CN111724660A - Method and device for simulating current damage, electronic equipment and storage medium - Google Patents
Method and device for simulating current damage, electronic equipment and storage medium Download PDFInfo
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- CN111724660A CN111724660A CN202010565588.0A CN202010565588A CN111724660A CN 111724660 A CN111724660 A CN 111724660A CN 202010565588 A CN202010565588 A CN 202010565588A CN 111724660 A CN111724660 A CN 111724660A
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Abstract
The embodiment of the disclosure discloses a method, a device, electronic equipment and a storage medium for simulating current damage, wherein the method comprises the following steps: carrying out multiple simulation experiments to obtain experimental object information, experimental condition information and injury degree grading values of each simulation experiment; establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments; acquiring information of an electric shock object and acquiring electric shock information of the electric shock object; and inputting the information of the electric shock object and the electric shock information into the current damage simulation model, and acquiring the damage degree score of the electric shock object output by the current damage simulation model. The embodiment of the disclosure can estimate the damage degree of the electric shock accident afterwards or in advance.
Description
Technical Field
The embodiment of the disclosure relates to the technical field of electric power, in particular to a method and a device for simulating current damage, electronic equipment and a storage medium.
Background
Leakage is current leakage due to insulation damage or other causes. The electric leakage can cause safety risk to people, when the human body is seriously injured by current or even dies when the electric leakage is serious, the national specified safety voltage is 36 volts, and under the humid environment, the safety voltage is reduced to 12 volts.
The leakage detector is an equipment for detecting leakage phenomenon, can detect the action current of the current type electric shock protector, detect the unbalanced leakage current which is smaller than the action of the current type electric shock protector, and can distinguish the leakage voltage which is harmful to human body and the induction voltage which is harmless to human body; the leakage phenomenon of the electric appliance can be effectively detected. However, for different scenes, if electric leakage occurs, the user still cannot predict the possible damage degree in advance.
Disclosure of Invention
In view of the above, the embodiments of the present disclosure provide a method, an apparatus, an electronic device, and a storage medium for simulating current damage, so as to estimate the damage degree of an electric shock accident in advance or in a later stage.
Additional features and advantages of the disclosed embodiments will be set forth in the detailed description which follows, or in part will be obvious from the description, or may be learned by practice of the disclosed embodiments.
In a first aspect of the present disclosure, an embodiment of the present disclosure provides a method for simulating current damage, including:
carrying out multiple simulation experiments to obtain experimental object information, experimental condition information and injury degree grading values of each simulation experiment;
establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments;
acquiring information of an electric shock object and acquiring electric shock information of the electric shock object;
and inputting the information of the electric shock object and the electric shock information into the current damage simulation model, and acquiring the damage degree score of the electric shock object output by the current damage simulation model.
In one embodiment, the obtaining of the subject information of each simulation experiment includes: and acquiring the health condition, skin state information and human body resistance of the experimental object of each simulation experiment.
In one embodiment, the skin condition information includes: the skin is wet, the skin is sweaty, the skin is damaged, and the surface of the skin is stained with conductive dust.
In one embodiment, the obtaining of the experimental condition information of each simulation experiment includes: and acquiring at least one of the information of the current size, the current type, the electrifying time, the temperature and the electrifying mode adopted by each simulation experiment.
In one embodiment, the power-on mode includes at least one of the following modes: from left hand to left foot, from left hand to right foot, from left hand to both feet, from right hand to left foot, from right hand to right foot, from right hand to both feet, from both hands to both feet, from left hand to right hand, from right hand to left hand, from spine to right hand, from spine to left hand, from chest to right hand, from arm to left hand, from arm to right hand, from arm to both hands, and from left foot to right foot.
In an embodiment, the establishing a current damage simulation model according to the experimental subject information, the experimental condition information, and the damage degree score of the multiple simulation experiments includes:
acquiring a training sample set according to the multiple simulation experiments, wherein the training samples comprise experimental object information, experimental condition information and marking information for expressing the damage degree score of any simulation experiment;
determining an initialized current injury simulation model, wherein the initialized current injury simulation model comprises a target layer for outputting a injury degree score of an electric shock subject after a primary electric shock;
and training to obtain the current damage simulation model by using a machine learning method and taking the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set as the input of the initialized current damage simulation model and taking the label information of the experiment corresponding to the input experimental object information and the experimental condition information as the expected output of the initialized current damage simulation model.
