A method and apparatus for coordinated search and rescue of personnel in search and rescue aircraft
By acquiring and processing information on search targets and resources, and generating and optimizing search and rescue plans, the problem of low efficiency in maritime search and rescue has been solved, enabling rapid and effective search and rescue operations and improving the success rate of rescues and the chances of survival.
Patent Information
- Application Number
- CN202511145795.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-08-15
- Publication Date
- 2026-01-30
- Estimated Expiration
- 2045-08-15
AI Technical Summary
In maritime search and rescue missions, existing technologies suffer from low search and rescue efficiency and difficulty in quickly and effectively locating and rescuing people in distress in different scenarios.
By acquiring information on search targets and search and rescue resources, and using search baseline correction models and search radius calculation models, search and rescue plans are generated and optimized. The optimization of the plans is evaluated in conjunction with discovery probability models, and the best rescue mode and path are selected, including water rescue and airdrop rescue.
It improved search and rescue efficiency, shortened search time, increased the success rate of rescue, and ensured timely rescue and survival chances for disaster victims.
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Figure CN120993936B_ABST
Abstract
Description
Technical Field
[0001] This invention relates to the field of maritime emergency rescue, specifically to a method and apparatus for collaborative search and rescue of personnel using search and rescue aircraft. Background Technology
[0002] Search and rescue aircraft coordinate with rescue vessels to conduct aerial search, guidance, and airdrop rescue operations. This rescue method fully utilizes the long range, high speed, and wide search area of search and rescue aircraft. First, a large-scale search is conducted to locate the people in distress. Second, after locating the people in distress, the aircraft promptly directs, guides, and assists nearby rescue vessels in their rescue efforts. If necessary, the aircraft can also airdrop rescue equipment for the people in distress to help them save themselves.
[0003] In maritime search and rescue missions, comprehensively considering rescue resources, environmental conditions, command and other relevant factors, and conducting coordinated rescue operations, along with designing rescue task procedures, are crucial for improving the success rate of rescuing people and vessels in distress at sea. To effectively improve the efficiency of coordinated rescue, a collaborative rescue method is needed that can adapt to different scenarios, automatically generate and optimize search and rescue plans, enhance the efficiency of maritime search and rescue missions, and ensure the safety of people in distress at sea. Summary of the Invention
[0004] To address the aforementioned problems, this invention provides a method and apparatus for collaborative search and rescue of personnel and search and rescue aircraft, which solves the problem of low efficiency in maritime search and rescue.
[0005] To achieve the above objectives, a first aspect of the present invention discloses a method for coordinated search and rescue of personnel in a search and rescue aircraft, the method comprising:
[0006] S1. Obtain search target information and search and rescue resource information; the search target information includes the location coordinates of the search target, sea state information, terrain type, wind information, weather conditions, number of targets and injury level, etc.; the search and rescue resource information includes the location, flight status and search progress of search and rescue aircraft, as well as the location and rescue capabilities of ground rescue personnel, etc.
[0007] S2. Process the search target information and the search and rescue resource information to obtain a search and rescue plan;
[0008] S3. Evaluate and process the search and rescue plan to obtain the final search and rescue plan.
[0009] As an optional implementation, in the first aspect of the present invention, processing the search target information and the search and rescue resource information to obtain a search and rescue plan includes:
[0010] S21. Match the search target information and the search and rescue resource information to obtain rescue information; the rescue information includes search range information and rescue equipment information.
[0011] S22. Based on the rescue information, the search target information and the search and rescue resource information are processed to obtain a search and rescue plan; the search and rescue plan includes a search path and a rescue mode, wherein the rescue mode is water rescue and / or airdrop rescue.
[0012] As an optional implementation, in the first aspect of the present invention, the matching process of the search target information and the search and rescue resource information to obtain rescue information includes:
[0013] S211. The search target information is processed to obtain search range information; the search range information includes the search target base point position and the search radius; the search range information represents a circle with the search target base point position as the center and the search radius as the radius.
[0014] Based on the search target information, the search base point correction model is used to process the data to obtain the search target base point position.
