包括存储器和处理器,所述存储器存储有计算机程序,其特征在于:所述处理器执行所述计算机程序时实现权利要求1所述的调度运行方法的步骤。A computer device comprising a memory and a processor, the memory storing a computer program, wherein the processor implements the steps of the scheduling operation method according to claim 1 when the computer program is executed by the processor.
  10. 一种计算机可读存储介质,其上存储有计算机程序,其特征在于:所述计算机程序被处理器执行时实现权利要求1所述的调度运行方法的步骤。A computer-readable storage medium with a computer program stored thereon, wherein the computer program implements the steps of the scheduling operation method of claim 1 when the computer program is executed by a processor.
PCT/CN2021/097378 2020-06-22 2021-05-31 Operation scheduling method and apparatus for deep sewage drainage tunnel, and computer device WO2021259009A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
ZA2022/09839A ZA202209839B (en) 2020-06-22 2022-09-02 Dispatching operation method, device and computer equipment for deep sewage drainage tunnel

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN202010575152.XA CN111815128B (en) 2020-06-22 2020-06-22 Scheduling operation method and device for deep sewage drainage tunnel and computer equipment
CN202010575152.X 2020-06-22

Publications (1)

Publication Number Publication Date
WO2021259009A1 true WO2021259009A1 (en) 2021-12-30

Family

ID=72845506

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2021/097378 WO2021259009A1 (en) 2020-06-22 2021-05-31 Operation scheduling method and apparatus for deep sewage drainage tunnel, and computer device

Country Status (3)

Country Link
CN (1) CN111815128B (en)
WO (1) WO2021259009A1 (en)
ZA (1) ZA202209839B (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115146566A (en) * 2022-09-05 2022-10-04 北京恒润安科技有限公司 Irrigation district whole ditch system management and control system based on hydrodynamic model
CN115147002A (en) * 2022-07-28 2022-10-04 成都华凯达交通设施有限公司 Traffic tunnel intelligent operation and maintenance monitoring, regulation and control management system based on artificial intelligence

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111815128B (en) * 2020-06-22 2022-12-06 中建三局绿色产业投资有限公司 Scheduling operation method and device for deep sewage drainage tunnel and computer equipment
CN113408861A (en) * 2021-05-26 2021-09-17 中国电建集团华东勘测设计研究院有限公司 Technology and application platform for realizing real-time scheduling scheme of gravity flow guide water transfer engineering
CN113282577B (en) * 2021-07-23 2021-11-19 重庆华悦生态环境工程研究院有限公司深圳分公司 Sewage pipe network monitoring method and device, electronic equipment and storage medium
CN113885592B (en) * 2021-09-01 2024-01-16 武汉市政工程设计研究院有限责任公司 Intelligent operation and maintenance method, system and device for sewage deep tunneling and storage medium
CN113837453A (en) * 2021-09-08 2021-12-24 中建三局绿色产业投资有限公司 Deep sewage drainage tunnel wisdom operation system
CN115618769B (en) * 2022-12-06 2023-10-24 成都市市政工程设计研究院有限公司 Drainage system evaluation method and system based on hydraulic model
CN116068957B (en) * 2023-03-31 2023-07-18 交通运输部天津水运工程科学研究所 System and method for collecting and dispatching rainwater and sewage in bulk cargo port

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100049477A1 (en) * 2008-08-19 2010-02-25 Sivan Design D.S Ltd Civil engineering simulation using quadtree data structures
CN102890792A (en) * 2011-07-20 2013-01-23 北京源汇远科技有限公司 Municipal drainage pipe network decision evaluation method
CN104200322A (en) * 2014-09-01 2014-12-10 北京科技大学 Integrated watershed management system
CN109933027A (en) * 2019-02-28 2019-06-25 重庆工商大学 Sewage management platform based on factory's group's monitoring water quality and modelling management
CN111815128A (en) * 2020-06-22 2020-10-23 中建三局绿色产业投资有限公司 Scheduling operation method and device for deep sewage drainage tunnel and computer equipment

