P-band wind profile radar application terminal system
By designing the P-band wind profile radar application terminal system, the quality control of wind profile radar data is carried out using Linux system modules and multiple functional modules, the problem of poor data quality is solved and the efficient and accurate processing of data is achieved .
Patent Information
- Application Number
- CN202411584793.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-07
- Publication Date
- 2025-02-11
AI Technical Summary
During the subsequent processing, wind profile radar radial data is susceptible to ground objects, heavy precipitation interference and other electromagnetic interference, resulting in poor data quality.
A P-band wind profile radar application terminal system was designed, based on the Linux system module, and through data processing and quality control modules, performance monitoring and analysis modules, product processing and display modules, radar control modules and business operation modules, the Unified quality control processing and output of radar data. Specific measures include conducting a single-time RAD five-beam spatial consistency check on RAD data, determining the horizontal wind U, V, and W components, performing multi-time U, V, and W time consistency average, and determining the corresponding mass mark.
Through the implementation of this system, the quality of the radial data of the wind profile radar can be effectively controlled, ensuring the accuracy and reliability of the processed data.
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Figure CN119414389A_ABST
Abstract
Description
Technical Field
[0001] The present disclosure relates to the field of radar data processing technology, and in particular to a P-band wind profile radar application terminal system. Background Art
[0002] Wind profiler radar is an instrument used to measure the change of wind speed and direction in the atmosphere with altitude. It obtains wind field information in the atmosphere by transmitting radio waves and receiving the reflected signals. Wind profiler radar can provide valuable information about atmospheric stability, wind shear and other meteorological parameters.
[0003] In wind profiler radar, radial data refers to the data of wind speed and direction measured by the radar in the radial direction relative to the radar position. The radial direction is the direction from the radar to the target, and the range is the distance from the radar to the target.
[0004] Because the radial data obtained by the wind profile radar may be interfered by ground objects, heavy precipitation, electromagnetic waves, aircraft and other strong targets, the quality of the processed data may be poor in the subsequent processing process. Summary of the invention
[0005] The present disclosure provides a P-band wind profiler radar application terminal system.
[0006] The system is developed based on the Linux system module, which includes CPU, RJ45 interface, reset button, RTC module, power switch, debug port and PCIe interface. The system uses internal algorithms to perform spectral line-level data quality control and profile-level data quality control based on the Linux system module, realizes unified quality control processing and output of radar data, as well as data upload and real-time monitoring, real-time monitoring of radar operation status, online monitoring and analysis of radar key parameters, radar health analysis, radar remote control, operating environment monitoring, system configuration and management, and displays output results in the form of Web.
[0007] Among them, the terminal system includes data processing and quality control module, performance monitoring and analysis module, product processing and display module, radar control module and business operation module;
[0008] The data processing and quality control module obtains and processes the power spectrum data based on the time resolution corresponding to the wind profile radar observation data; generates radial RAD data including five-beam radial velocity, spectrum width and signal-to-noise ratio based on the power spectrum data; performs a single-time RAD five-beam spatial consistency check on the RAD data; determines the horizontal wind U, V, and W components based on the radial velocity horizontal component obtained from the single-time RAD five-beam spatial consistency check; performs multi-time U, V, and W time consistency averaging based on the horizontal wind U, V, and W components after removing outliers, generates horizontal wind speed, wind direction, and vertical velocity, determines the corresponding quality mark, and performs a vertical shear check;
[0009] Performance monitoring and analysis module, which performs key technical parameter monitoring, health index analysis, data upload and monitoring, and alarm information management based on radar operation status data, calibration data, and observation data;
[0010] Product processing and display module, used to read product data and display wind speed, wind direction, and spectrum width;
[0011] Radar control module, used for radar remote control and environmental monitoring;
[0012] The business operation module is used for system parameter configuration, business process management and authority management in the business process. In some implementations, a single-time RAD five-beam spatial consistency check is performed on the RAD data, including:
[0013] Obtain radial velocities of five beams, east, west, south, north and center, from RAD data;
[0014] based on Determine the east, west, south, and north horizontal velocity components;
[0015] If the sum of the east and west horizontal velocity components, and the sum of the south and north horizontal velocity components are both less than the first preset threshold, the consistency check is passed;
[0016] Among them, U E , U W 、V S 、V N are the east, west, south and north horizontal velocity components respectively, V RE 、V RW 、V RS 、V RN 、V RZ are the radial velocities of the five beams: east, west, south, north and center, and θ is the tilt angle of the slant beam.
