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CN108924253A - Weather forecast method and car networking system based on car networking - Google Patents

Weather forecast method and car networking system based on car networking Download PDF

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Publication number
CN108924253A
CN108924253A CN201810875677.8A CN201810875677A CN108924253A CN 108924253 A CN108924253 A CN 108924253A CN 201810875677 A CN201810875677 A CN 201810875677A CN 108924253 A CN108924253 A CN 108924253A
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sent
weather condition
server
location information
vehicle
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Inventor
邵泽华
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Chengdu Qinchuan IoT Technology Co Ltd
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Chengdu Qinchuan IoT Technology Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/50Network services
    • H04L67/52Network services specially adapted for the location of the user terminal
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01WMETEOROLOGY
    • G01W1/00Meteorology
    • G01W1/10Devices for predicting weather conditions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • G06V20/54Surveillance or monitoring of activities, e.g. for recognising suspicious objects of traffic, e.g. cars on the road, trains or boats
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14Network analysis or design
    • H04L41/145Network analysis or design involving simulating, designing, planning or modelling of a network
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/021Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02ATECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A90/00Technologies having an indirect contribution to adaptation to climate change
    • Y02A90/10Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
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  • Environmental & Geological Engineering (AREA)
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  • Artificial Intelligence (AREA)
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  • Computing Systems (AREA)
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  • Mathematical Physics (AREA)
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Abstract

The present invention provides a kind of weather forecast method and car networking system based on car networking, the method includes the ambient images of the position of the perception control module acquisition vehicle on vehicle and present position;Location information and ambient image are sent to management server by the sensing network communication server;Management server is according to preset neural network model to multiple location informations and the processing of corresponding ambient image to obtain the corresponding weather condition in each position;Location information and corresponding weather condition are sent to service server by management server;Weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area by service server.Ambient image is acquired in road vehicle by traveling, weather conditions are generated in real time according to the image of acquisition, more accurately it is the weather condition that driver predicts front section than general weather forecast, can reduce the security risk of driving, reduces the generation of road safety accident.

Description

Weather forecast method and car networking system based on car networking
Technical field
The present invention relates to vehicle networking technical field, in particular to a kind of weather forecast method based on car networking and Car networking system.
Background technique
Road traffic accident occurs under poor weather and be easy to cause huge loss, endangers the lives and properties peace of passenger Entirely, therefore in driving conditions, weather condition is always the emphasis of driver and passenger's concern.It is obtained in vehicle travel process The weather information obtained mostlys come from weather forecast, and weather forecast is the satellite cloud picture and weather by being obtained to meteorological satellite Figure is analyzed, and made after comprehensive the surface-based observing station meteorology, landform and the season parameter that are obtained, local section may be sent out Raw convection weather in short-term, forecast result are likely to be inaccurate.Poor weather generally results in visibility variation, traveling Bad environments, to accident early warning technology, more stringent requirements are proposed.Under existing transportation condition, if it is possible to by accurate early warning Information passes to more vehicles, more will be helpful to the overall security for improving traffic system.
Summary of the invention
In view of this, the embodiment of the present invention is designed to provide a kind of weather forecast method based on car networking and vehicle connection Net system, to improve the inaccurate problem of the weather condition that obtains in existing driving conditions according to weather forecast.
The technical solution adopted by the present invention is as follows:
The weather forecast method based on car networking that the embodiment of the invention provides a kind of, the method are applied to car networking system System, the car networking system include perception control module, the sensing network communication server, management server, service server with And subscriber terminal equipment, the sensing network communication server and perception control module are mounted in vehicle, the method packet It includes:Perceive the location information of control module acquisition vehicle and the ambient image of vehicle present position;The sensing network communication server The ambient image of the location information of the vehicle and present position is sent to the management server;The management server root According to preset neural network model to multiple location informations and the corresponding ambient image processing to obtain each position Corresponding weather condition;The location information and corresponding weather condition are sent to service server by management server;It is described The weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area by service server.
Further, the method includes:Subscriber terminal equipment obtains location information every prefixed time interval; The location information that user terminal will acquire is sent to the service server.