[0015] The search base point correction model is expressed as follows:
[0016] D = (x0 + Δx, y0 + Δy, z0)
[0017]
[0018] In the formula, D represents the corrected position of the search target base point, x0, y0, z0 represent the horizontal, vertical, and depth coordinates of the search target in the search target information; Δx and Δy represent the correction values for the horizontal and vertical coordinates, respectively; v w v s These represent wind speed and ocean current speed, respectively; φ w , φ s These represent the wind direction angle and the ocean current direction angle, respectively; t d Indicates the time when the search and rescue aircraft arrived at the search location;
[0019] Based on the location of the target base point, the search radius is calculated using a search radius calculation model; the search radius calculation model is expressed as follows:
[0020]
[0021] In the formula, T represents the time interval from the time of distress to the start of the search; c w c represents the wind-induced drift coefficient. w The value ranges from 0.02 to 0.05, and is adjusted according to wind speed and target type;
[0022] S212. Based on the search range information, the search and rescue resource information is configured to obtain rescue equipment information; the rescue equipment information represents the equipment information participating in the rescue; the rescue equipment information includes search equipment requirements, rescue equipment requirements, medical equipment requirements, and communication equipment requirements, etc.
[0023] As an optional implementation, in the first aspect of the present invention, the step of processing the search target information and the search and rescue resource information based on the rescue information to obtain a search and rescue plan includes:
[0024] S221. Determine the search path based on the search range information;
[0025] S222. Determine the rescue mode based on the search range information and the rescue equipment information.
[0026] As an optional implementation, in a first aspect of the present invention, determining the rescue mode based on the search range information and the rescue equipment information includes:
[0027] Based on the weather conditions in the search target information, wind force, wind speed, and sea state are processed to obtain the search and rescue danger value;
[0028] Based on the rescue equipment information, it is determined whether the search and rescue danger value exceeds the safety threshold of the search and rescue aircraft, and a fourth judgment result is obtained;
[0029] If the fourth judgment result is yes, the airdrop rescue is adopted as the target rescue mode; otherwise, the water rescue is adopted as the target rescue mode.
[0030] If water-based rescue is adopted, the rescue area is set according to the scope of the distress, the k-means clustering method is used to calculate the water-based landing point of the search and rescue aircraft, and the rescue is carried out.
[0031] If airdrop rescue is adopted, environmental parameters can be read or readjusted, and the airdrop location of the search and rescue aircraft can be calculated based on wind force, wind direction, and wind speed to carry out airdrop rescue.
[0032] As an optional implementation, in the first aspect of the present invention, the evaluation process of the search and rescue plan to obtain the final search and rescue plan includes:
[0033] S31. According to the search and rescue plan, the search target information and the rescue information are processed using a discovery probability model to obtain a discovery probability estimate;
[0034] The discovery probability model is expressed as follows:
[0035]
[0036] In the formula, P represents the estimated probability of discovery, k represents the matching coefficient, which is related to the search route and search mode and is preset according to the expert system; λ represents the detection sensitivity parameter of the search and rescue aircraft; A represents the search range, and T S Indicates search duration; ξ represents weather influence factor; μ represents sea state influence factor; V P Indicates the speed of the search and rescue aircraft; H indicates the spacing between search lines;
[0037] The weather influencing factor ξ is represented as:
[0038] ξ=exp(-k w v w -k r p r -k v l v )
[0039] In the formula, k w v w These represent the wind speed influence coefficient and wind speed, respectively, k. w =0.02; k r p r k represents the rainfall impact coefficient and rainfall intensity, respectively. r =0.4; k v l v Representing the visibility distance influence coefficient and visibility distance (in meters), respectively, k v =0.01;
[0040] The sea state influence factor μ is expressed as:
[0041] μ = exp(-k h w h -k s v s -k si v si )
[0042] In the formula, k h w h Representing the wave height influence coefficient and wave height respectively, k h =0.3; k s v s Representing the influence coefficient of ocean current velocity and ocean current velocity, respectively, k s =0.04; k si v si To represent the visibility of seawater respectively
[0043] Response coefficient, seawater visibility, k si =0.06;
[0044] S32. Determine whether the estimated discovery probability is less than the preset expected value, and obtain the fifth determination result;
[0045] When the fifth judgment result is yes, after optimizing the search and rescue plan, execute step S31 to recalculate the estimated probability of discovery;
[0046] If the fifth judgment result is negative, the search and rescue plan will be determined as the final search and rescue plan.
[0047] The second aspect of this invention discloses a collaborative search and rescue device for personnel on a search and rescue aircraft, employing the collaborative search and rescue method for personnel on a search and rescue aircraft disclosed in the first aspect of this invention. The device includes:
[0048] The information acquisition module is used to acquire information about the search target and search and rescue resources.
