CN113947301B - Sponge city project evaluation method and device, terminal equipment and storage medium - Google Patents

Sponge city project evaluation method and device, terminal equipment and storage medium Download PDF

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CN113947301B
CN113947301B CN202111195253.5A CN202111195253A CN113947301B CN 113947301 B CN113947301 B CN 113947301B CN 202111195253 A CN202111195253 A CN 202111195253A CN 113947301 B CN113947301 B CN 113947301B
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parameters
sponge city
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CN113947301A (en
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于宝财
王鸿鹏
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Guangdong Weizhi Technology Co ltd
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Guangdong Weizhi Technology Co ltd
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    • 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
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    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • 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
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Abstract

The invention discloses an evaluation method of a sponge city project, which is used for terminal equipment and comprises the following steps: acquiring an evaluation index aiming at a target sponge city project; acquiring target rainwater professional parameters of the target sponge city project; outputting and setting the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model; inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain output index values; and evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result. The invention also discloses a sponge city project evaluation device, terminal equipment and a computer readable storage medium. By using the method, the evaluation efficiency of the sponge city project is improved.

Description

Sponge city project evaluation method and device, terminal equipment and storage medium
Technical Field
The invention relates to the field of city evaluation, in particular to a sponge city project evaluation method, a sponge city project evaluation device, terminal equipment and a computer-readable storage medium.
Background
Urbanization is a necessary trend of social productivity development to a certain historical period, urbanization in China develops rapidly, and high-speed urbanization brings about a series of problems of increase of urban quantity, reduction of rural quantity, reduction of areas of natural drainage systems such as ponds, lakes and cultivated lands, increase of surface hardening areas and the like, and the problems are also one of important reasons for urban waterlogging.
In recent years, China has already achieved certain achievements in the construction of multi-batch sponge city pilot project.
However, in the existing evaluation method for the sponge city project, an expert is required to perform field inspection to observe the situation, and the evaluation efficiency is low by combining a planning file, the expert experience and the like to evaluate the sponge city project.
Disclosure of Invention
The invention mainly aims to provide a sponge city project evaluation method, a sponge city project evaluation device, a terminal device and a computer readable storage medium, and aims to solve the technical problems that in the prior art, through field inspection by an organization expert, the sponge city project is evaluated in a mode of combining a planning file, expert experience and the like, the evaluation time of the sponge city project is long, and the evaluation efficiency is low.
In order to achieve the above object, the present invention provides an evaluation method for a sponge city project, which is used for a terminal device, and the method comprises the following steps:
acquiring an evaluation index aiming at a target sponge city project;
acquiring target rainwater professional parameters of the target sponge city project;
outputting and setting the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model;
inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain an output index value;
and evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result.
Optionally, before the step of performing output setting on the sponge city evaluation model by using the evaluation index to obtain the set sponge city evaluation model, the method further includes:
acquiring historical meteorological parameters, basic land parcel parameters, basic sponge parameters, hydrological and hydraulic parameters, water quality parameters and drainage system parameters of the target sponge city project;
generalizing the LID by using the land parcel basic parameters and the drainage system parameters to obtain an LID model;
constructing a sponge model by using the basic sponge parameters;
constructing a hydrological model by utilizing the hydrological water conservancy parameters and the historical meteorological parameters;
constructing a water quality model by using the water quality parameters and the historical meteorological parameters;
constructing an inland inundation model by using the drainage system parameters;
and obtaining the sponge city evaluation model based on the LID model, the sponge model, the hydrological model, the water quality model and the waterlogging model.
Optionally, the target rainwater professional parameters include a target rainfall condition, a target drainage capacity recurrence period, a target waterlogging prevention design recurrence period, and target rainfall typical annual data of the target sponge city project.
Optionally, the step of obtaining the sponge city assessment model based on the LID model, the sponge model, the hydrological model, the water quality model, and the waterlogging model includes:
obtaining the initial assessment model based on the LID model, the sponge model, the hydrological model, the water quality model and the waterlogging model;
inputting historical rainwater professional parameters of the target sponge city project into the initial evaluation model to obtain output data, wherein the historical rainwater professional parameters comprise historical rainfall working conditions, historical drainage capacity reappearance period, historical waterlogging prevention design reappearance period and historical rainfall typical year data;
determining a comparison result of actual monitoring data corresponding to the historical rainwater professional parameters and the output data;
adjusting the historical rainwater professional parameters by using the comparison result to obtain new historical rainwater professional parameters;
updating the rain professional parameters by using the new historical rain professional parameters, returning to execute the historical rain professional parameters of the target sponge city project, inputting the initial evaluation model until the comparison result meets the preset condition, and determining the initial evaluation model as the sponge city evaluation model.