[0017] In some implementations, determining the horizontal wind U, V, and W components based on the radial velocity horizontal component obtained by the single-time RAD five-beam spatial consistency check includes:
[0018] When the values corresponding to the five-beam radial velocities are all valid, the U and V components satisfy the formula:
[0019]
[0020] When four values corresponding to the five-beam radial velocity are valid, the U and V components satisfy the formula:
[0021]
[0022] When three of the five-beam radial velocity values are valid, based on the three-beam principle, according to the formula
[0023]
[0024] Calculate the U and V components of the horizontal wind.
[0025] In some implementations, based on the horizontal wind U, V, W components after removing outliers, multi-time U, V, W time consistency averaging is performed, including:
[0026] Based on the formula Determine the average consistency result, where E consensus is the average result of consistency, N max represents the maximum number of samples of the horizontal wind U, V, and W components after removing outliers, S j Represents the jth sample value in the array with the largest number of samples.
[0027] In some implementations, determining the corresponding quality indicator includes:
[0028] Determine the representativeness of horizontal wind and vertical speed based on the ratio of the time-consistent average sample number to the initial sample number;
[0029] Based on the representativeness of horizontal wind and vertical speed, the corresponding quality mark is determined.
[0030] In some implementations, the system is further configured to determine an upwind vertical shear index based on the height, the horizontal wind speed, and the horizontal wind direction angle, and when the upwind vertical shear indexes are both greater than a second preset threshold, the corresponding horizontal wind is eliminated;
[0031] When the upwind vertical shear index is greater than the third preset threshold or the downwind vertical shear index is greater than the third preset threshold, the corresponding horizontal wind is eliminated.
[0032] In some implementations, the up and down wind vertical shear index satisfies the formula V shear V is the vertical shear index of up and down winds, H1 With V H2 are the upper and lower horizontal wind speeds, and are the upper and lower horizontal wind directions respectively, and hgt1 and hgt2 are the upper and lower horizontal wind heights respectively.
[0033] In some implementations, the second preset threshold includes 0.03, and the third preset threshold includes 0.08.
[0034] In some implementations, the system is further configured to: as well as Calculate horizontal wind speed, wind direction and vertical speed;
[0035] in, is the value of each component after time consistency average, V H is the horizontal wind speed, is the horizontal wind direction, W V is the vertical speed.
[0036] In some implementations, the first preset threshold includes 10 m / s.
[0037] The present disclosure is based on a P-band wind profiler radar application terminal system composed of a data processing and quality control module, a performance monitoring and analysis module, a product processing and display module, a radar control module, and a business operation module. The system obtains RAD data by performing a single-time RAD five-beam spatial consistency check on the obtained RAD data, determining the horizontal wind U, V, and W components, performing multi-time U, V, and W time consistency averaging, and determining the corresponding quality identification. The present disclosure is based on a P-band wind profiler radar application terminal system. The system performs a single-time RAD five-beam spatial consistency check on the obtained RAD data, calculates the wind U, V, and W components in a single time, and performs multi-time U, V, and W time consistency averaging to determine the quality identification, thereby performing quality control on the radial data of the wind profiler radar to ensure the quality of the processed data.