[0049] The plan generation module is used to process the search target information and the search and rescue resource information to obtain a search and rescue plan;
[0050] The scheme evaluation and optimization module evaluates and processes the search and rescue scheme to obtain the final search and rescue scheme.
[0051] A third aspect of the present invention discloses another search and rescue device for personnel coordination in search and rescue aircraft, the device comprising:
[0052] Memory containing executable program code;
[0053] A processor coupled to the memory;
[0054] The processor calls the executable program code stored in the memory to execute the collaborative search and rescue method for personnel of a search and rescue aircraft disclosed in the first aspect of the present invention.
[0055] The fourth aspect of the present invention discloses a computer-readable storage medium storing computer instructions, which, when invoked, are used to execute the collaborative search and rescue method for personnel of a search and rescue aircraft disclosed in the first aspect of the present invention.
[0056] Compared with the prior art, the embodiments of the present invention have the following beneficial effects:
[0057] The search and rescue method and apparatus for personnel collaboration in search and rescue aircraft disclosed in this invention provide a technical solution that supports collaborative search and rescue in different mission scenarios. By comparing multiple solutions under the same mission scenario, rapid search and rescue can be achieved in typical search and rescue scenarios, improving search and rescue efficiency. Through task allocation planning, the influence of sea conditions and weather is comprehensively considered, and search and rescue resources and search areas are rationally utilized, shortening search time and enabling faster discovery of disaster victims. The success rate of rescue is improved by using a discovery probability model to evaluate search and rescue plans and optimizing them to maximize the discovery probability, providing timely rescue for disaster victims and increasing their chances of survival. Attached Figure Description
[0058] Figure 1 This is a flowchart of a collaborative search and rescue method for personnel in a search and rescue aircraft, as disclosed in an embodiment of the present invention.
[0059] Figure 2 This is a schematic diagram of a personnel collaborative search and rescue device for search and rescue aircraft disclosed in an embodiment of the present invention;
[0060] Figure 3 This is a schematic diagram of another search and rescue aircraft personnel collaborative search and rescue device disclosed in an embodiment of the present invention. Detailed Implementation
[0061] The technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort are within the scope of protection of the present invention.
[0062] Example 1
[0063] Please see Figure 1 . Figure 1 This is a flowchart illustrating a collaborative search and rescue method for personnel in a search and rescue aircraft, as disclosed in an embodiment of the present invention. Figure 1 The described search and rescue aircraft personnel collaborative search and rescue method is applied in a management system, such as a local server or cloud server for management, and the embodiments of the present invention are not limited thereto.
[0064] like Figure 1 As shown, the collaborative search and rescue method for personnel in a search and rescue aircraft disclosed in this embodiment of the invention includes:
[0065] S1. Obtain search target information and search and rescue resource information; the search target information includes the location coordinates of the search target, sea state information, terrain type, wind information, weather conditions, number of targets and injury level, etc.; the search and rescue resource information includes the location, flight status and search progress of search and rescue aircraft, as well as the location and rescue capabilities of ground rescue personnel, etc.
[0066] S2. Process the search target information and the search and rescue resource information to obtain a search and rescue plan;
[0067] S3. Evaluate and process the search and rescue plan to obtain the final search and rescue plan.
[0068] In another optional embodiment, the processing of the search target information and the search and rescue resource information to obtain a search and rescue plan includes:
[0069] S21. Match the search target information and the search and rescue resource information to obtain rescue information; the rescue information includes search range information and rescue equipment information.
[0070] S22. Based on the rescue information, the search target information and the search and rescue resource information are processed to obtain a search and rescue plan; the search and rescue plan includes a search path and a rescue mode, wherein the rescue mode is water rescue and / or airdrop rescue.
[0071] In another optional embodiment, the step of using a target-resource matching model to match the search target information and the search and rescue resource information to obtain rescue information includes:
[0072] S211. The search target information is processed to obtain search range information; the search range information includes the search target base point position and the search radius; the search range information represents a circle with the search target base point position as the center and the search radius as the radius.
[0073] Based on the search target information, the search base point correction model is used to process the data to obtain the search target base point position.