In a second aspect of the present disclosure, an embodiment of the present disclosure further provides an apparatus for simulating current damage, including:
the experiment simulation unit is used for carrying out multiple simulation experiments and obtaining experimental object information, experimental condition information and injury degree score of each simulation experiment;
the model establishing unit is used for establishing a current damage simulation model according to the experimental object information, the experimental condition information and the damage degree score of the multiple simulation experiments;
the electric shock information acquisition unit is used for acquiring the information of an electric shock object and acquiring the electric shock information of the electric shock object;
and the damage degree determining unit is used for inputting the information of the electric shock object and the electric shock information into the current damage simulation model and acquiring the damage degree score of the electric shock object output by the current damage simulation model.
In one embodiment, the experimental simulation unit is configured to: and acquiring the health condition, skin state information and human body resistance of the experimental object of each simulation experiment.
In one embodiment, the experimental simulation unit is configured to: and acquiring at least one of the information of the current size, the current type, the electrifying time, the temperature and the electrifying mode adopted by each simulation experiment.
In an embodiment, the power-on mode in the experimental simulation unit includes at least one of the following modes: from left hand to left foot, from left hand to right foot, from left hand to both feet, from right hand to left foot, from right hand to right foot, from right hand to both feet, from both hands to both feet, from left hand to right hand, from right hand to left hand, from spine to right hand, from spine to left hand, from chest to right hand, from arm to left hand, from arm to right hand, from arm to both hands, and from left foot to right foot.
In an embodiment, the skin condition information in the experiment simulation unit includes: the skin is wet, the skin is sweaty, the skin is damaged, and the surface of the skin is stained with conductive dust.
In an embodiment, the current damage simulation model in the model building unit is obtained by training the following modules:
the system comprises a sample acquisition module, a training sample collection module and a training sample collection module, wherein the training sample collection module is used for acquiring a training sample set according to the multiple simulation experiments, and the training sample comprises experimental object information, experimental condition information and marking information for representing the damage degree score of any simulation experiment;
the system comprises a model determination module, a power supply module and a power supply module, wherein the model determination module is used for determining an initialized current injury simulation model, and the initialized current injury simulation model comprises a target layer used for outputting a damage degree score of an electric shock object after one electric shock;
and the model training module is used for training to obtain the current damage simulation model by using a machine learning device and taking the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set as the input of the initialized current damage simulation model and taking the label information of the experiment corresponding to the input experimental object information and the experimental condition information as the expected output of the initialized current damage simulation model.
In a third aspect of the disclosure, an electronic device is provided. The electronic device includes: a processor; and a memory for storing executable instructions that, when executed by the processor, cause the electronic device to perform the method of the first aspect.
In a fourth aspect of the disclosure, a computer-readable storage medium is provided, on which a computer program is stored, which computer program, when being executed by a processor, carries out the method in the first aspect.
The technical scheme provided by the embodiment of the disclosure has the beneficial technical effects that:
the method comprises the steps of obtaining experimental object information, experimental condition information and injury degree score values of each simulation experiment by carrying out multiple simulation experiments; establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments; acquiring information of an electric shock object and acquiring electric shock information of the electric shock object; the information of the electric shock object and the electric shock information are input into the current damage simulation model, the damage degree score of the electric shock object output by the current damage simulation model is obtained, and the damage degree of an electric shock accident can be evaluated afterwards or estimated in advance.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present disclosure, the drawings needed to be used in the description of the embodiments of the present disclosure will be briefly described below, and it is obvious that the drawings in the following description are only a part of the embodiments of the present disclosure, and for those skilled in the art, other drawings can be obtained according to the contents of the embodiments of the present disclosure and the drawings without creative efforts.
FIG. 1 is a schematic flow chart diagram illustrating a method for simulating current damage according to an embodiment of the present disclosure;
FIG. 2 is a schematic flow chart diagram illustrating a training method of a current injury simulation model according to an embodiment of the present disclosure;
FIG. 3 is a schematic structural diagram of an apparatus for simulating current damage according to an embodiment of the present disclosure;
FIG. 4 is a schematic structural diagram of a training apparatus for a current injury simulation model according to an embodiment of the present disclosure;
FIG. 5 illustrates a schematic diagram of an electronic device suitable for use in implementing embodiments of the present disclosure.
Detailed Description
In order to make the technical problems solved, technical solutions adopted and technical effects achieved by the embodiments of the present disclosure clearer, the technical solutions of the embodiments of the present disclosure will be described in further detail below with reference to the accompanying drawings, and it is obvious that the described embodiments are only some embodiments, but not all embodiments, of the embodiments of the present disclosure. All other embodiments, which can be obtained by a person skilled in the art without making creative efforts based on the embodiments of the present disclosure, belong to the protection scope of the embodiments of the present disclosure.