Optionally, after the step of obtaining the evaluation result, the method further includes:
and outputting the output index value and the evaluation result in a graphic and/or text mode.
Optionally, the evaluation index is at least one of a total annual runoff control rate, a pollutant removal rate of annual runoff, a rainwater resource utilization rate, ecological shoreline restoration, a ground water level, an urban heat island effect, water environment quality, a sewage regeneration utilization rate, pipe network leakage control, urban rainstorm flood disaster prevention and control or drinking water safety.
Alternatively to this, the first and second parts may,
the historical meteorological parameters comprise historical air temperature, historical rainfall intensity, historical evaporation capacity, a historical typical annual rainfall curve and a historical rainfall recurrence period;
the basic parameters of the land parcel comprise catchment subareas, catchment areas, gradients, different land utilization area proportions and land parcel widths;
the actual monitoring data comprise the monitored flow of the sponge facility, the liquid level of the sponge facility and the monitored water quality of the sponge facility;
the basic parameters of the sponge comprise sponge facility types, sponge areas, surface overflow width, impervious area proportion, water storage depth, vegetation volume proportion, surface roughness coefficient, gradient, impervious rate, permeability, blocking factors, soil texture grading parameter values and water pouring rate gradient;
the hydrological and hydraulic parameters comprise catchment subareas, runoff yield model setting, infiltration rate, attenuation rate coefficient, infiltration amount, Manning coefficient, impervious area ratio and impervious rate;
the water quality parameters comprise an accumulation function, an accumulation amount area, a rate constant, a scouring curve, a scouring coefficient, a runoff rate index, a cleanable rate, cleaning time and a land type;
the parameters of the drainage system comprise the structure of the drainage system, the subareas of the drainage system and the pipe network data of the drainage system.
In addition, in order to achieve the above object, the present invention further provides an evaluation apparatus for a sponge city project, which is used for a terminal device, the apparatus comprising:
the first acquisition module is used for acquiring an evaluation index aiming at a target sponge city project;
the second acquisition module is used for acquiring target rainwater professional parameters of the target sponge city project;
the setting module is used for carrying out output setting on the sponge city evaluation model by utilizing the evaluation index so as to obtain the set sponge city evaluation model;
the acquisition module is used for inputting the target rainwater professional parameters into the set sponge city evaluation model so as to obtain output index values;
and the evaluation module is used for evaluating the output index value by using the planning index value of the target sponge city project so as to obtain an evaluation result.
In addition, to achieve the above object, the present invention further provides a terminal device, including: the evaluation program of the sponge city project realizes the steps of the evaluation method of the sponge city project according to any one of the above items when being executed by the processor.
In addition, in order to achieve the above object, the present invention further provides a computer readable storage medium, on which an evaluation program of a sponge city project is stored, and when the evaluation program of the sponge city project is executed by a processor, the steps of the evaluation method of the sponge city project are implemented.
The technical scheme of the invention provides an evaluation method of sponge city projects, which is used for terminal equipment and comprises the steps of obtaining evaluation indexes aiming at target sponge city projects; acquiring target rainwater professional parameters of the target sponge city project; outputting and setting the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model; inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain output index values; and evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result.
In the existing evaluation method, an expert needs to carry out on-site investigation on a target sponge city project, and the sponge city project is evaluated through the observed condition and combining with a planning file, the experience of the expert and the like, so that the evaluation time is consumed, and the evaluation efficiency is low. In the invention, the terminal equipment directly inputs the acquired target rainwater professional parameters into the set sponge city evaluation model to obtain the output index value, and continues to evaluate the output index value by using the planning index value of the target sponge city project to obtain an evaluation result, so that the evaluation time is greatly reduced without field investigation of experts. Therefore, the method improves the evaluation efficiency of the sponge city project.
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In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the structures shown in the drawings without creative efforts.
Fig. 1 is a schematic structural diagram of a terminal device in a hardware operating environment according to an embodiment of the present invention;
FIG. 2 is a schematic flow chart of a first embodiment of the evaluation method for sponge city projects according to the present invention;
fig. 3 is a block diagram showing the structure of the evaluation apparatus for sponge city projects according to the first embodiment of the present invention.
The implementation, functional features and advantages of the objects of the present invention will be further explained with reference to the accompanying drawings.