Further, the weather condition is sent to the end of the user within the scope of predeterminable area by the service server The step of end equipment includes:Service server generates predeterminable area according to the positional information;Service server is by the weather Situation is sent to the subscriber terminal equipment that position is within the scope of predeterminable area.
Further, which is characterized in that the method also includes:Subscriber terminal equipment will plan that driving path is sent to institute State service server;The service server judges whether the planning driving path is within the scope of the predeterminable area;When When the planning driving path is in the predeterminable area range, the weather condition is sent to described by the service server Subscriber terminal equipment.
Further, the management server is according to preset neural network model to multiple location informations and corresponding institute Ambient image processing is stated to include the step of obtaining the corresponding weather condition in each position:Obtain multiple location informations and institute Rheme sets corresponding ambient image;The location information is classified according to preset algorithm;According to preset neural network Model multiple ambient images corresponding to same class location information handle to obtain corresponding weather condition.
Further, the method also includes:The weather condition is sent to sensing network and led to by the service server Telecommunications services device;The weather condition is sent to the perception control module by the sensing network communication server.
A kind of car networking system, the car networking system include perception control module, the sensing network communication server, management Server, service server and subscriber terminal equipment, the sensing network communication server are respectively mounted with perception control module In vehicle;The perception control module is used to acquire the ambient image of the location information and vehicle present position of vehicle;It is described The sensing network communication server is used to the ambient image of the location information of the vehicle and present position being sent to the management Server;The management server is used for according to preset neural network model to multiple location informations and the corresponding environment Image procossing is to obtain the corresponding weather condition in each position;The management server be also used to the location information and Corresponding weather condition is sent to service server;The service server is used to for the weather condition being sent in default Subscriber terminal equipment in regional scope.
Further, the subscriber terminal equipment is used to obtain location information every prefixed time interval;It is described The location information that user terminal is also used to will acquire is sent to the service server.
Further, the service server is also used to generate predeterminable area according to the positional information;By the weather Situation is sent to the subscriber terminal equipment that position is within the scope of predeterminable area.
Further, the management server is for obtaining the corresponding ambient image of multiple location informations and the position; The location information that will acquire is classified according to preset algorithm, according to preset neural network model to same class position The corresponding multiple ambient image processing of information are to obtain corresponding weather condition.
Compared with the prior art, the invention has the advantages that:
A kind of weather forecast method and car networking system based on car networking provided by the invention, the method includes every The location information of perception control module acquisition vehicle on vehicle and the ambient image of vehicle present position;Sensing network communication clothes The ambient image of the location information of the vehicle and present position is sent to the management server by business device;The management service Device is each described to obtain to multiple location informations and the corresponding ambient image processing according to preset neural network model The corresponding weather condition in position;The location information and corresponding weather condition are sent to service server by management server; The weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area by the service server.Existed by traveling Road vehicle acquires ambient image information, is judged to generate weather conditions in real time according to the image information of acquisition, than general Weather forecast be more accurately driver predict front section weather condition, can reduce the security risk of driving, subtract The generation of few road safety accident.
To enable the above objects, features and advantages of the present invention to be clearer and more comprehensible, preferred embodiment is cited below particularly, and cooperate Appended attached drawing, is described in detail below.
Detailed description of the invention
It, below will be to use required in embodiment in order to illustrate more clearly of the technical solution of embodiment of the present invention Attached drawing be briefly described, it should be understood that the following drawings illustrates only certain embodiments of the present invention, therefore is not to be seen as It is the restriction to range, it for those of ordinary skill in the art, without creative efforts, can be with root Other relevant attached drawings are obtained according to these attached drawings.
Fig. 1 shows a kind of schematic diagram of car networking system provided by the present invention.
The flow chart for the weather forecast method based on car networking that Fig. 2 shows provided by the invention.
Fig. 3 shows the sub-step flow chart of step S30.
Fig. 4 shows the sub-step flow chart of step S50.
Fig. 5 shows the flow chart for obtaining user terminal location.
Fig. 6 shows the flow chart of the another embodiment of step S50.