[0074] The search base point correction model is expressed as follows:
[0075] D = (x0 + Δx, y0 + Δy, z0)
[0076]
[0077] In the formula, D represents the corrected position of the search target base point, x0, y0, z0 represent the horizontal, vertical, and depth coordinates of the search target in the search target information; Δx and Δy represent the correction values for the horizontal and vertical coordinates, respectively; v w vs These represent wind speed and ocean current speed, respectively; φ w , φ s These represent the wind direction angle and the ocean current direction angle, respectively; t d Indicates the time when the search and rescue aircraft arrived at the search location;
[0078] Based on the location of the target base point, the search radius is calculated using a search radius calculation model; the search radius calculation model is expressed as follows:
[0079]
[0080] In the formula, T represents the time interval from the time of distress to the start of the search; c w c represents the wind-induced drift coefficient. w The value ranges from 0.02 to 0.05, and is adjusted according to wind speed and target type;
[0081] S212. Based on the search range information, the search and rescue resource information is configured to obtain rescue equipment information; the rescue equipment information represents the equipment information participating in the rescue; the rescue equipment information includes search equipment requirements, rescue equipment requirements, medical equipment requirements, and communication equipment requirements, etc.
[0082] It should be noted that the technical solution described in the above embodiments takes into account the initial position of the search target, as well as multiple factors such as wind speed and ocean current speed. It can more accurately predict the drift position of the target under the influence of various environmental factors, improve the accuracy of the base point position, and thus provide a more reliable starting point for subsequent search work.
[0083] In another optional embodiment, the step of configuring the search and rescue resource information based on the search range information to obtain rescue equipment information includes:
[0084] S2121. The required configuration of search equipment shall be determined based on the search radius and marine environment.
[0085] When the search radius is small (e.g., less than 50 nautical miles) and the visibility in the sea area is good, equipment such as radar and optical telescopes should be deployed. Radar can quickly scan and locate targets within a certain range, while optical telescopes can conduct detailed observation and identification of targets at close range.
[0086] When the search radius exceeds 50 nautical miles, or when the marine environment is complex (such as low visibility weather such as heavy fog or heavy rain), more advanced search radar and infrared detection equipment are required to effectively search for distant targets in adverse environments.
[0087] S2122. The configuration of rescue equipment should be centered on the goal of rapid and safe rescue, mainly including lifeboats, hoisting equipment and diving equipment, which can cope with complex maritime rescue situations.
[0088] S2123. Medical equipment requirements must meet the needs of emergency treatment for those in distress during rescue operations, including first-aid kits containing tourniquets, bandages, oxygen cylinders, and CPR equipment to address common injuries and sudden illnesses. For missions with large search radii and potentially long rescue times, portable medical diagnostic equipment, such as electrocardiographs, blood pressure monitors, and blood glucose meters, is also required to enable medical personnel to conduct preliminary diagnoses and monitoring of the distressed individuals' conditions.
[0089] S2124. The configuration of communication equipment must ensure that all rescue forces can communicate in real time and stably with the command center.
[0090] All search and rescue aircraft involved in the rescue operation should be equipped with VHF communication equipment for short-range real-time communication to facilitate coordination of rescue operations. For long-range communication, satellite phones and satellite communication equipment are required to ensure contact with the command center in areas without ground communication signals, enabling timely reporting of search and rescue progress and requests for support. In addition, emergency communication equipment, such as emergency beacons and radio position indicators, should be deployed to send distress signals in case of equipment malfunction or distress, thereby improving the aircraft's own safety.
[0091] In another optional embodiment, the step of processing the search target information and the search and rescue resource information based on the rescue information to obtain a search and rescue plan includes:
[0092] S221. Determine the search path based on the search range information;
[0093] S222. Determine the rescue mode based on the search range information and the rescue equipment information.
[0094] In yet another optional embodiment, determining the search path based on the search range information includes:
[0095] S2211. Calculate the forward distance based on the search base point; the forward distance represents the distance the search and rescue aircraft travels from its current position to the search base point.
[0096] S2212. Determine whether the forward distance is less than the first distance, and obtain the first determination result;
[0097] If the first judgment result is yes, proceed to step S2213; otherwise, proceed to step S2214.
[0098] S2213. Determine whether the search radius is less than the second distance, and obtain the second judgment result;
[0099] If the second determination result is yes, the first search route is adopted; otherwise, the second search route is adopted.
[0100] The first search route is as follows: taking the search base point as the starting point of the search area, the search and rescue aircraft enters the search area, constructs an equilateral triangle track with the search base point as the base point, and uses the side length of the equilateral triangle as the search radius. After completing one equilateral triangle track search, the search and rescue aircraft turns 120° to the right to perform the next equilateral triangle track search. If the search target is not found after the first search, the entire search segment can be rotated 30° clockwise to perform the next round of search.