Detailed Description
The technical solutions in the embodiments of the present invention will be described clearly and completely with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Referring to fig. 1, fig. 1 is a schematic structural diagram of a terminal device in a hardware operating environment according to an embodiment of the present invention.
In general, a terminal device includes: at least one processor 301, a memory 302 and an evaluation program of a sponge city project stored on said memory and executable on said processor, said evaluation program of a sponge city project being configured to implement the steps of the method of evaluation of a sponge city project as described before.
The processor 301 may include one or more processing cores, such as a 4-core processor, an 8-core processor, and so on. The processor 301 may be implemented in at least one hardware form of a DSP (Digital Signal Processing), an FPGA (Field-Programmable Gate Array), and a PLA (Programmable Logic Array). The processor 301 may also include a main processor and a coprocessor, where the main processor is a processor for processing data in a wake state, and is also called a Central Processing Unit (CPU); a coprocessor is a low power processor for processing data in a standby state. In some embodiments, the processor 301 may be integrated with a GPU (Graphics Processing Unit), which is responsible for rendering and drawing the content required to be displayed on the display screen. The processor 301 may further include an AI (Artificial Intelligence) processor for processing an evaluation method operation regarding a sponge city project, so that an evaluation method model of the sponge city project may be trained and learned autonomously, improving efficiency and accuracy.
Memory 302 may include one or more computer-readable storage media, which may be non-transitory. Memory 302 may also include high speed random access memory, as well as non-volatile memory, such as one or more magnetic disk storage devices, flash memory storage devices. In some embodiments, a non-transitory computer readable storage medium in memory 302 is used to store at least one instruction for execution by processor 301 to implement the method of evaluating a sponge city project provided by method embodiments herein.
In some embodiments, the terminal may further include: a communication interface 303 and at least one peripheral device. The processor 301, the memory 302 and the communication interface 303 may be connected by a bus or signal lines. Various peripheral devices may be connected to communication interface 303 via a bus, signal line, or circuit board. Specifically, the peripheral device includes: at least one of radio frequency circuitry 304, a display screen 305, and a power source 306.
The communication interface 303 may be used to connect at least one peripheral device related to I/O (Input/Output) to the processor 301 and the memory 302. In some embodiments, processor 301, memory 302, and communication interface 303 are integrated on the same chip or circuit board; in some other embodiments, any one or two of the processor 301, the memory 302 and the communication interface 303 may be implemented on a single chip or circuit board, which is not limited in this embodiment.
The Radio Frequency circuit 304 is used for receiving and transmitting RF (Radio Frequency) signals, also called electromagnetic signals. The radio frequency circuitry 304 communicates with communication networks and other communication devices via electromagnetic signals. The rf circuit 304 converts an electrical signal into an electromagnetic signal to transmit, or converts a received electromagnetic signal into an electrical signal. Optionally, the radio frequency circuit 304 comprises: an antenna system, an RF transceiver, one or more amplifiers, a tuner, an oscillator, a digital signal processor, a codec chipset, a subscriber identity module card, and so forth. The radio frequency circuitry 304 may communicate with other terminals via at least one wireless communication protocol. The wireless communication protocols include, but are not limited to: metropolitan area networks, various generation mobile communication networks (2G, 3G, 4G, and 5G), Wireless local area networks, and/or WiFi (Wireless Fidelity) networks. In some embodiments, the rf circuit 304 may further include NFC (Near Field Communication) related circuits, which are not limited in this application.
The display screen 305 is used to display a UI (User Interface). The UI may include graphics, text, icons, video, and any combination thereof. When the display screen 305 is a touch display screen, the display screen 305 also has the ability to capture touch signals on or over the surface of the display screen 305. The touch signal may be input to the processor 301 as a control signal for processing. At this point, the display screen 305 may also be used to provide virtual buttons and/or a virtual keyboard, also referred to as soft buttons and/or a soft keyboard. In some embodiments, the display screen 305 may be a front panel of the electronic device; in other embodiments, the display screens 305 may be at least two, respectively disposed on different surfaces of the electronic device or in a folded design; in still other embodiments, the display 305 may be a flexible display disposed on a curved surface or a folded surface of the electronic device. Even further, the display screen 305 may be arranged in a non-rectangular irregular figure, i.e. a shaped screen. The Display screen 305 may be made of LCD (liquid crystal Display), OLED (Organic Light-Emitting Diode), and the like.
The power supply 306 is used to supply power to various components in the electronic device. The power source 306 may be alternating current, direct current, disposable or rechargeable. When power source 306 comprises a rechargeable battery, the rechargeable battery may support wired or wireless charging. The rechargeable battery may also be used to support fast charge technology.