Icon:10- car networking system;110- subject table;120- sensing network platform;130- manages platform;140- clothes Business platform;150- user platform.
Specific embodiment
Below in conjunction with attached drawing in the embodiment of the present invention, technical solution in the embodiment of the present invention carries out clear, complete Ground description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.Usually exist The component of the embodiment of the present invention described and illustrated in attached drawing can be arranged and be designed with a variety of different configurations herein.Cause This, is not intended to limit claimed invention to the detailed description of the embodiment of the present invention provided in the accompanying drawings below Range, but it is merely representative of selected embodiment of the invention.Based on the embodiment of the present invention, those skilled in the art are not doing Every other embodiment obtained under the premise of creative work out, shall fall within the protection scope of the present invention.
It should be noted that:Similar label and letter indicate similar terms in following attached drawing, therefore, once a certain Xiang Yi It is defined in a attached drawing, does not then need that it is further defined and explained in subsequent attached drawing.
In the description of the present invention, it is also necessary to explanation, herein, such as first and second or the like relationship art Language is only used to distinguish one entity or operation from another entity or operation, without necessarily requiring or implying this There are any actual relationship or orders between a little entities or operation.The terms "include", "comprise" or its it is any its He is intended to non-exclusive inclusion by variant, so that the process, method, article or equipment including a series of elements is not Only include those elements, but also including other elements that are not explicitly listed, or further include for this process, method, Article or the intrinsic element of equipment.In the absence of more restrictions, being wanted by what sentence "including a ..." limited Element, it is not excluded that there is also other identical elements in the process, method, article or apparatus that includes the element.For For those skilled in the art, the concrete meaning of above-mentioned term in the present invention can be understood with concrete condition.
With reference to the accompanying drawing, it elaborates to some embodiments of the present invention.In the absence of conflict, following Feature in embodiment and embodiment can be combined with each other.
Fig. 1 is please referred to, is a kind of structural schematic diagram of car networking system 10 provided in an embodiment of the present invention, the present invention is implemented A kind of weather forecast method based on car networking that example provides is applied to car networking system 10.The car networking system 10 includes multiple Subject table 110,120, management platforms 130 of multiple sensing network platforms, multiple service platforms 140 and multiple users are flat Platform 150.
In the present embodiment, subject table 110 can be various travelings in road vehicle.In the subject table 110 Perception control module is installed, i.e., perception control module correspondence is installed in vehicle, and the perception control module includes that perception is single Member and control unit, the sension unit is for perceiving, detecting or obtaining information, location information, the travel speed letter of vehicle It ceases, the ambient image of vehicle present position, such as the image etc. of shooting weather condition.Described control unit is used for the part of vehicle Functional module work, such as loudspeaker is provided on the vehicle, described control unit can be used for controlling loudspeaker and carry out language Sound broadcasts the acquisition image such as camera being arranged in weather condition, or control vehicle.
The sensing network communication server is installed on the sensing network platform 120, the sensing network communication server is corresponding It is installed in a vehicle, which connects one to one with perception control module.Specifically, the sensing Network communication server can be gateway, for perception control module and the bridge between platform 130 be managed, for that will perceive control The location information of vehicle, the driving speed information of vehicle, ambient image of vehicle local environment that module acquires etc. are sent to pipe In platform 130.
It include at least one management server on the management platform 130, correspondence is equipped with vehicle in each management server The carrier-managed system of operator.Also i other words, a car operation company corresponds to a management server, for example, First car operation company corresponds to a management server, the corresponding management server of the second operator, and multiple management Server is managed by the same management platform 130.It should be understood that when the management platform 130 is multiple, it can be respectively to setting The management server being placed on management platform 130 is managed.It should be noted that corresponding management is more under a management server A sensing network communication server, more common practice are that the management server of an operator manages corresponding multiple biographies Feel network communication server, i other words, the sensing network communication server for all vehicles that the first operator has under its command will be adopted The location information of the vehicle of collection, the driving speed information of vehicle, ambient image information of vehicle present position etc. are sent to first In management server corresponding to operator.For example, the management server is used for according to preset neural network model pair Multiple location informations and the corresponding ambient image processing are to obtain the corresponding weather condition in each position;And it will obtain Weather condition be sent to service platform 140.