It should be noted that the terms "system" and "network" are often used interchangeably in the embodiments of the present disclosure. Reference to "and/or" in embodiments of the present disclosure is meant to include any and all combinations of one or more of the associated listed items. The terms "first", "second", and the like in the description and claims of the present disclosure and in the drawings are used for distinguishing between different objects and not for limiting a particular order.
It should also be noted that, in the embodiments of the present disclosure, each of the following embodiments may be executed alone, or may be executed in combination with each other, and the embodiments of the present disclosure are not limited specifically.
The names of messages or information exchanged between devices in the embodiments of the present disclosure are for illustrative purposes only, and are not intended to limit the scope of the messages or information.
The technical solutions of the embodiments of the present disclosure are further described by the following detailed description in conjunction with the accompanying drawings.
Fig. 1 is a schematic flow chart illustrating a method for simulating current injury according to an embodiment of the present disclosure, which is applicable to a situation of evaluating or estimating an injury level of an electric shock accident, and the method may be performed by a device for simulating current injury configured in an electronic device, as shown in fig. 1, the method for simulating current injury according to the embodiment includes:
in step S110, a plurality of simulation experiments are performed, and experimental subject information, experimental condition information, and damage degree score of each simulation experiment are obtained.
The current may cause various injuries to the human body. For example, current passes through the human body, and the human body directly receives current energy to be shocked; the electric energy is converted into heat energy to act on the human body, so that the human body is burnt or burnt; people can also be injured by absorbing energy of the electromagnetic field under the irradiation of the electromagnetic field. Among many injuries, electrical shock injuries are the most basic form. Unlike other injuries, the current does not have any warning sign of injury to the human body in advance. The injury often occurs between the transients, and the defense capability is rapidly reduced once the injured human body is shocked. Both of these features increase the risk of current damage.
The harm degree of the current to the human body is related to various factors such as the magnitude of the current passing through the human body, the frequency, the duration, the path of the current passing through the human body, the magnitude of the resistance of the human body and the like.
For example, in relation to the magnitude of the current through the body, experiments have shown that:
(1) the larger the current passing through the human body, the more obvious the physiological reaction of the human body and the stronger the feeling, and the shorter the time required for causing ventricular fibrillation, the greater the risk of mortality.
(2) And when the power frequency current is 0.5-1 mA, the human body has the feeling of numbness or pain of fingers and wrists.
(3) When the current is increased to 8-10 mA, the needling sensation and the pain sensation are enhanced to generate spasm to grasp the charged body, but the charged body can be finally released.
(4) When the contact current reaches 20-30 mA, people can be quickly paralyzed and cannot get rid of electrified bodies, the blood pressure is increased, and the breathing is difficult.
(5) When the current is 50mA, the respiration of a person is paralyzed, the heart starts to vibrate, and the life can be caused after a few seconds.
As another example, depending on the length of the energization time, experiments have shown that:
(1) the longer the power-on time is, the lower the resistance of the human body due to sweating or the like, the more the current passing through the human body increases, and the risk of electric shock increases accordingly.
(2) The longer the power-on time is, the more likely ventricular fibrillation is caused, i.e., the greater the risk of electric shock.
As another example, depending on the type of current, experiments have shown that:
(1) the current can be divided into direct current and alternating current. Alternating current can be divided into power frequency electricity and high frequency electricity. These currents are harmful to the human body, but to different extents.
(2) The human body has stronger ability of enduring direct current and high-frequency electricity than power frequency electricity, so the power frequency electricity has the greatest harm to the human body.
As another example, in connection with the pathway of current through the human body, experiments have shown that:
(1) the route of current through the body, with passing through the heart being the most dangerous. Because ventricular fibrillation results from passing through the heart, the larger current also stops the heart from beating, both of which can disrupt blood circulation and lead to death.
(2) From the left hand to the chest is the most dangerous current path. The current path is also dangerous from hand to hand and from hand to foot. Foot-to-foot is a less dangerous current path.
As another example, in relation to the health of electrocuters, experiments have shown that:
(1) the developed muscle and the adult have stronger ability to get rid of the current than the children, and the male have stronger ability to get rid of the current than the female.
(2) Electric shock is most dangerous for patients with heart disease, lung disease, endocrine disorders, psychosis, etc., and their electrocution mortality is the highest.