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH1011150A (en) * 1996-06-26 1998-01-16 Hitachi Ltd River administration facility operation guidance system
CN101692273A (en) * 2009-09-28 2010-04-07 北京工业大学 Modeling method of on-line hydraulic model of municipal drainage pipe network
CN106382471B (en) * 2016-11-25 2019-06-25 上海市城市排水有限公司 A kind of urban drainage pipe network diagnosing evaluating method considering key node
CN110838079A (en) * 2019-10-18 2020-02-25 南京中科智慧生态科技有限公司 Intelligent city flood control and drainage remote monitoring system and method
CN111077864A (en) * 2019-12-24 2020-04-28 上海水顿智能科技有限公司 Intelligent drainage scheduling and analyzing method and system

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100049477A1 (en) * 2008-08-19 2010-02-25 Sivan Design D.S Ltd Civil engineering simulation using quadtree data structures
CN102890792A (en) * 2011-07-20 2013-01-23 北京源汇远科技有限公司 Municipal drainage pipe network decision evaluation method
CN104200322A (en) * 2014-09-01 2014-12-10 北京科技大学 Integrated watershed management system
CN109933027A (en) * 2019-02-28 2019-06-25 重庆工商大学 Sewage management platform based on factory's group's monitoring water quality and modelling management
CN111815128A (en) * 2020-06-22 2020-10-23 中建三局绿色产业投资有限公司 Scheduling operation method and device for deep sewage drainage tunnel and computer equipment

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115147002A (en) * 2022-07-28 2022-10-04 成都华凯达交通设施有限公司 Traffic tunnel intelligent operation and maintenance monitoring, regulation and control management system based on artificial intelligence
CN115146566A (en) * 2022-09-05 2022-10-04 北京恒润安科技有限公司 Irrigation district whole ditch system management and control system based on hydrodynamic model
CN115146566B (en) * 2022-09-05 2022-12-27 北京恒润安科技有限公司 Irrigation district whole ditch system management and control system based on hydrodynamic model

Also Published As

Publication number Publication date
ZA202209839B (en) 2022-09-28
CN111815128A (en) 2020-10-23
CN111815128B (en) 2022-12-06

Similar Documents

Publication Publication Date Title
WO2021259009A1 (en) Operation scheduling method and apparatus for deep sewage drainage tunnel, and computer device
Siddula et al. Water level monitoring and management of dams using IoT
CN106382471B (en) A kind of urban drainage pipe network diagnosing evaluating method considering key node
CN110570126B (en) Real-time scheduling method of rainwater storage facility based on real-time meteorological information
CN115545678A (en) Water quality monitoring method based on water environment portrait and pollutant traceability
CN108320462A (en) Urban Flood control early-warning and predicting system
CN103546536A (en) Internet of things system of sewage treatment plant
CN103399539A (en) Heterogeneous network communication-based urban inland inundation monitoring and information service system and monitoring method
CN113505471B (en) River section pollutant concentration prediction calculation method
CN112187932A (en) Intelligent monitoring and early warning method for small and medium reservoir dam based on edge calculation
CN106320497A (en) City intelligent drainage control system based on hierarchical control structure
CN107516167A (en) Municipal drainage integration operation intelligent distribution and management system
CN113902172A (en) Sewage treatment method, system, device and medium
CN103472792B (en) Intelligent drainage system
CN110838079A (en) Intelligent city flood control and drainage remote monitoring system and method
CN110836683A (en) River channel management method, river channel management device and terminal
CN207924874U (en) Urban Flood control early-warning and predicting device
CN204028979U (en) A kind of urban pipe network monitoring system based on Geographic Information System
CN109840870A (en) A kind of drainage system grid-based management pattern analysis method and the medium for storing it
CN110471385A (en) Wisdom pumps lock control system
Barthelemy et al. Problem-driven and technology-enabled solutions for safer communities: the case of stormwater management in the Illawarra-Shoalhaven region (NSW, Australia)
CN113837453A (en) Deep sewage drainage tunnel wisdom operation system
Liu et al. City pipe network intelligent service based on GIS and internet of things
CN116562060B (en) Rain and sewage pipe network data analysis system and method based on smart city
CN206205105U (en) City intelligent drainage control system based on heterarchical architecture

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 21829695

Country of ref document: EP

Kind code of ref document: A1

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 21829695

Country of ref document: EP

Kind code of ref document: A1

32PN Ep: public notification in the ep bulletin as address of the adressee cannot be established

Free format text: NOTING OF LOSS OF RIGHTS PURSUANT TO RULE 112(1) EPC (EPO FORM 1205A DATED 29/06/2023)

122 Ep: pct application non-entry in european phase

Ref document number: 21829695

Country of ref document: EP

Kind code of ref document: A1