Those skilled in the art will appreciate that the configuration shown in fig. 1 does not constitute a limitation of the terminal device and may include more or fewer components than those shown, or some components may be combined, or a different arrangement of components.
Furthermore, an embodiment of the present invention further provides a computer-readable storage medium, where an evaluation program of a sponge city project is stored on the computer-readable storage medium, and when the evaluation program of the sponge city project is executed by a processor, the steps of the evaluation method of the sponge city project are implemented as described above. Therefore, a detailed description thereof will be omitted. In addition, the beneficial effects of the same method are not described in detail. For technical details not disclosed in embodiments of the computer-readable storage medium referred to in the present application, reference is made to the description of embodiments of the method of the present application. It is determined that the program instructions may be deployed to be executed on one terminal device, or on multiple terminal devices located at one site, or distributed across multiple sites and interconnected by a communication network, as examples.
It will be understood by those skilled in the art that all or part of the processes of the methods of the embodiments described above can be implemented by a computer program, which can be stored in a computer-readable storage medium, and when executed, can include the processes of the embodiments of the methods described above. The computer-readable storage medium may be a magnetic disk, an optical disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), or the like.
Based on the hardware structure, the embodiment of the evaluation method of the sponge city project is provided.
Referring to fig. 2, fig. 2 is a schematic flow chart of a first embodiment of the evaluation method of the sponge city project, which is used for a terminal device, and the method includes the following steps:
step S11: and acquiring an evaluation index aiming at the target sponge city project.
It should be noted that the execution subject of the present invention is the terminal device, the terminal device is installed with the evaluation program of the sponge city project, the structure of the terminal device refers to the above, and when the terminal device executes the evaluation program of the sponge city project, the steps of the evaluation method of the sponge city project of the present invention are implemented. The target sponge city project refers to a sponge city project to be evaluated (or needing to be evaluated). The target sponge city project may be any form and size of sponge city project, and the invention is not limited.
The evaluation index can be a quantitative index according to performance evaluation and assessment indexes (trial) of sponge city construction, the quantitative index is divided into 11 indexes, including total annual runoff quantity control rate, annual runoff pollutant removal rate, rainwater resource utilization rate, ecological shoreline restoration, groundwater level, urban heat island effect, water environment quality, sewage regeneration utilization rate, pipe network leakage control, urban rainstorm flood disaster prevention and control, drinking water safety and the like, and the evaluation index can be any one of the quantitative indexes.
Step S12: and acquiring target rainwater professional parameters of the target sponge city project.
The target rainwater professional parameters comprise target rainfall working conditions, a target drainage capacity recurrence period, a target waterlogging prevention and control design recurrence period and target rainfall typical year data of the target sponge city project. For a target sponge city project, the rain professional parameters in a certain time period to be evaluated are the target rain professional parameters, namely the target rainfall working condition, the target drainage capacity reappearing period, the target waterlogging prevention and control design reappearing period and the target rainfall typical year data are the rainfall working condition, the drainage capacity reappearing period, the waterlogging prevention and control design reappearing period and the rainfall typical year data corresponding to the time period; the time interval may be a time interval corresponding to the current time, or may be a certain historical time interval, or may be a certain time interval in the future (a parameter estimated for the target rain specialty parameter, that is, an estimated rain specialty parameter according to the rain specialty parameter and the variation trend of the parameter in the historical time interval), which is not limited in the present invention.
Step S13: and outputting and setting the sponge city evaluation model by using the evaluation index to obtain the set sponge city evaluation model.
Step S14: and inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain an output index value.
It should be noted that, for the same sponge city evaluation model, the output index values corresponding to different evaluation indexes are different, and the evaluation indexes need to be used to perform output setting on the sponge city evaluation model. It can be understood that, the parameters in the set sponge city evaluation model are not changed, and only the output contents are different. The sponge city evaluation model is different from the sponge city evaluation model corresponding to different sponge city projects of the target sponge city project.
In the invention, the output index value corresponds to the evaluation index, and different evaluation indexes can be set based on requirements, so that flexible configuration of the output index value is realized.
Further, before the step of performing output setting on the sponge city evaluation model by using the evaluation index to obtain the set sponge city evaluation model, the method further includes: acquiring historical meteorological parameters, basic land parcel parameters, basic sponge parameters, hydrological and hydraulic parameters, water quality parameters and drainage system parameters of the target sponge city project; generalizing the LID by using the basic parameters of the land parcel and the parameters of the drainage system to obtain an LID model; constructing a sponge model by using the basic sponge parameters; constructing a hydrological model by utilizing the hydrological water conservancy parameters and the historical meteorological parameters; constructing a water quality model by using the water quality parameters and the historical meteorological parameters; constructing an inland inundation model by using the drainage system parameters; and obtaining the sponge city evaluation model based on the LID model, the sponge model, the hydrological model, the water quality model and the waterlogging model.