(3) The device is psychologically prepared for electric shock, and the damage of the electric shock is light.
As another example, experiments have shown that, in relation to the effect of body resistance:
the body resistance is basically determined by the resistance of the stratum corneum, but the resistance value varies depending on the skin condition, contact by electric shock, and the like. If the skin is wet and the contact is tight during an electric shock, the resistance of the human body is small, and the electric shock current is large, so that the danger after the electric shock is increased.
The current damages human bodies or livestock and electric shock accidents are caused by careless touch of charged bodies. Internal organ tissues are injured by passing a simulated current through the human body. If the electric shock object can not be separated from the charged body quickly, the accident will be caused finally. According to analysis and simulation experiments of a large amount of electric shock accident data, the injury degree caused by electric shock can be intuitively known to be mainly related to the following factors: on the one hand, the larger the contact resistance, the smaller the current passing through, the less the damage. Research results show that when the skin of a human body is intact and dry, the resistance of the human body is approximately 10000-100000 omega; when the skin is damaged and moist, the resistance of the human body is reduced to 800-1000 omega. On the other hand, the longer the current passes through the human body, the more serious the injury is. On the other hand, injury is most severe when current passes through the heart, related to the way current passes through the human body. On the other hand, if the current passing through the human body exceeds 50mA depending on the magnitude of the current, there is a life risk. Generally, 36V is regarded as a safe voltage since the current passing through the human body does not exceed 50mA when a voltage of 36V or less is applied. If in a wet location, the safe voltage is also specified to be lower, typically 24V or 12V. On the other hand, the degree of injury caused by electric shock is also related to the contact area between human body and charged body and the frequency of current.
The subject information may include individual difference information having an influence on the electric shock result, for example, based on the above-mentioned experimental result, the subject information may include one or more of health condition, skin state information, body resistance, and the like of the subject.
The skin state information comprises one or more information of skin wetting, skin sweating, skin damage, conductive dust on the surface of the skin and the like.
The experimental condition information includes a plurality of types, and based on the experimental results, at least one type of experimental condition information, such as current magnitude, current type, energization time, temperature, and energization mode, which can be adopted by the experimental condition information in the simulation experiment, is included.
Wherein the power-on patterns include a plurality of patterns, for example, in some embodiments, the power-on patterns include from left hand to left foot, from left hand to right foot, from left hand to both feet, from right hand to left foot, from right hand to right foot, from right hand to both feet, from left hand to right hand, from right hand to left hand, from spine to right hand, from spine to left hand, from chest to right hand, from arm to left hand, from arm to right hand, from arm to both hands, and from left foot to right foot, etc.
In step S120, a current damage simulation model is established according to the experimental subject information, the experimental condition information, and the damage degree score of the multiple simulation experiments.
In step S130, information of an electric shock subject and electric shock information of the electric shock subject are acquired.
In step S140, the information of the electric shock subject and the electric shock information are input to the current injury simulation model, and the injury degree score of the electric shock subject output by the current injury simulation model is obtained.
It should be noted that, in step S120, according to the experimental object information, the experimental condition information, and the damage degree score of the multiple simulation experiments, the current damage simulation model may be established in multiple ways, for example, a data fitting way may be used to establish the current damage simulation model, and in another example, a machine learning way may also be used to establish the current damage simulation model. Fig. 2 illustrates an exemplary method for establishing a current injury simulation model based on subject information, experiment condition information, and injury degree score values of the plurality of simulation experiments, including:
in step S210, a training sample set is obtained according to the multiple simulation experiments, where the training sample includes experimental object information, experimental condition information, and labeling information used for representing the damage degree score of any one of the simulation experiments.
In step S220, an initialized current injury simulation model is determined, wherein the initialized current injury simulation model includes a target layer for outputting a injury degree score of the electric shock subject after the electric shock.
In step S230, using a machine learning method, training to obtain the current damage simulation model by using the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set as the input of the initialized current damage simulation model and using the label information of the experiment corresponding to the input experimental object information and the experimental condition information as the expected output of the initialized current damage simulation model.
In the embodiment, through carrying out multiple simulation experiments, experimental object information, experimental condition information and injury degree score of each simulation experiment are obtained; establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments; acquiring information of an electric shock object and acquiring electric shock information of the electric shock object; the information of the electric shock object and the electric shock information are input into the current damage simulation model, the damage degree score of the electric shock object output by the current damage simulation model is obtained, and the damage degree of an electric shock accident can be evaluated afterwards or estimated in advance.