[0038] It should be understood that the contents described in the summary of the invention are not intended to limit the key or important features of the embodiments of the present disclosure, nor are they intended to limit the scope of the present disclosure. Other features of the present disclosure will become easily understood through the following description. BRIEF DESCRIPTION OF THE DRAWINGS
[0039] The above and other features, advantages and aspects of the embodiments of the present disclosure will become more apparent with reference to the following detailed description in conjunction with the accompanying drawings. The accompanying drawings are used to better understand the present solution and do not constitute a limitation of the present disclosure. In the accompanying drawings, the same or similar reference numerals represent the same or similar elements, among which:
[0040] Figure 1 A schematic diagram of the structure of a Linux system module according to an embodiment of the present disclosure is shown;
[0041] Figure 2 A schematic structural diagram of a P-band wind profiler radar application terminal system according to an embodiment of the present disclosure is shown;
[0042] Figure 3 A frequency distribution diagram of low-mode and high-mode detection Δu and Δv of a certain target observation station according to an embodiment of the present disclosure is shown;
[0043] Figure 4 A block diagram of an exemplary electronic device capable of implementing embodiments of the present disclosure is shown. DETAILED DESCRIPTION
[0044] In order to make the purpose, technical solution and advantages of the embodiments of the present disclosure clearer, the technical solution in the embodiments of the present disclosure will be clearly and completely described below in conjunction with the drawings in the embodiments of the present disclosure. Obviously, the described embodiments are part of the embodiments of the present disclosure, not all of the embodiments. Based on the embodiments in the present disclosure, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present disclosure.
[0045] In addition, the term "and / or" in this article is only a description of the association relationship between the associated objects, indicating that there can be three relationships. For example, A and / or B can represent: A exists alone, A and B exist at the same time, and B exists alone. In addition, the character " / " in this article generally indicates that the associated objects before and after are in an "or" relationship.
[0046] In the present disclosure, in order to solve the above technical problems, based on the P-band wind profiler radar application terminal system, the quality mark is determined by RAD data time accumulation, RAD data analysis and single-time RAD five-beam spatial consistency check, single-time calculation of wind U, V, W components, and multi-time U, V, W time consistency averaging, and then the quality control of the processing of wind profiler radar radial data can be performed to ensure the quality of the processed data.
[0047] Figure 1A structural schematic diagram of a Linux system module provided according to an embodiment of the present disclosure is shown, wherein the Linux system module includes a CPU, an RJ45 interface, a reset button, an RTC module, a power switch, a debug port, and a PCIe interface. The system performs spectral-level data quality control and profile-level data quality control based on the Linux system module through internal algorithms, realizes unified quality control processing and output of radar data, and realizes data upload and real-time monitoring, real-time monitoring of radar operating status, online monitoring and analysis of radar key parameters, radar health analysis, radar remote control, operating environment monitoring, system configuration and management, and displays output results in the form of the Web; the Linux system module is used to realize the P-band wind profile radar application terminal system and the corresponding calculation process in the present disclosure.
[0048] Figure 2 FIG. 4 shows a schematic diagram of a P-band wind profile radar application terminal system according to an embodiment of the present disclosure. Figure 2 As shown, the P-band wind profile radar application terminal system 200 may include a data processing and quality control module 201, a performance monitoring and analysis module 202, a product processing and display module 203, a radar control module 204, and a business operation module 205;
[0049] Among them, the data processing and quality control module 201 obtains and processes the power spectrum data based on the time resolution corresponding to the wind profile radar observation data; generates radial RAD data including five-beam radial velocity, spectrum width and signal-to-noise ratio based on the power spectrum data; performs a single-time RAD five-beam spatial consistency check on the RAD data; determines the horizontal wind U, V, and W components based on the radial velocity horizontal component obtained by the single-time RAD five-beam spatial consistency check; based on the horizontal wind U, V, and W components after removing outliers, performs multi-time U, V, and W time consistency averaging to generate horizontal wind speed, wind direction and vertical velocity, determine the corresponding quality mark and perform a vertical shear check;
[0050] Performance monitoring and analysis module 202, which performs key technical parameter monitoring, health index analysis, data upload and monitoring, and alarm information management based on radar operation status data, calibration data, and observation data;
[0051] Product processing and display module 203, used to read product data and display the product in a mirror image;
[0052] Radar control module 204, used for radar remote control and environment monitoring;
[0053] The business operation module 205 is used for system parameter configuration, business process management and authority management in the business process.