It should be noted that the historical meteorological parameters include historical air temperature, historical rainfall intensity, historical evaporation capacity, historical typical annual rainfall curve and historical rainfall recurrence period; the basic parameters of the land parcel comprise catchment subareas, catchment areas, gradients, different land utilization area proportions and land parcel widths; the actual monitoring data comprises the monitored flow of the sponge facility, the liquid level of the sponge facility and the water quality of the sponge facility; the basic parameters of the sponge comprise sponge facility type, sponge area, surface overflow width, impervious area proportion, water storage depth, vegetation volume proportion, surface roughness coefficient, gradient, impervious rate, permeability, blocking factor, soil texture grading parameter value and water pouring rate gradient; the hydrological and hydraulic parameters comprise catchment subareas, runoff yield model setting, infiltration rate, attenuation rate coefficient, infiltration amount, Manning coefficient, impervious area ratio and impervious rate; the water quality parameters comprise an accumulation function, an accumulation amount area, a rate constant, a scouring curve, a scouring coefficient, a runoff rate index, a cleanable rate, a cleaning time and a land type; the parameters of the drainage system comprise the structure of the drainage system, the subareas of the drainage system and the pipe network data of the drainage system. The historical meteorological parameters are meteorological parameters corresponding to the target sponge city project at the historical moment.
Specifically, the map basic parameter is a map basic parameter for performing data generalization, boundary setting, and parameter setting on the green land LID, the road LID, and the map LID. Road LID generalization: and (3) carrying out generalized setting on the biological retention facilities of the road LID, distinguishing green areas and boundaries of the built road and the non-built road, and defining pollution control indexes of self-absorption of the road and absorption of the green areas. Green land LID generalization: the method can be used for generalizing and setting sponge facilities such as a sunken greenbelt, a wetland, a rainwater garden, a rainwater storage pond, a rainwater pond and the like. Land cover generalization: generalizing and setting sponge facilities such as permeable pavement, green roof, rainwater recycling pool, permeable pavement and the like. Meanwhile, based on the parameters of the drainage system, the drainage subareas and the drainage pipe network data are generalized and set.
And constructing general characteristic simulation of runoff and confluence under rainfall working conditions by surrounding surface runoff generation and surface confluence and utilizing infiltration type mechanism models such as an SCS (least squares) model, a Green-Ampt (Green-Ampt) model and a Horton model on the basis of the hydrological water conservancy parameters and the historical meteorological parameters so as to obtain the hydrological model.
Based on the water quality parameters and the historical meteorological parameters, a pollutant accumulation model and a scouring model can be constructed according to different land types of industrial areas, commercial areas, residential areas and the like, and the accumulation of surface pollutants, the scouring of the surface pollutants and the cleaning of streets are simulated, so that the construction of the water quality model is realized.
The sponge model is constructed by utilizing different sponge facilities applied in the basic parameters of the sponge, the sponge facilities comprise main typical sponge facilities such as a rainwater flower bed, a concave green land, a permeable pavement, a rainwater pond, a small-sized regulation and storage pond and the like, and the main characteristics of the sponge facilities comprise related information such as type, area, surface layer, soil layer, gravel layer, outlet and the like.
And simulating the waterlogging condition under different rainfall conditions by using the drainage system parameters (mainly based on the drainage system generalization and setting obtained by using the drainage system parameters, the drainage subarea generalization and setting, and the drainage pipe network data generalization and setting) as a basis and by using hydrodynamic methods such as a dynamic wave method and a san xi weinan equation and the like through topology inspection of the pipeline data so as to obtain the waterlogging model.
It can be understood that, among the above parameters, the historical weather parameters may be changeable, and the other parameters have relatively small change degrees, and when the parameters change, the parameters before the change need to be updated by the changed parameters, for example, the target sponge city item changes greatly, so that the basic parameters of the land parcel change, and at this time, LID generalization needs to be performed again by using the changed basic parameters of the land parcel.