As an implementation of the methods shown in the above figures, the present application provides an embodiment of an apparatus for simulating current damage, and fig. 3 illustrates a schematic structural diagram of the apparatus for simulating current damage provided in this embodiment, where the embodiment of the apparatus corresponds to the embodiment of the methods shown in fig. 1 and fig. 2, and the apparatus may be applied to various electronic devices. As shown in fig. 3, the apparatus for simulating current injury according to the present embodiment includes an experiment simulation unit 310, a model establishing unit 320, an electric shock information obtaining unit 330, and an injury degree determining unit 340.
The experiment simulation unit 310 is configured to perform a plurality of simulation experiments, and obtain experimental object information, experimental condition information, and injury degree score of each simulation experiment.
The model establishing unit 320 is configured to establish a current injury simulation model according to the experimental object information, the experimental condition information, and the injury degree score of the plurality of simulation experiments.
The electric shock information acquisition unit 330 is configured to acquire information of an electric shock subject and acquire electric shock information of the electric shock subject.
The injury degree determination unit 340 is configured to input the information of the electric shock subject and the electric shock information into the current injury simulation model, and obtain the injury degree score of the electric shock subject output by the current injury simulation model.
In some embodiments, the experiment simulation unit 310 is configured to further obtain the health condition, skin condition information, and body resistance of the subject of each simulation experiment.
In some embodiments, the experiment simulation unit 310 is configured to further obtain at least one of information of a current magnitude, a current type, an energization time period, a temperature, and an energization manner used in each simulation experiment.
In some embodiments, the power-on mode in the experiment simulation unit 310 includes at least one of the following modes: from left hand to left foot, from left hand to right foot, from left hand to both feet, from right hand to left foot, from right hand to right foot, from right hand to both feet, from both hands to both feet, from left hand to right hand, from right hand to left hand, from spine to right hand, from spine to left hand, from chest to right hand, from arm to left hand, from arm to right hand, from arm to both hands, and from left foot to right foot.
In some embodiments, the skin state information in the experiment simulation unit 310 includes: the skin is wet, the skin is sweaty, the skin is damaged, and the surface of the skin is stained with conductive dust.
The device for simulating current damage provided by the embodiment can execute the method for simulating current damage provided by the method embodiment of the disclosure, and has corresponding functional modules and beneficial effects of the execution method.
Fig. 4 is a schematic structural diagram of a training apparatus for a current injury simulation model according to an embodiment of the present disclosure, and as shown in fig. 4, the training apparatus for a current injury simulation model according to this embodiment includes a sample obtaining module 410, a model determining module 420, and a model training module 430.
The sample acquiring module 410 is configured to acquire a training sample set according to the multiple simulation experiments, where the training sample includes subject information, experiment condition information, and labeled information indicating a damage degree score of any one of the simulation experiments.
The model determination module 420 is configured to determine an initialized current injury simulation model, wherein the initialized current injury simulation model includes a target layer for outputting a injury score for the electrocuted subject after the single shock.
The model training module 430 is configured to train, by using a machine learning apparatus, to obtain the current damage simulation model by using the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set as the input of the initialized current damage simulation model, and using the label information of the experiment corresponding to the input experimental object information and the experimental condition information as the expected output of the initialized current damage simulation model.
The training device for the current injury simulation model provided by the embodiment can execute the training method for the current injury simulation model provided by the embodiment of the method disclosed by the invention, and has corresponding functional modules and beneficial effects of the execution method.
Referring now to FIG. 5, a block diagram of an electronic device 500 suitable for use in implementing embodiments of the present disclosure is shown. The terminal device in the embodiments of the present disclosure may include, but is not limited to, a mobile terminal such as a mobile phone, a notebook computer, a digital broadcast receiver, a PDA (personal digital assistant), a PAD (tablet computer), a PMP (portable multimedia player), a vehicle terminal (e.g., a car navigation terminal), and the like, and a stationary terminal such as a digital TV, a desktop computer, and the like. The electronic device shown in fig. 5 is only an example, and should not bring any limitation to the functions and the scope of use of the embodiments of the present disclosure.
As shown in fig. 5, electronic device 500 may include a processing means (e.g., central processing unit, graphics processor, etc.) 501 that may perform various appropriate actions and processes in accordance with a program stored in a Read Only Memory (ROM)502 or a program loaded from a storage means 508 into a Random Access Memory (RAM) 503. In the RAM 503, various programs and data necessary for the operation of the electronic apparatus 500 are also stored. The processing device 501, the ROM 502, and the RAM 503 are connected to each other through a bus 504. An input/output (I/O) interface 505 is also connected to bus 504.