[0054] In some specific embodiments, the above-mentioned wind vertical products may include real-time wind vertical products, half-hourly wind vertical profile products, and one-hour wind vertical profile products;
[0055] The time resolution of real-time wind vertical products can be 6 minutes, so the corresponding specified time can be 00 minutes, 06 minutes, 12 minutes, etc. The RAD data time accumulation period can be pushed forward 18 minutes from the specified time to accumulate the RAD data within the time period;
[0056] The time resolution of the half-hour wind vertical profile product is 30 minutes. The specified time can be 00 minutes and 30 minutes. The RAD data time accumulation period can be pushed forward and backward by 15 minutes each from the specified time to accumulate the RAD data within the time period.
[0057] The time resolution of the one-hour wind vertical profile product can be 60 minutes, the specified time is 00 minutes, and the RAD data time accumulation period can be 30 minutes forward and backward from the specified time to accumulate the RAD data within the time period.
[0058] In addition, it should be noted that in order to ensure that the data within the time accumulation period is reported as soon as possible, the actual start time of accumulation can be delayed by 5 minutes, that is, the real-time product lags behind by about 5 minutes, the half-hour product lags behind by 20 minutes, and the hourly product lags behind by 35 minutes.
[0059] In some embodiments, the above-mentioned single-time RAD five-beam spatial consistency check on the RAD data includes:
[0060] Obtain radial velocities of five beams, east, west, south, north and center, from RAD data;
[0061] based on Determine the east, west, south, and north horizontal velocity components; where U E , U W 、V S 、V N are the east, west, south and north horizontal velocity components respectively, V RE 、V RW 、V RS 、V RN 、V RZ are the radial velocities of the five beams: east, west, south, north, and center, and θ is the tilt angle of the slant beam;
[0062] If the sum of the east and west horizontal velocity components, and the sum of the south and north horizontal velocity components are both less than the first preset threshold, the consistency check is qualified. That is to say, in this process, the east, west, south and north horizontal velocity components are used to judge the consistency of the five beams. If the atmosphere is completely uniform, then the east beam (south beam) and the west beam (north beam) are equal in size and opposite in direction, and the sum of the symmetrical components is zero. However, the real atmosphere is not completely uniform. When the real atmospheric disturbance is small, the sum of the symmetrical components is also small, which basically meets the atmospheric uniformity assumption. However, when the atmospheric disturbance is large, the values of the symmetrical components are also quite different. Therefore, by setting the first preset threshold, it is possible to more accurately determine whether the consistency check is qualified.
[0063] The five-beam spatial consistency check is mainly performed on the unevenly distributed data during precipitation. There are two situations that will cause a large uneven spatial distribution of vertical velocity. One is that one of the two symmetrical beams is inside the precipitation cloud and the other is outside the precipitation cloud. The other is that the spatial distribution of precipitation particles in the convective cloud is uneven and the vertical velocity varies greatly. Therefore, the setting of the first preset threshold mentioned above is crucial.
[0064] In a specific example, Figure 3 Take the frequency distribution of all observation times Δu and Δv of low-mode and high-mode detection of a certain target observation station in China in March 2014 as an example, where Δu = U E +U W , Δv=V S +V N It can be seen that the tail phenomenon appearing at ±10m / s is mainly caused by the uneven wind in the detection space caused by precipitation. Therefore, the size of the first preset threshold can be set to 10m / s.
[0065] In the above embodiment, accurate east, west, south and north horizontal velocity components are determined based on the east, west, south, north and center five-beam radial velocities in the RAD data, and then the east and west horizontal velocity components are added, and when the sum of the south and north horizontal velocity components is less than the first preset threshold, the consistency check is qualified, thereby achieving accurate single-time RAD five-beam spatial consistency check of the acquired RAD data.
[0066] In addition, it should be noted that before performing a single-time RAD five-beam spatial consistency check on the acquired RAD data, RAD data parsing and format checking can also be performed. Specifically, the RAD data can be parsed according to the corresponding RAD data format description in the preset wind profiler radar general data format, and the correctness of the data format and the integrity of the data content can be checked. The correctness check of the data format includes the number of bytes and the total number of bytes of each item in the header file block, and the number of bytes, the total number of bytes, and the sub-modal symbol of each item in the data block; the integrity check of the data content mainly checks whether the content of each mode is complete. If the format is incorrect or the content is incomplete, the RAD is marked as an abnormal RAD and does not participate in subsequent operations.