In the present embodiment, which can be the corresponding clothes of vehicle of some region of car operation company Business platform, is also possible to the corresponding service platform of certain a road section.The service platform 140 be it is multiple, on each service platform 140 One service server is installed, which is used to receive the data that multiple management servers are sent, and to the number After being handled, it is sent to multiple user platforms 150 and/or subject table 110.For example, the weather feelings that can be will acquire Condition is sent to multiple user platforms 150 and/or subject table 110.
The user platform 150 is subscriber terminal equipment, which can be, but be not limited to, mobile phone, plate electricity The intelligent electronic devices such as brain, electronic watch for example, being the handheld intelligent terminal device of driver, or can also be driver The handheld intelligent terminal device of specified personnel.The subscriber terminal equipment can also be the device being installed in vehicle, such as vehicle-mounted Display etc..Each user platform 150 is corresponding with a subject table 110.
In actual use, perception control module and sensing network have been installed in the subject table 110 (vehicle) The communication server, and the corresponding application program with service platform communication connection has also been mounted on user platform (such as mobile phone). In addition, the management server has also been configured the service server that can be in communication with each other, i other words, there are the same communications protocols Or the management server of interface can be in communication with each other with service server.
Present embodiments provide a kind of weather forecast method based on car networking.The method application car networking system, can To generate weather condition in the ambient image information that road vehicle uploads according to traveling, and weather condition is sent to and is in Subscriber terminal equipment within the scope of predeterminable area, the forecast of real-time perfoming weather condition reduce the security risk of driving.
Referring to Fig. 2, the method includes the steps S10~S50.
Step S10:Perceive the location information of control module acquisition vehicle and the ambient image of vehicle present position.
When vehicle driving is in starting state, location information of the perception control module every preset time acquisition vehicle And the ambient image of position described in vehicle.The prefixed time interval can be 1 minute, can also be 30 seconds.In the present embodiment In, the travel speed of the preset time interval and vehicle inversely, when speed is higher, between the preset time Every shorter, to achieve the purpose that accurately to sample.
Perceiving control module includes sension unit and control unit.Described control unit can be car body controller, described Sension unit includes each sensor being arranged on vehicle, including velocity sensor, acceleration transducer, locating module etc.. The locating module can be GPS positioning module, can also be Beidou positioning module.In this present embodiment, know that control module is adopted Collect the location information of vehicle and the ambient image of vehicle present position, can be control locating module and obtain what vehicle was presently in Location information, the ambient image can be shot by vehicle-mounted camera.Perceive control module and sensing network communication service Device electrical connection will acquire after the ambient image of the location information and vehicle present position that perceive control module acquisition vehicle Information be sent to the sensing network communication server.
Step S20:The sensing network communication server sends out the ambient image of the location information of the vehicle and present position It send to the management server.
The sensing network communication server with perception control module be electrically connected, the sensing network communication server also with management service Device communication connection, the sensing network communication server are the bridges for perceiving connection between control module and management server, communication.
The sensing network communication server will perceive location information and the present position of the vehicle that control module obtains Ambient image is sent to the management server.It should be noted that in this present embodiment, a management server corresponds to multiple The sensing network communication server, each sensing network communication server are corresponding with a perception control platform, that is to say, that multiple The sensing network communication server sends the location information of vehicle and the ambient image of present position is sent to the management server.
Step S30:Management server is according to preset neural network model to multiple location informations and the corresponding ring Border image procossing is to obtain the corresponding weather condition in each position.
Management server receives the location information and the corresponding ring of location information that multiple sensing network communication servers are sent Border image.Management server is handled the location information and ambient image that receive according to preset neural network model, Analysis obtains the corresponding weather condition in each position.
Referring to Fig. 3, step S30 includes following sub-step S301~S303.
Sub-step S301:Obtain the corresponding ambient image of multiple location informations and the position.