[0101] The second search route is as follows: the interval of the search lines is determined based on the performance of the search sensors, with 80% of the detection distance of the search sensors used as the interval. The search base point is used as the starting point of the search area. The search and rescue aircraft enters the search area, and the length of the first segment is the interval of the search lines. It then turns 90° to the right, and the length of the second segment plus the interval of the search lines forms the third segment. It turns 90° to the right again, and the length of the third segment forms the fourth segment, and so on. For every two segments of search length, the distance between the search lines is increased by one, and then the search expands outwards in concentric rectangles. After completing the first round of expanded square search, if further searching is needed, the entire search segment can be rotated 45° for the next round of search.
[0102] S2214. Determine whether any vessels are cooperating in the search, and obtain the third judgment result;
[0103] If the third judgment result is yes, the third search route is adopted; otherwise, the fourth search route is adopted.
[0104] The third search route is as follows: with the search base point as the center, a rectangular search area covering the search radius is constructed, the search line spacing is determined, the search starting point is located within the rectangular search area at a distance of 1 / 2 search line spacing from each of the two right-angled sides, the search line spacing is not greater than the detection distance of the search sensor, the search line spacing is the scanning width, and then the search is performed back and forth along the short side of the rectangle while maintaining the spacing.
[0105] The fourth search route is as follows: with the search base point as the center, a rectangular search area covering the search radius is constructed, the search line spacing is determined, the search starting point is located within the rectangular search area at a distance of 1 / 2 search line spacing from each of the two right-angled sides, the search line spacing is not greater than the detection distance of the search sensor, the search line spacing is the scanning width, and then the search is performed back and forth along the long side of the rectangle while maintaining the spacing.
[0106] It should be noted that the technical solutions described in the above embodiments adapt to different scenario requirements by designing flexible and diverse search routes.
[0107] In yet another optional embodiment, determining the rescue mode based on the search range information and the rescue equipment information includes:
[0108] Based on the weather conditions in the search target information, wind force, wind speed, and sea state are processed to obtain search and rescue hazard values. It should be noted that by quantifying weather and sea state parameters, combined with preset weight allocation and risk matrix, wind force, wind speed, and sea state are transformed into quantifiable search and rescue hazard values.
[0109] Based on the rescue equipment information, it is determined whether the search and rescue danger value exceeds the safety threshold of the search and rescue aircraft, and a fourth judgment result is obtained;
[0110] If the fourth judgment result is yes, the airdrop rescue is adopted as the target rescue mode; otherwise, the water rescue is adopted as the target rescue mode.
[0111] If the rescue involves water landing, a rescue area is set up based on the extent of the distress, and the k-means clustering method is used to calculate the water landing point of the search and rescue aircraft before carrying out the rescue. If the rescue involves airdrop, environmental parameters are read or can be readjusted, and the airdrop location of the search and rescue aircraft is calculated based on wind force, wind direction, wind speed, etc. before carrying out the airdrop rescue.
[0112] It should be noted that a reasonable water-receiving area is calculated based on the target's location to achieve a safe and rapid rescue effect;
[0113] In the aforementioned airdrop rescue, based on the target location and the sea conditions at the time, including wave height, wind speed, and wind direction, a suitable airdrop location and direction are calculated to ensure that the airdropped rescue supplies are scattered in an accessible location within the target area, thus ensuring the effectiveness of the rescue.
[0114] It should be noted that the technical solutions described in the above embodiments can quickly and accurately determine the rescue mode according to different environmental conditions, improve the success rate and efficiency of search and rescue operations, and provide more reliable and effective rescue protection for people in distress.
[0115] In another optional embodiment, the step of processing wind force, wind speed, and sea state based on weather conditions in the search target information to obtain a search and rescue danger value includes:
[0116] According to industry standards, wind force, wind speed, and sea state parameters are converted into a risk score of 1-5 points. The higher the score, the higher the risk.
[0117] Based on the actual impact of each parameter in the search and rescue scenario, the weights of wind force (W1), wind speed (W2), and sea state (W3) are preset to satisfy W1+W2+W3=1;
[0118] The total risk score (S) is obtained by multiplying the scores of each quantified parameter by their corresponding weights and summing the results.