Further, the step of obtaining the sponge city assessment model based on the LID model, the sponge model, the hydrological model, the water quality model, and the waterlogging model includes: obtaining the initial assessment model based on the LID model, the sponge model, the hydrological model, the water quality model and the waterlogging model; inputting historical rainwater professional parameters of the target sponge city project into the initial evaluation model to obtain output data, wherein the historical rainwater professional parameters comprise historical rainfall working conditions, historical drainage capacity reappearance period, historical waterlogging prevention design reappearance period and historical rainfall typical year data; determining a comparison result of actual monitoring data corresponding to the historical rainwater professional parameters and the output data; adjusting the historical rainwater professional parameters by using the comparison result to obtain new historical rainwater professional parameters; updating the rain professional parameters by using the new historical rain professional parameters, returning to execute the historical rain professional parameters of the target sponge city project, inputting the initial evaluation model until the comparison result meets the preset condition, and determining the initial evaluation model as the sponge city evaluation model.
It can be understood that the historical rainwater professional parameters are the current time and the previous time, and the historical rainwater professional parameters are the historical time parameters, so that the corresponding actual monitoring data can be monitored by monitoring equipment, the initial evaluation model is trained by using the comparison result of the actual monitoring data and the output data of the initial evaluation model until the comparison result meets the preset condition, and the initial evaluation model at the time is the sponge city evaluation model. Wherein, the preset condition may be that the difference between the actual monitoring data and the output data of the initial evaluation model is smaller than a first preset threshold (the occurrence probability of this situation is higher), or the actual monitoring data is the same as the output data of the initial evaluation model (the occurrence probability of this situation is extremely low), the first preset threshold may be set by the user based on the requirement and the actual evaluation model, and the present invention is not limited,
when the initial evaluation model is not trained, the difference between the corresponding output data and the actual monitoring data is large, the historical rainwater professional parameters need to be adjusted continuously, the new historical rainwater professional parameters and the actual monitoring data are used as training samples, the initial evaluation model is trained continuously until the comparison result meets the preset condition, and the difference between the corresponding output data and the actual monitoring data of the initial evaluation model at the moment is extremely small.
The training process of the initial evaluation model, also referred to as calibration of the model, is used to improve the accuracy of the model output.
Specifically, the historical rainwater professional parameters can be obtained by the following method:
1. adjusting the historical rainfall working condition: according to different geographical positions and climatic environments of different projects, different rainfall conditions in rainy seasons are selected and determined, namely the historical rainfall conditions, such as different months, different rainfall intensities (which can be divided into rainstorm, heavy rain, medium rain, light rain and the like), and different rainfall periods are classified and screened to carry out model operation calibration.
2. Adjustment of historical drainage capacity recurrence period: the historical drainage capacity recurrence periods can be respectively determined according to the drainage capacity recurrence periods of the drainage pipe network of 1 year meeting, 2 years meeting, 3 years meeting and 5 years meeting.
3. Adjustment of historical prevention and control design recurrence period: the model operation rate can be determined according to the designed reproduction periods of the waterlogging prevention and treatment for 20 years, 30 years, 50 years and 100 years respectively.
4. Adjustment of rainfall typical year data: the typical annual data of historical rainfall can be determined by taking years as units, selecting rainfall data of 1 year and running a model.
The initial evaluation model calibrated by the method is the sponge city evaluation model, and the accuracy rate of the sponge city evaluation model is correspondingly improved.
Step S14: and evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result.
It should be noted that, in step S14, the planning index value of the target sponge city project is compared with the output index value to obtain a comparison result, where the comparison result is the evaluation result, and the evaluation result usually shows that the difference between the planning index value and the output index value is not greater than a second preset threshold, and is qualified at this time, or the difference between the planning index value and the output index value is greater than the second preset threshold, and is not qualified at this time. Under different evaluation indexes, the corresponding second preset threshold values are different, and a user can set the corresponding second preset threshold values according to the evaluation indexes based on requirements.
Further, after the step of obtaining the evaluation result, the method further comprises: outputting the output index value and the evaluation result in a graphic and/or text manner
After obtaining the evaluation result, the evaluation result and the index value may be output, and the output form of the evaluation result includes, but is not limited to, text, graphics, and the like.
In other embodiments, an output file interface may also be set, and interface packaging is performed based on the setting of the output file of the evaluation result to form an API file or a WEB service for the display application to interface with.
In other embodiments, the output indexes and the evaluation results are displayed visually in a graphical or indexed display form through a software development technology. Meanwhile, evaluation result suggestions and opinions can be formed based on the evaluation results and serve as reference basis for evaluation of the target sponge city project to be displayed in a visual and data mode.