Each management server corresponds to multiple sensing network communication servers, and the management server receives multiple sensings The corresponding ambient image of location information and the position that network communication server is sent.The ambient image can be the position Weather condition image.
Step S302:The location information is classified according to preset algorithm.
The management server receives multiple location informations and corresponding ambient image, by multiple location informations according to default Algorithm classify.The preset algorithm can be clustering algorithm, can also be other algorithms.When according to clustering algorithm Divided come when, can according to the position the distance between size classify.According to preset distance by multiple positions It is divided into multiple classifications, the distance between position in each classification is less than preset value.The standard of classification can also be specified point Apart from length.The preset value can have management server to be preset according to weather condition.
Step S303:According to the multiple ambient image processing corresponding to same class location information of preset neural network model Obtain corresponding weather condition.
The corresponding multiple ambient images of every one kind location information are handled respectively corresponding to obtain such location information Weather condition.
It include multiple positions in every one kind location information, the corresponding ambient image in each position that is to say every a kind of position Information corresponds to multiple ambient images.Multiple ambient images are handled according to preset neural network model, for example, extraction environment figure The information such as brightness, gray scale, the contrast of picture judge weather condition according to cloud thickness, brightness size etc..The preset nerve Model can be the existing model according to image analysis weather condition, be also possible to the nerve net that management server training is established Network model.
The management server is analyzed and processed to obtain such according to the corresponding ambient image of every a kind of location information The weather condition of position, for example, sunny, cloudy, light rain, dense fog etc..It should be noted that every a kind of position can be An individual location point is also possible to the section that multiple positions are formed.
Step S40:The location information and corresponding weather condition are sent to service server by management server.
After management server generates weather condition according to location information and ambient image, by location information, ambient image with And weather condition is sent to service server.The service server is to the location information, ambient image and corresponding weather Timestamp is arranged in situation, and the location information, ambient image and the weather condition that are provided with timestamp are stored.
Step S50:The weather condition is sent to the user terminal within the scope of predeterminable area and set by service server It is standby.
Weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area by service server, to be reached for using The purpose of family forecasting weather.Subscriber terminal equipment within the scope of the predeterminable area can be in preset geographical coverage area Interior subscriber terminal equipment can also be subscriber terminal equipment of the path Jing Guo predeterminable area range.
In this present embodiment, referring to Fig. 4, step S50 includes following sub-step:Step S501~step S502.
Step S501:Service server generates predeterminable area according to the positional information.
Service server be stored with multiple location informations with timestamp and the corresponding weather condition of the location information and Ambient image.Service server generates preset range areas, the preset range according to the location information and weather condition Region can be the similar region of weather condition, can also be according to the location information with central point, using pre-determined distance as radius The border circular areas of generation.
Step S502:The weather condition is sent to user's end that position is within the scope of predeterminable area by service server End equipment.
Weather condition and ambient image are sent to the user terminal that position is within the scope of predeterminable area by service server Equipment.Relevant weather condition is forecast for user.In this present embodiment, before step S502, the method also includes services Server obtains the step of position of subscriber terminal equipment, please refers to 5.
Step S511:Subscriber terminal equipment obtains the location information of location every prefixed time interval, will acquire To location information be sent to service server
Subscriber terminal equipment can be the hand-held intelligent terminal of driver, can also be the vehicle-mounted user being set on vehicle Terminal.The each preset time of subscriber terminal equipment obtains location information, and the location information of subscriber terminal equipment is sent to clothes Business server.
Service server judges the position of subscriber terminal equipment according to the location information of the subscriber terminal equipment received, when When the position of subscriber terminal equipment is within the scope of predeterminable area, service server sends out the weather condition, ambient image etc. The subscriber terminal equipment being within the scope of predeterminable area is sent to position.Subscriber terminal equipment can also be from the service server The weather condition and ambient image for requesting other positions obtain relevant weather condition according to the traveling demand of itself.
As another preferred embodiment of the invention, step S50 can be realized in a manner of such, please refer to figure 6。
S503:Subscriber terminal equipment will plan that driving path is sent to the service server.