[0119] The specific calculation formula is as follows:
[0120] S = P w *W1+P v *W2+P s *W3
[0121] In the formula, S represents the total risk score; P w Indicates wind force rating; P v Indicates wind speed rating; P s The values represent the sea state score; W1, W2, and W3 represent the weights of wind force, wind speed, and sea state, respectively.
[0122] In yet another optional embodiment, the evaluation of the search and rescue plan to obtain the final search and rescue plan includes:
[0123] S31. According to the search and rescue plan, the search target information and the rescue information are processed using a discovery probability model to obtain a discovery probability estimate;
[0124] The discovery probability model is expressed as follows:
[0125]
[0126] In the formula, P represents the estimated probability of discovery, k represents the matching coefficient, which is related to the search route and search mode and is preset according to the expert system; λ represents the detection sensitivity parameter of the search and rescue aircraft; A represents the search range, and T S Indicates search duration; ξ represents weather influence factor; μ represents sea state influence factor; V P Indicates the speed of the search and rescue aircraft; H indicates the spacing between search lines;
[0127] The weather influence factor ξ is represented as follows:
[0128] ξ=exp(-k w v w -k r p r -k v l v )
[0129] In the formula, k w v w These represent the wind speed influence coefficient and wind speed, respectively, k. w=0.02; k r p r k represents the rainfall impact coefficient and rainfall intensity, respectively. r =0.4; k v l v Representing the visibility distance influence coefficient and visibility distance (in meters), respectively, k v =0.01;
[0130] The sea state influence factor μ is expressed as:
[0131] μ = exp(-k h w h -k s v s -k si v si )
[0132] In the formula, k h w h Representing the wave height influence coefficient and wave height respectively, k h =0.3; k s v s Representing the influence coefficient of ocean current velocity and ocean current velocity, respectively, k s =0.04; k si v si Let k represent the seawater visibility influence coefficient and seawater visibility, respectively. si =0.06;
[0133] The recommended range for the matching coefficient is 0.6 to 0.9, specifically:
[0134] When the search line and search mode are highly matched with the target characteristics and environment, such as using parallel dense search lines and radar mode for static targets at known locations, the matching coefficient can be taken as 0.8 to 0.9.
[0135] When the matching degree is average, such as when using conventional fan-shaped search lines and visual mode for dynamic targets, the matching coefficient can be taken as 0.7 to 0.8;
[0136] When the matching degree is low, such as when using a coarse search route and a single visual mode for unknown dynamic targets, the matching coefficient can be taken as 0.6 to 0.7.
[0137] It should be noted that traditional search and rescue plan selection may rely on experience-based judgment, which is highly subjective. The technical solution provided in this application uses the probability of discovery as the criterion, which can eliminate reliance on mere experience and reduce the interference of human factors in decision-making. Judging the merits of a plan based on the probability of discovery ensures that search and rescue decisions are always focused on improving the likelihood of target discovery, ensuring that resource allocation and action deployment are directed in the direction most conducive to target discovery, avoiding the waste of resources on plans that lack efficient target discovery capabilities, and maximizing the achievement of search and rescue operation objectives.
[0138] S32. Determine whether the estimated discovery probability is less than the preset expected value, and obtain the fifth determination result;
[0139] When the fifth judgment result is yes, after optimizing the search and rescue plan by adjusting parameters such as search range, search route, search mode, search time, and search equipment, step S31 is executed to recalculate the estimated probability of discovery.
[0140] If the fifth judgment result is negative, the search and rescue plan will be determined as the final search and rescue plan.
[0141] As can be seen, the technical solution described in the above embodiments, based on the dynamic assessment of the discovery probability, provides strong support for the flexible adjustment of the search and rescue plan. When the discovery probability does not meet the expected value, it can quickly optimize the factors affecting the discovery probability (such as search routes, search modes, search time, etc.), recalculate the discovery probability, and continue until the plan achieves the best results. This dynamic optimization mechanism enables search and rescue operations to quickly adapt to complex and ever-changing environments, improving the ability to respond to emergencies.
[0142] Example 2
[0143] Please see Figure 2 . Figure 2 This is a schematic diagram of a personnel collaborative search and rescue device for search and rescue aircraft disclosed in an embodiment of the present invention. Figure 2 The described apparatus can be applied in management systems, such as local servers or cloud servers for management, and the embodiments of the present invention are not limited thereto. Figure 2 As shown, the device may include:
[0144] Information acquisition module 201 is used to acquire search target information and search and rescue resource information;
[0145] The scheme generation module 202 is used to process the search target information and the search and rescue resource information to obtain a search and rescue scheme;
[0146] The scheme evaluation and optimization module 203 evaluates and processes the search and rescue scheme to obtain the final search and rescue scheme.