[0067] In some embodiments, determining the horizontal wind U, V, and W components based on the radial velocity horizontal component obtained by the single-time RAD five-beam spatial consistency check may include:
[0068] When the values corresponding to the five-beam radial velocities are all valid, the U and V components satisfy the formula:
[0069]
[0070] When four values corresponding to the five-beam radial velocity are valid, the U and V components satisfy the formula:
[0071]
[0072] When three of the five-beam radial velocity values are valid, based on the three-beam principle, according to the formula
[0073]
[0074] Calculate the U and V components of the horizontal wind.
[0075] In the above embodiment, the valid values corresponding to the five-beam radial velocities are classified according to quantity, and then the horizontal wind U and V components under different conditions are calculated respectively, so that the calculated horizontal wind U and V components are more accurate.
[0076] In some embodiments, based on the horizontal wind U, V, W components after removing outliers, performing multi-time U, V, W time consistency averaging may include:
[0077] Based on the formula Determine the average consistency result, where E consensus is the average result of consistency, N max represents the maximum number of samples of the horizontal wind U, V, and W components after removing outliers, S j Represents the jth sample value in the array with the largest number of samples.
[0078] Specifically, the above consistency averaging method is an averaging method for multiple measurements of the wind profiler radar at the same height, which may involve three parameters: consistency averaging time, consistency window width and consistency sample threshold.
[0079] Assume that a beam is at the same height within the consistency averaging time and 10 radial velocity samples S1,…,S are measured. 10 , firstly replace S1 and S2,…,S 10 Compare them separately, and put the data whose difference is less than the consistency window width into array W1. Similarly, we can get data W2, ..., W 10 , select the array with the largest sample size, and calculate the percentage of the sample size in it to the total sample size. If the percentage is greater than the consistency sample threshold, it is said to have passed the consistency test, otherwise it is said to have failed the consistency test. The average value of all radial velocity data in the largest sample array is obtained as the average radial velocity measured at this height, which is the consistency average. Use N max represents the maximum number of samples that can be obtained after consistency check, S j represents the jth sample value in the array with the largest number of samples. The average result of consistency can be expressed as When performing consistency averaging on one hour of wind data, the data processing time may be, for example, 1 hour, the consistency window width may be set to 2 m / s, and the consistency sample threshold may be set to 4.
[0080] In the above embodiment, by combining the maximum number of samples of the horizontal wind U, V, and W components after eliminating outliers and the j-th sample value in the array with the largest number of samples, multi-time U, V, and W time consistency average calculations are performed, so that multi-time U, V, and W time consistency average calculations can be accurately performed to ensure the quality of data obtained by subsequent processing.
[0081] In some embodiments, the process of determining the corresponding quality indicator may include:
[0082] Determine the representativeness of horizontal wind and vertical speed based on the ratio of the time-consistent average sample number to the initial sample number;
[0083] Based on the representativeness of horizontal wind and vertical speed, the corresponding quality mark is determined.
[0084] In the above embodiment, the representativeness of the horizontal wind and vertical speed is determined by combining the ratio of the time-consistent average sample number to the initial sample number, and thus the corresponding quality flag can be accurately determined.
[0085] In some embodiments, Figure 2The system can also determine the up and down wind vertical shear index based on the height, horizontal wind speed and horizontal wind direction angle, and when the up and down wind vertical shear indexes are both greater than a second preset threshold, the corresponding horizontal wind is eliminated;
[0086] When the upwind vertical shear index is greater than the third preset threshold or the downwind vertical shear index is greater than the third preset threshold, the corresponding horizontal wind is eliminated.
[0087] Among them, the vertical shear index of up and down wind satisfies the formula V she is the vertical shear index of up and down winds, V H1 With V H2 are the upper and lower horizontal wind speeds, and are the upper and lower horizontal wind directions respectively, and hgt1 and hgt2 are the upper and lower horizontal wind heights respectively.
[0088] In some embodiments, the second preset threshold comprises 0.03 and the third preset threshold comprises 0.08.