Subscriber terminal equipment can in the process of moving or traveling start before obtain planning driving path, and by the row of planning It sails path and is sent to the service server.
S504:The service server judges whether the planning driving path is within the scope of the predeterminable area.
Service server be stored with multiple location informations with timestamp and the corresponding weather condition of the location information and Ambient image.Service server generates preset range areas, the preset range according to the location information and weather condition Region can be the similar region of weather condition, can also be according to the location information with central point, using pre-determined distance as radius The border circular areas of generation.
Service server receives the driving path of the planning, and judges whether the planning driving path is in described pre- If in range areas.
S505:When the planning driving path is in the predeterminable area range, the service server is by the day Gas situation is sent to the subscriber terminal equipment.
When planning that driving path is within the scope of predeterminable area, the driving path of planning is in by the service server Weather condition and ambient image within the scope of predeterminable area are sent to the user terminal equipment, shift to an earlier date forecasting weather to be reached for user Purpose.The subscriber terminal equipment can also obtain the weather feelings of different time, different zones from the service server Condition and ambient image get the weather condition of needs with the actual demand according to itself, can also be to actual weather condition Confirmed.
In this present embodiment, the method also includes:
Step S60:The weather condition is sent to car networking equipment by the service server.
Specifically, car networking equipment includes the sensing network communication server and perception control module, the service server Weather condition is sent to the sensing network communication server, the weather condition is sent to by the sensing network communication server The perception control module.The perception control module can control the functional module on vehicle and broadcast to weather condition, Such as the speaker sound casting weather condition being arranged on control vehicle.
In conclusion the present invention provides a kind of weather forecast method and car networking system based on car networking.The side Method includes the location information of the perception control module acquisition vehicle on every trolley and the ambient image of vehicle present position;Sensing The ambient image of the location information of the vehicle and present position is sent to the management server by network communication server;Institute It states management server and multiple location informations and the corresponding ambient image is handled to obtain according to preset neural network model To the corresponding weather condition in each position;The location information and corresponding weather condition are sent to clothes by management server Business server;The service server generates predeterminable area range according to weather condition and location information, works as subscriber terminal equipment Position be in the driving path of the planning that the preset regional scope or subscriber terminal equipment upload and be in the preset area When within the scope of domain, the information such as the weather condition and ambient image are sent to the user terminal equipment by service server, are user Terminal device predicts weather condition in real time.Subscriber terminal equipment can also determine actual weather condition according to ambient image, Ensure the accuracy of weather forecast.So that driver or passenger is had specific understanding for the weather condition in driving process, reduces The probability that safety accident is caused due to not knowing about to weather, reduces the generation of safety accident, the lives and properties of passenger is protected to pacify Entirely.
In several embodiments provided herein, it should be understood that disclosed device and method can also pass through Other modes are realized.The apparatus embodiments described above are merely exemplary, for example, flow chart and block diagram in attached drawing Show the device of multiple embodiments according to the present invention, the architectural framework in the cards of method and computer program product, Function and operation.In this regard, each box in flowchart or block diagram can represent the one of a module, section or code Part, a part of the module, section or code, which includes that one or more is for implementing the specified logical function, to be held Row instruction.It should also be noted that function marked in the box can also be to be different from some implementations as replacement The sequence marked in attached drawing occurs.For example, two continuous boxes can actually be basically executed in parallel, they are sometimes It can execute in the opposite order, this depends on the function involved.It is also noted that every in block diagram and or flow chart The combination of box in a box and block diagram and or flow chart can use the dedicated base for executing defined function or movement It realizes, or can realize using a combination of dedicated hardware and computer instructions in the system of hardware.
In addition, each functional module in each embodiment of the present invention can integrate one independent portion of formation together Point, it is also possible to modules individualism, an independent part can also be integrated to form with two or more modules.