[0147] Example 2 is the same product category example as Example 1, and the method steps are the same. Therefore, it will not be repeated in Example 2.
[0148] Example 3
[0149] Please see Figure 3 , Figure 3 This is a structural schematic diagram of another search and rescue aircraft personnel collaborative search and rescue device disclosed in an embodiment of the present invention. Wherein, Figure 3 The described apparatus can be applied in management systems, such as local servers or cloud servers for management, and the embodiments of the present invention are not limited thereto. Figure 3 As shown, the device may include:
[0150] Memory 301 storing executable program code;
[0151] Processor 302 coupled to memory 301;
[0152] The processor 302 calls the executable program code stored in the memory 301 to execute the steps in the search and rescue aircraft personnel collaborative search and rescue method described in Embodiment 1.
[0153] Example 4
[0154] This invention discloses a computer-readable storage medium storing a computer program for electronic data interchange, wherein the computer program causes a computer to execute the steps in the search and rescue method for personnel of a search and rescue aircraft described in Embodiment 1.
[0155] The device embodiments described above are merely illustrative. The modules described as separate components may or may not be physically separate, and the components shown as modules may or may not be physical modules; that is, they may be located in one place or distributed across multiple network modules. Some or all of the modules can be selected to achieve the purpose of this embodiment according to actual needs. Those skilled in the art can understand and implement this without any creative effort.
[0156] Through the detailed description of the above embodiments, those skilled in the art can clearly understand that each implementation method can be implemented by means of software plus necessary general-purpose hardware platforms, and of course, it can also be implemented by hardware. Based on this understanding, the above technical solutions, in essence or the part that contributes to the prior art, can be embodied in the form of a software product. This computer software product can be stored in a computer-readable storage medium, including read-only memory (ROM), random access memory (RAM), programmable read-only memory (PROM), erasable programmable read-only memory (EPROM), one-time programmable read-only memory (OTPROM), electrically-Erasable Programmable Read-Only Memory (EEPROM), compact disc read-only memory (CD-ROM) or other optical disc storage, disk storage, magnetic tape storage, or any other computer-readable medium that can be used to carry or store data.
[0157] Finally, it should be noted that the search and rescue method and apparatus for personnel coordination in search and rescue aircraft disclosed in the embodiments of the present invention are merely preferred embodiments of the present invention and are only used to illustrate the technical solutions of the present invention, not to limit it. Although the present invention has been described in detail with reference to the foregoing embodiments, those skilled in the art should understand that modifications can still be made to the technical solutions described in the foregoing embodiments, or equivalent substitutions can be made to some of the technical features. Such modifications or substitutions do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present invention.
Claims
1. A method of coordinating search and rescue operations by search and rescue aircraft personnel, characterized by, The method comprises: S1, acquiring search target information and search and rescue resource information; the search target information comprises position coordinates of a search target, sea state information, terrain type, wind information, weather conditions, target quantity and injury level; the search and rescue resource information comprises position, flight state, search progress of a search and rescue aircraft, position and rescue capacity of ground rescue personnel; S2, processing the search target information and the search and rescue resource information to obtain a search and rescue scheme; S3, performing evaluation processing on the search and rescue scheme to obtain a final search and rescue scheme, specifically: S31, processing the search target information and rescue information by using a discovery probability model according to the search and rescue scheme to obtain a discovery probability estimate value; The discovery probability model is expressed as: where P represents the probability estimate of discovery, k represents the matching coefficient; λ represents the detection sensitivity parameter of the search aircraft; A represents the search range, T S represents the search duration; ξ represents the weather influence factor; μ represents the sea state influence factor; V P represents the search aircraft speed; H represents the search line spacing; The weather influence factor ξ is expressed as: ξ = exp(-k w v w -k r p r -k v l v ) wherein k w , v w , k w = 0.02; k r , p r , k r = 0.4; k v , l v , k v = 0.01; The sea state influence factor μ is expressed as: μ = exp(-k h w h -k s v s -k si v si ) wherein k h , w h represent the wave height influence coefficient, the sea wave height, respectively, k h = 0.3; k s , v s represent the current speed influence coefficient, the sea current speed, respectively, k s = 0.04; k si , v si represent the sea water visibility influence coefficient, the sea water visibility, respectively, k si = 0.06; S32, judging whether the discovery probability estimate value is less than a preset expected value to obtain a fifth judgment result; When the fifth judgment result is yes, the search and rescue scheme is optimized, and step S31 is performed to recalculate the discovery probability estimate value; When the fifth judgment result is no, the search and rescue scheme is determined as the final search and rescue scheme.