In some embodiments, after the initial evaluation model is calibrated, obtaining a sponge city evaluation model with higher accuracy, and when actual monitoring data corresponding to the evaluation index does not exist, obtaining an evaluation result by the method of the present invention; and when actual monitoring data corresponding to the evaluation index exist, evaluating the actual monitoring data corresponding to the evaluation index by using the planning index value of the target sponge city project to obtain an evaluation result, namely directly comparing the actual monitoring data with the planning index value.
It can be understood that, if the evaluation index can be obtained and the corresponding actual monitoring data is obtained, the evaluation mode may be selected: the method of the invention can be used for obtaining the evaluation result, or directly comparing the actual monitoring data with the planning index value to obtain the evaluation result.
The technical scheme of the invention provides an evaluation method of a sponge city project, which is used for terminal equipment and is used for obtaining evaluation indexes aiming at a target sponge city project; acquiring target rainwater professional parameters of the target sponge city project; outputting and setting the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model; inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain output index values; and evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result.
In the existing evaluation method, an expert needs to carry out on-site investigation on a target sponge city project, and the sponge city project is evaluated through the observed condition and by combining a planning file, the experience of the expert and the like, so that the evaluation time is consumed, and the evaluation efficiency is low. In the invention, the terminal equipment directly inputs the acquired target rainwater professional parameters into the set sponge city evaluation model to obtain the output index value, and continues to evaluate the output index value by using the planning index value of the target sponge city project to obtain an evaluation result, so that the evaluation time is greatly reduced without field investigation of experts. Therefore, the method improves the evaluation efficiency of the sponge city project.
Referring to fig. 3, fig. 3 is a block diagram of a first embodiment of an evaluation apparatus for a sponge city project, the apparatus being used for a terminal device, the apparatus comprising:
the first acquisition module 10 is used for acquiring an evaluation index aiming at a target sponge city project;
the second obtaining module 20 is configured to obtain a target rainwater professional parameter of the target sponge city project;
the setting module 30 is configured to output and set the sponge city evaluation model by using the evaluation index, so as to obtain a set sponge city evaluation model;
an obtaining module 40, configured to input the target rainwater professional parameter into the set sponge city evaluation model to obtain an output index value;
and the evaluation module 50 is configured to evaluate the output index value by using the planning index value of the target sponge city project to obtain an evaluation result.
The above description is only an alternative embodiment of the present invention, and is not intended to limit the scope of the present invention, and all modifications and equivalents made by the contents of the present specification and the accompanying drawings, or directly/indirectly applied to other related technical fields, which are within the spirit of the present invention, are included in the scope of the present invention.

Claims (8)

1. A sponge city project assessment method is used for a terminal device, and comprises the following steps:
acquiring an evaluation index aiming at a target sponge city project;
acquiring target rainwater professional parameters of the target sponge city project; the target rainwater professional parameters comprise a target rainfall condition of the target sponge city project, a target drainage capacity recurrence period, a target waterlogging prevention design recurrence period and target rainfall typical annual data;
outputting and setting the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model;
inputting the target rainwater professional parameters into the set sponge city evaluation model to obtain output index values;
evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result;
before the step of evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result, the method further includes:
obtaining the sponge city evaluation model based on an LID model, a sponge model, a hydrological model, a water quality model and an inland inundation model;
based on LID model, sponge model, hydrological model, quality of water model and waterlogging model, obtain sponge city evaluation model includes:
obtaining an initial evaluation model based on an LID model, a sponge model, a hydrological model, a water quality model and an inland inundation model;
inputting historical rainwater professional parameters of the target sponge city project into the initial evaluation model to obtain output data, wherein the historical rainwater professional parameters comprise historical rainfall working conditions, historical drainage capacity reappearance period, historical waterlogging prevention design reappearance period and historical rainfall typical year data;
determining a comparison result of actual monitoring data corresponding to the historical rainwater professional parameters and the output data;
adjusting the historical rainwater professional parameters by using the comparison result to obtain new historical rainwater professional parameters;
updating the rain professional parameters by using the new historical rain professional parameters, returning to execute the historical rain professional parameters of the target sponge city project, inputting the initial evaluation model until the comparison result meets the preset condition, and determining the initial evaluation model as the sponge city evaluation model.
2. The method of claim 1, wherein before the step of performing output setting on the sponge city evaluation model by using the evaluation index to obtain a set sponge city evaluation model, the method further comprises:
acquiring historical meteorological parameters, basic land parcel parameters, basic sponge parameters, hydrological and hydraulic parameters, water quality parameters and drainage system parameters of the target sponge city project;
generalizing the LID by using the land parcel basic parameters and the drainage system parameters to obtain the LID model;
constructing the sponge model by using the sponge basic parameters;
constructing the hydrological model by utilizing the hydrological water conservancy parameters and the historical meteorological parameters;
constructing the water quality model by using the water quality parameters and the historical meteorological parameters;
and constructing the waterlogging model by using the drainage system parameters.