It, can be with if the function is realized and when sold or used as an independent product in the form of software function module It is stored in a computer readable storage medium.Based on this understanding, technical solution of the present invention is substantially in other words The part of the part that contributes to existing technology or the technical solution can be embodied in the form of software products, the meter Calculation machine software product is stored in a storage medium, including some instructions are used so that a computer equipment (can be a People's computer, server or network equipment etc.) it performs all or part of the steps of the method described in the various embodiments of the present invention. And storage medium above-mentioned includes:USB flash disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), arbitrary access are deposited The various media that can store program code such as reservoir (RAM, Random Access Memory), magnetic or disk.
It should be noted that, in this document, relational terms such as first and second and the like are used merely to a reality Body or operation are distinguished with another entity or operation, are deposited without necessarily requiring or implying between these entities or operation In any actual relationship or order or sequence.Moreover, the terms "include", "comprise" or its any other variant are intended to Non-exclusive inclusion, so that the process, method, article or equipment including a series of elements is not only wanted including those Element, but also including other elements that are not explicitly listed, or further include for this process, method, article or equipment Intrinsic element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that There is also other identical elements in process, method, article or equipment including the element.
The foregoing is only a preferred embodiment of the present invention, is not intended to restrict the invention, for the skill of this field For art personnel, the invention may be variously modified and varied.All within the spirits and principles of the present invention, made any to repair Change, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.It should be noted that:Similar label and letter exist Similar terms are indicated in following attached drawing, therefore, once being defined in a certain Xiang Yi attached drawing, are then not required in subsequent attached drawing It is further defined and explained.
The above description is merely a specific embodiment, but scope of protection of the present invention is not limited thereto, any Those familiar with the art in the technical scope disclosed by the present invention, can easily think of the change or the replacement, and should all contain Lid is within protection scope of the present invention.Therefore, the protection scope of the present invention shall be subject to the protection scope of the claims.

Claims (10)

1. a kind of weather forecast method based on car networking, which is characterized in that the method is applied to car networking system, the vehicle Networked system includes perception control module, the sensing network communication server, management server, service server and user terminal Equipment, the sensing network communication server and perception control module are mounted in vehicle, the method includes:
Perceive the location information of control module acquisition vehicle and the ambient image of vehicle present position;
The ambient image of the location information of the vehicle and present position is sent to the management by the sensing network communication server Server;
The management server according to preset neural network model to multiple location informations and the corresponding ambient image at Reason is to obtain the corresponding weather condition in each position;
The location information and corresponding weather condition are sent to service server by management server;
The weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area by the service server.
2. the weather forecast method based on car networking as described in claim 1, which is characterized in that the method includes:
Subscriber terminal equipment obtains location information every prefixed time interval;
The location information that subscriber terminal equipment will acquire is sent to the service server.
3. the weather forecast method based on car networking as claimed in claim 2, which is characterized in that the service server is by institute Stating the step of weather condition is sent to the subscriber terminal equipment within the scope of predeterminable area includes:
Service server generates predeterminable area according to the positional information;
The weather condition is sent to the subscriber terminal equipment that position is within the scope of predeterminable area by service server.
4. the weather forecast method based on car networking as claimed in claim 3, which is characterized in that the method also includes:
Subscriber terminal equipment will plan that driving path is sent to the service server;
The service server judges whether the planning driving path is within the scope of the predeterminable area;
When the planning driving path is in the predeterminable area range, the service server sends the weather condition To the subscriber terminal equipment.
5. the weather forecast method based on car networking as described in claim 1, which is characterized in that the management server according to Preset neural network model is to multiple location informations and the corresponding ambient image processing to obtain each position pair The step of weather condition answered includes:
Obtain the corresponding ambient image of multiple location informations and the position;
The location information is classified according to preset algorithm;
It handles to obtain corresponding day according to preset neural network model multiple ambient images corresponding to same class location information Gas situation.
6. the weather forecast method based on car networking as described in claim 1, which is characterized in that the method also includes:
The weather condition is sent to the sensing network communication server by management server by the service server;
The weather condition is sent to the perception control module by the sensing network communication server.