[0089] In the above embodiment, the vertical shear check is achieved by determining the vertical shear index of the upper and lower winds and then eliminating the corresponding horizontal wind according to the rules.
[0090] In some embodiments, Figure 2 The system in can also be expressed as as well as Calculate the horizontal wind speed, wind direction and vertical speed; where, is the value of each component after time consistency average, V H is the horizontal wind speed, is the horizontal wind direction, W V The vertical speed can accurately determine the horizontal wind speed, wind direction and vertical speed, ensuring the quality of data obtained in subsequent processing.
[0091] In the above-mentioned P-band wind profiler radar application terminal system, the quality mark is determined through RAD data time accumulation, RAD data analysis, single-time RAD five-beam spatial consistency check, single-time calculation of wind U, V, W components, and multi-time U, V, W time consistency averaging, so that the quality control of the wind profiler radar radial data processing can be carried out to ensure the quality of the processed data.
[0092] In some embodiments, each modal data can also be spliced. The specific wind profile radar modal splicing method is: first low mode, gradually increase the height, select high mode data in the overlapping area of low mode and high mode, until each mode is spliced together. And the output data format can output the spliced real-time / half-hour / one-hour product according to the preset wind profile radar general data format.
[0093] It should be noted that, for the aforementioned embodiments, for the sake of simplicity of description, they are all described as a series of action combinations, but those skilled in the art should be aware that the present disclosure is not limited by the described order of actions, because according to the present disclosure, certain steps can be performed in other orders or simultaneously. Secondly, those skilled in the art should also be aware that the embodiments described in the specification are all optional embodiments, and the actions and modules involved are not necessarily required by the present disclosure.
[0094] According to an embodiment of the present disclosure, the present disclosure also provides an electronic device, a readable storage medium and a computer program product.
[0095] Figure 4 A block diagram of an exemplary electronic device capable of implementing an embodiment of the present disclosure is shown. The electronic device is intended to represent various forms of digital computers, such as laptop computers, desktop computers, workstations, personal digital assistants, servers, blade servers, mainframe computers, and other suitable computers. The electronic device may also represent various forms of mobile devices, such as personal digital processing, cellular phones, smart phones, wearable devices, and other similar computing devices. The components shown herein, their connections and relationships, and their functions are merely examples and are not intended to limit the implementation of the present disclosure described and / or required herein.
[0096] The device 400 includes a computing unit 401, which can perform various appropriate actions and processes according to a computer program stored in a read-only memory (ROM) 402 or a computer program loaded from a storage unit 408 into a random access memory (RAM) 403. In the RAM 403, various programs and data required for the operation of the device 400 can also be stored. The computing unit 401, the ROM 402, and the RAM 403 are connected to each other via a bus 404. An input / output (I / O) interface 405 is also connected to the bus 404.
[0097] A number of components in the device 400 are connected to the I / O interface 405, including: an input unit 406, such as a keyboard, a mouse, etc.; an output unit 407, such as various types of displays, speakers, etc.; a storage unit 408, such as a disk, an optical disk, etc.; and a communication unit 409, such as a network card, a modem, a wireless communication transceiver, etc. The communication unit 409 allows the device 400 to exchange information / data with other devices through a computer network such as the Internet and / or various telecommunication networks.
[0098] The computing unit 401 may be a variety of general and / or special processing components with processing and computing capabilities. Some examples of the computing unit 401 include, but are not limited to, a central processing unit (CPU), a graphics processing unit (GPU), various dedicated artificial intelligence (AI) computing chips, various computing units running machine learning model algorithms, digital signal processors (DSPs), and any appropriate processors, controllers, microcontrollers, etc. The computing unit 401 performs the various methods and processes described above, such as the methods corresponding to the data processing and quality control module 101. For example, in some embodiments, the methods corresponding to the data processing and quality control module 101 may be implemented as a computer software program, which is tangibly included in a machine-readable medium, such as a storage unit 408. In some embodiments, part or all of the computer program may be loaded and / or installed on the device 400 via the ROM 402 and / or the communication unit 409. When the computer program is loaded into the RAM 403 and executed by the computing unit 401, one or more calculation steps corresponding to the P-band wind profile radar application terminal system 200 above may be executed.