3. The method of claim 1, wherein after the step of obtaining an assessment result, the method further comprises:
and outputting the output index value and the evaluation result in a graphic and/or text mode.
4. The method of claim 3, wherein the evaluation index is at least one of a total annual runoff volume control rate, a annual runoff contaminant removal rate, a rainwater resource utilization rate, ecological shoreline restoration, a ground water level, an urban heat island effect, a water environment quality, a sewage regeneration utilization rate, a pipe network leakage control, an urban storm flood disaster control, or drinking water safety.
5. The method of claim 2,
the historical meteorological parameters comprise historical air temperature, historical rainfall intensity, historical evaporation capacity, a historical typical annual rainfall curve and a historical rainfall recurrence period;
the basic parameters of the land parcel comprise catchment areas, gradients, different land utilization area proportions and land parcel widths;
the actual monitoring data comprises the monitored flow of the sponge facility, the liquid level of the sponge facility and the water quality of the sponge facility;
the basic parameters of the sponge comprise sponge facility types, sponge areas, surface overflow width, impervious area proportion, water storage depth, vegetation volume proportion, surface roughness coefficient, gradient, impervious rate, permeability, blocking factors, soil texture grading parameter values and water pouring rate gradient;
the hydrological and hydraulic parameters comprise catchment subareas, runoff yield model setting, infiltration rate, attenuation rate coefficient, infiltration amount, Manning coefficient, impervious area ratio and impervious rate;
the water quality parameters comprise an accumulation function, an accumulation amount area, a rate constant, a scouring curve, a scouring coefficient, a runoff rate index, a cleanable rate, a cleaning time and a land type;
the parameters of the drainage system comprise the structure of the drainage system, the subareas of the drainage system and the pipe network data of the drainage system.
6. An evaluation device for sponge city projects, which is used for a terminal device, the device comprising:
the first acquisition module is used for acquiring an evaluation index aiming at a target sponge city project;
the second acquisition module is used for acquiring target rainwater professional parameters of the target sponge city project; the target rainwater professional parameters comprise target rainfall working conditions, a target drainage capacity recurrence period, a target waterlogging prevention design recurrence period and target rainfall typical year data of the target sponge city project;
the setting module is used for carrying out output setting on the sponge city evaluation model by utilizing the evaluation index so as to obtain the set sponge city evaluation model;
the acquisition module is used for inputting the target rainwater professional parameters into the set sponge city evaluation model so as to obtain output index values;
the evaluation module is used for evaluating the output index value by using the planning index value of the target sponge city project to obtain an evaluation result;
the model obtaining module is used for obtaining the sponge city evaluation model based on an LID model, a sponge model, a hydrological model, a water quality model and an inland inundation model;
the model obtaining module includes:
the first obtaining unit is used for obtaining an initial evaluation model based on an LID model, a sponge model, a hydrological model, a water quality model and an inland inundation model;
the first input unit is used for inputting historical rainwater professional parameters of the target sponge city project into the initial evaluation model to obtain output data, wherein the historical rainwater professional parameters comprise historical rainfall working conditions, historical drainage capacity reappearance period, historical waterlogging prevention design reappearance period and historical rainfall typical year data;
the determining unit is used for determining a comparison result of actual monitoring data corresponding to the historical rainwater professional parameters and the output data;
the second obtaining unit is used for adjusting the historical rainwater professional parameters by using the comparison result so as to obtain new historical rainwater professional parameters;
and the second input unit is used for updating the rainwater professional parameters by using the new historical rainwater professional parameters, returning to execute the historical rainwater professional parameters of the target sponge city project, inputting the initial evaluation model until a comparison result meets a preset condition, and determining the initial evaluation model as the sponge city evaluation model.
7. A terminal device, characterized in that the terminal device comprises: memory, processor and an evaluation program stored on the memory and running on the processor of a sponge city project, the evaluation program of a sponge city project when executed by the processor implementing the steps of the method of evaluating a sponge city project according to any one of claims 1 to 5.
8. A computer-readable storage medium, characterized in that the computer-readable storage medium has stored thereon an evaluation program of a sponge city project, which when executed by a processor implements the steps of the evaluation method of a sponge city project as claimed in any one of claims 1 to 5.
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