7. a kind of car networking system, which is characterized in that the car networking system includes perception control module, sensing network communication clothes Business device, management server, service server and subscriber terminal equipment, the sensing network communication server and perception control mould Block is mounted in vehicle;
The perception control module is used to acquire the ambient image of the location information and vehicle present position of vehicle;
The sensing network communication server is for the ambient image of the location information of the vehicle and present position to be sent to The management server;
The management server is used for according to preset neural network model to multiple location informations and the corresponding environment map As processing is to obtain the corresponding weather condition in each position;
The management server is also used to the location information and corresponding weather condition being sent to service server;
The weather condition for being sent to the subscriber terminal equipment within the scope of predeterminable area by the service server.
8. car networking system as claimed in claim 7, which is characterized in that the subscriber terminal equipment is used for every preset time The location of interval acquiring information;The location information that the user terminal is also used to will acquire is sent to the service Device.
9. car networking system as claimed in claim 8, which is characterized in that the service server is also used to according to the position Information generates predeterminable area;The weather condition is sent to the subscriber terminal equipment that position is within the scope of predeterminable area.
10. car networking system as claimed in claim 7, which is characterized in that the management server is for obtaining multiple positions The corresponding ambient image of information and the position;The location information that will acquire is classified according to preset algorithm, according to The multiple ambient image processing corresponding to same class location information of preset neural network model are to obtain corresponding weather condition.
CN201810875677.8A 2018-08-02 2018-08-02 Weather forecast method and car networking system based on car networking Withdrawn CN108924253A (en)

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Cited By (8)

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CN110555378A (en) * 2019-07-29 2019-12-10 咪咕文化科技有限公司 Live video-based weather prediction method and system and weather prediction device
CN112016007A (en) * 2020-08-26 2020-12-01 饶志昌 Internet of Things-based urban running recommendation system, method, device and equipment
CN112242065A (en) * 2019-07-18 2021-01-19 比亚迪股份有限公司 Method and device for forecasting severe weather and vehicle
WO2021082194A1 (en) * 2019-10-30 2021-05-06 上海博泰悦臻电子设备制造有限公司 Management method and apparatus for vehicle safety, and computer storage medium
CN115035457A (en) * 2022-07-04 2022-09-09 北京中瑞方兴科技有限公司 Method and system for detecting credibility of variable information board release content
CN115267940A (en) * 2022-07-21 2022-11-01 珠海格力电器股份有限公司 Weather broadcasting method and device, intelligent household equipment and storage medium
CN115512560A (en) * 2022-10-17 2022-12-23 广汽埃安新能源汽车股份有限公司 Vehicle control system
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CN112242065A (en) * 2019-07-18 2021-01-19 比亚迪股份有限公司 Method and device for forecasting severe weather and vehicle
CN110555378A (en) * 2019-07-29 2019-12-10 咪咕文化科技有限公司 Live video-based weather prediction method and system and weather prediction device
CN110555378B (en) * 2019-07-29 2023-01-17 咪咕文化科技有限公司 Weather forecasting method, system and weather forecasting device based on live video
WO2021082194A1 (en) * 2019-10-30 2021-05-06 上海博泰悦臻电子设备制造有限公司 Management method and apparatus for vehicle safety, and computer storage medium
US12258030B2 (en) 2019-10-30 2025-03-25 Pateo Connect+ Technology (Shanghai) Corporation Management method and apparatus for vehicle safety, and computer storage medium
CN112016007A (en) * 2020-08-26 2020-12-01 饶志昌 Internet of Things-based urban running recommendation system, method, device and equipment
CN115035457A (en) * 2022-07-04 2022-09-09 北京中瑞方兴科技有限公司 Method and system for detecting credibility of variable information board release content
CN115035457B (en) * 2022-07-04 2024-11-12 北京中瑞方兴科技有限公司 A method and system for detecting the credibility of content published by a variable information board
CN115267940A (en) * 2022-07-21 2022-11-01 珠海格力电器股份有限公司 Weather broadcasting method and device, intelligent household equipment and storage medium
CN115512560A (en) * 2022-10-17 2022-12-23 广汽埃安新能源汽车股份有限公司 Vehicle control system
CN115512560B (en) * 2022-10-17 2024-04-12 广汽埃安新能源汽车股份有限公司 Vehicle control system

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