[0099] Various implementations of the systems and techniques described above herein can be implemented in digital electronic circuit systems, integrated circuit systems, field programmable gate arrays (FPGAs), application specific integrated circuits (ASICs), application specific standard products (ASSPs), systems on chips (SOCs), load programmable logic devices (CPLDs), computer hardware, firmware, software, and / or combinations thereof. These various implementations can include: being implemented in one or more computer programs that can be executed and / or interpreted on a programmable system including at least one programmable processor, which can be a special purpose or general purpose programmable processor that can receive data and instructions from a storage system, at least one input device, and at least one output device, and transmit data and instructions to the storage system, the at least one input device, and the at least one output device.
[0100] The program code for implementing the method of the present disclosure may be written in any combination of one or more programming languages. These program codes may be provided to a processor or controller of a general-purpose computer, a special-purpose computer, or other programmable data processing device, so that the program code, when executed by the processor or controller, enables the functions / operations specified in the flow chart and / or block diagram to be implemented. The program code may be executed entirely on the machine, partially on the machine, partially on the machine and partially on a remote machine as a stand-alone software package, or entirely on a remote machine or server.
[0101] In the context of the present disclosure, a machine-readable medium may be a tangible medium that may contain or store a program for use by or in conjunction with an instruction execution system, device, or equipment. A machine-readable medium may be a machine-readable signal medium or a machine-readable storage medium. A machine-readable medium may include, but is not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, device, or equipment, or any suitable combination of the foregoing. A more specific example of a machine-readable storage medium may include an electrical connection based on one or more lines, a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
[0102] To provide interaction with a user, the systems and techniques described herein can be implemented on a computer having: a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to the user; and a keyboard and pointing device (e.g., a mouse or trackball) through which the user can provide input to the computer. Other types of devices can also be used to provide interaction with the user; for example, the feedback provided to the user can be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user can be received in any form (including acoustic input, voice input, or tactile input).
[0103] The systems and techniques described herein may be implemented in a computing system that includes back-end components (e.g., as a data server), or a computing system that includes middleware components (e.g., an application server), or a computing system that includes front-end components (e.g., a user computer with a graphical user interface or a web browser through which a user can interact with implementations of the systems and techniques described herein), or a computing system that includes any combination of such back-end components, middleware components, or front-end components. The components of the system may be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include: a local area network (LAN), a wide area network (WAN), and the Internet.
[0104] A computer system may include a client and a server. The client and the server are generally remote from each other and usually interact through a communication network. The relationship of client and server is generated by computer programs running on respective computers and having a client-server relationship with each other. The server may be a cloud server, a server of a distributed system, or a server combined with a blockchain.
[0105] It should be understood that the various forms of processes shown above can be used to reorder, add or delete steps. For example, the steps recorded in this disclosure can be executed in parallel, sequentially or in different orders, as long as the desired results of the technical solution of this disclosure can be achieved, and this document is not limited here.
[0106] The above specific implementations do not constitute a limitation on the protection scope of the present disclosure. It should be understood by those skilled in the art that various modifications, combinations, sub-combinations and substitutions can be made according to design requirements and other factors. Any modification, equivalent substitution and improvement made within the spirit and principle of the present disclosure shall be included in the protection scope of the present disclosure.