2. The search and rescue type aircraft crew collaborative search and rescue method of claim 1, wherein, The processing of the search target information and the search and rescue resource information to obtain a search and rescue scheme comprises: S21, performing matching processing on the search target information and the search and rescue resource information to obtain rescue information; the rescue information comprises search range information and rescue equipment information; S22, performing calculation processing on the search target information and the search and rescue resource information based on the rescue information to obtain a search and rescue scheme; the search and rescue scheme comprises a search path and a rescue mode, and the rescue mode is water landing rescue and / or air drop rescue.
3. The search and rescue type aircraft crew collaborative search and rescue method of claim 2, wherein, The matching processing of the search target information and the search and rescue resource information to obtain rescue information comprises: S211, processing the search target information to obtain search range information; the search range information comprises a search target base point position and a search radius; According to the search target information, a search base point correction model is used for processing to obtain a search target base point position; The search base point correction model is expressed as: D=(x0+Δx, y0+Δy, z0) In the formula, D represents the corrected search target base point position, x0, y0, z0 represent the search target horizontal, vertical and depth coordinate positions in the search target information; Δx, Δy respectively represent the horizontal coordinate and vertical coordinate correction values; v w , v s respectively represent the wind speed and the sea current speed; φ w , φ s respectively represent the wind direction angle and the sea current direction angle; t d represents the time of the search aircraft reaching the search position; According to the search target base point position, a search radius calculation model is used to obtain a search radius; the search radius calculation model is expressed as: In the formula, T represents the time interval from distress to the start of search; c w represents the wind-induced drift coefficient, c w The value range is 0.02-0.05; S212, according to the search range information, performing configuration processing on the search and rescue resource information to obtain rescue equipment information.
4. The search and rescue aircraft crew collaborative search and rescue method of claim 3, wherein, The calculation processing of the search target information and the search and rescue resource information based on the rescue information to obtain a search and rescue scheme comprises: S221, determining a search path according to the search range information; S222, determining a rescue mode according to the search range information and the rescue equipment information.
5. The search and rescue type aircraft crew collaborative search and rescue method of claim 4, wherein, The determination of a rescue mode according to the search range information and the rescue equipment information comprises: According to the weather conditions in the search target information, processing wind, wind speed and sea state to obtain a search and rescue danger value; According to the rescue equipment information, it is judged whether the search and rescue danger value exceeds a safety threshold of the search and rescue aircraft, and a fourth judgment result is obtained; When the fourth judgment result is yes, airdrop rescue is adopted as a target rescue mode; otherwise, water landing rescue is adopted as the target rescue mode; If water landing rescue is adopted, a rescue area is set according to a distress range, a water landing point of the search and rescue aircraft is calculated, and rescue is implemented; If airdrop rescue is adopted, environmental parameters are read or the environmental parameters are adjusted, an airdrop position of the search and rescue aircraft is calculated according to wind power, wind direction and wind speed, and airdrop rescue is implemented.
6. A search and rescue type aircraft crew collaborative search and rescue device, characterized by, The personnel cooperative search and rescue method of the search and rescue aircraft according to any one of claims 1-5, the device comprises: an information acquisition module, configured to acquire search target information and search and rescue resource information; a scheme generation module, configured to process the search target information and the search and rescue resource information to obtain a search and rescue scheme; a scheme evaluation and optimization module, configured to evaluate and process the search and rescue scheme to obtain a final search and rescue scheme.
7. A search and rescue type aircraft crew collaborative search and rescue device, characterized by, The device comprises: a memory in which executable program codes are stored; a processor coupled with the memory; the processor invokes the executable program codes stored in the memory to execute the personnel cooperative search and rescue method of the search and rescue aircraft according to any one of claims 1-5.
8. A computer-readable storage medium, characterized in that, The computer readable storage medium stores computer instructions, and the computer instructions are invoked to execute the personnel cooperative search and rescue method of the search and rescue aircraft according to any one of claims 1-5.
Citation Information
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