Claims
1. A P-band wind profile radar application terminal system, characterized in that: The terminal system is developed based on the Linux system module, wherein the Linux system module includes a CPU, an RJ45 interface, a reset button, an RTC module, a power switch, a debug port, and a PCIe interface. The system performs spectral-level data quality control and profile-level data quality control based on the Linux system module through internal algorithms, realizes unified quality control processing and output of radar data, and realizes data upload and real-time monitoring, real-time monitoring of radar operating status, online monitoring and analysis of radar key parameters, radar health analysis, radar remote control, operating environment monitoring, system configuration and management, and displays output results in the form of Web; The terminal system includes a data processing and quality control module, a performance monitoring and analysis module, a product processing and display module, a radar control module and a business operation module; The data processing and quality control module obtains and processes the power spectrum data based on the time resolution corresponding to the wind profile radar observation data; generates radial RAD data including five-beam radial velocity, spectrum width and signal-to-noise ratio based on the power spectrum data; performs a single-time RAD five-beam spatial consistency check on the RAD data; determines the horizontal wind U, V, and W components based on the radial velocity horizontal component obtained from the single-time RAD five-beam spatial consistency check; performs multi-time U, V, and W time consistency averaging based on the horizontal wind U, V, and W components after removing outliers, generates horizontal wind speed, wind direction, and vertical velocity, determines the corresponding quality mark, and performs a vertical shear check; Performance monitoring and analysis module, which performs key technical parameter monitoring, health index analysis, data upload and monitoring, and alarm information management based on radar operation status data, calibration data, and observation data; Product processing and display module, used to read product data and display wind speed, wind direction, and spectrum width; Radar control module, used for radar remote control and environmental monitoring; The business operation module is used for system parameter configuration, business process management and authority management during the business process.
2. The terminal system according to claim 1, characterized in that: The single-time RAD five-beam spatial consistency check on the RAD data includes: Obtain radial velocities of five beams, east, west, south, north and center, from RAD data; based on Determine the east, west, south, and north horizontal velocity components; If the sum of the east and west horizontal velocity components, and the sum of the south and north horizontal velocity components are both less than the first preset threshold, the consistency check is passed; Among them, U E , U W 、V S 、V N are the east, west, south and north horizontal velocity components respectively, V RE 、V RW 、V RS 、V RN 、V RZ are the radial velocities of the five beams: east, west, south, north and center, and θ is the tilt angle of the slant beam.
3. The terminal system according to claim 2, characterized in that: The radial velocity horizontal component obtained based on the single-time RAD five-beam spatial consistency check determines the horizontal wind U, V, and W components, including: When the values corresponding to the five-beam radial velocities are all valid, the U and V components satisfy the formula: When four values corresponding to the five-beam radial velocity are valid, the U and V components satisfy the formula: When three of the five-beam radial velocity values are valid, based on the three-beam principle, according to the formula Calculate the U and V components of the horizontal wind.
4. The terminal system according to claim 1, characterized in that: The multi-time U, V, W time consistency averaging based on the horizontal wind U, V, W components after removing outliers includes: Based on the formula Determine the average result of consistency, where E consensus is the average result of consistency, N max represents the maximum number of samples of the horizontal wind U, V, and W components after removing outliers, S j Represents the jth sample value in the array with the largest number of samples.
5. The terminal system according to claim 1, characterized in that: The determining of the corresponding quality identification includes: Determine the representativeness of horizontal wind and vertical speed based on the ratio of the time-consistent average sample number to the initial sample number; Based on the representativeness of horizontal wind and vertical speed, the corresponding quality mark is determined.
6. The terminal system according to claim 1, characterized in that: The terminal system is also used to determine the up and down wind vertical shear index based on the height, horizontal wind speed and horizontal wind direction angle, and when the up and down wind vertical shear indexes are both greater than a second preset threshold, the corresponding horizontal wind is eliminated; When the upwind vertical shear index is greater than the third preset threshold or the downwind vertical shear index is greater than the third preset threshold, the corresponding horizontal wind is eliminated.
7. The terminal system according to claim 6, characterized in that: The vertical shear index of up and down wind satisfies the formula V shear V is the vertical shear index of up and down winds, H1 With V H2 are the upper and lower horizontal wind speeds, and are the upper and lower horizontal wind directions respectively, and hgt1 and hgt2 are the upper and lower horizontal wind heights respectively.
8. The terminal system according to claim 6, characterized in that: The second preset threshold includes 0.03, and the third preset threshold includes 0.
08.
9. The terminal system according to claim 1, characterized in that: The terminal system is also used to as well as Calculate horizontal wind speed, wind direction and vertical speed; in, is the value of each component after time consistency average, V H is the horizontal wind speed, is the horizontal wind direction, W V is the vertical speed.
10. The terminal system according to claim 2, characterized in that: The first preset threshold includes 10 m / s.
Citation Information
Cited By
Horizontal wind field inversion method and device based on wind profile radar radial speed
CN120762035A