Generally, the following devices may be connected to the I/O interface 505: input devices 506 including, for example, a touch screen, touch pad, keyboard, mouse, camera, microphone, accelerometer, gyroscope, etc.; output devices 507 including, for example, a Liquid Crystal Display (LCD), speakers, vibrators, and the like; storage devices 508 including, for example, magnetic tape, hard disk, etc.; and a communication device 509. The communication means 509 may allow the electronic device 500 to communicate with other devices wirelessly or by wire to exchange data. While fig. 5 illustrates an electronic device 500 having various means, it is to be understood that not all illustrated means are required to be implemented or provided. More or fewer devices may alternatively be implemented or provided.
In particular, according to an embodiment of the present disclosure, the processes described above with reference to the flowcharts may be implemented as computer software programs. For example, embodiments of the present disclosure include a computer program product comprising a computer program embodied on a computer readable medium, the computer program comprising program code for performing the method illustrated by the flow chart. In such an embodiment, the computer program may be downloaded and installed from a network via the communication means 509, or installed from the storage means 508, or installed from the ROM 502. The computer program performs the above-described functions defined in the methods of the embodiments of the present disclosure when executed by the processing device 501.
It should be noted that the computer readable medium described above in the embodiments of the present disclosure may be a computer readable signal medium or a computer readable storage medium or any combination of the two. A computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples of the computer readable storage medium may include, but are not limited to: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the disclosed embodiments, a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device. In contrast, in the disclosed embodiments, a computer readable signal medium may comprise a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take many forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may also be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device. Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including but not limited to: electrical wires, optical cables, RF (radio frequency), etc., or any suitable combination of the foregoing.
The computer readable medium may be embodied in the electronic device; or may exist separately without being assembled into the electronic device.
The computer readable medium carries one or more programs which, when executed by the electronic device, cause the electronic device to: carrying out multiple simulation experiments to obtain experimental object information, experimental condition information and injury degree grading values of each simulation experiment; establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments; acquiring information of an electric shock object and acquiring electric shock information of the electric shock object; and inputting the information of the electric shock object and the electric shock information into the current damage simulation model, and acquiring the damage degree score of the electric shock object output by the current damage simulation model.
Computer program code for carrying out operations for embodiments of the present disclosure may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C + +, and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet service provider).
The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
The units described in the embodiments of the present disclosure may be implemented by software or hardware. Where the name of a unit does not in some cases constitute a limitation of the unit itself, for example, the first retrieving unit may also be described as a "unit for retrieving at least two internet protocol addresses".
The foregoing description is only a preferred embodiment of the disclosed embodiments and is illustrative of the principles of the technology employed. It will be appreciated by those skilled in the art that the scope of the disclosure in the embodiments of the present disclosure is not limited to the particular combination of the above-described features, but also encompasses other embodiments in which any combination of the above-described features or their equivalents is possible without departing from the scope of the present disclosure. For example, the above features and (but not limited to) the features with similar functions disclosed in the embodiments of the present disclosure are mutually replaced to form the technical solution.
Claims (10)
1. A method of simulating current damage, comprising:
carrying out multiple simulation experiments to obtain experimental object information, experimental condition information and injury degree grading values of each simulation experiment;
establishing a current injury simulation model according to the experimental object information, the experimental condition information and the injury degree score of the multiple times of simulation experiments;
acquiring information of an electric shock object and acquiring electric shock information of the electric shock object;
and inputting the information of the electric shock object and the electric shock information into the current damage simulation model, and acquiring the damage degree score of the electric shock object output by the current damage simulation model.
2. The method of claim 1, wherein obtaining subject information for each simulation experiment comprises: and acquiring the health condition, skin state information and human body resistance of the experimental object of each simulation experiment.
3. The method of claim 2, wherein the skin state information comprises: the skin is wet, the skin is sweaty, the skin is damaged, and the surface of the skin is stained with conductive dust.
4. The method of claim 1, wherein obtaining experimental condition information for each simulation experiment comprises: and acquiring at least one of the information of the current size, the current type, the electrifying time, the temperature and the electrifying mode adopted by each simulation experiment.
5. The method of claim 4, wherein the energizing manner comprises at least one of: from left hand to left foot, from left hand to right foot, from left hand to both feet, from right hand to left foot, from right hand to right foot, from right hand to both feet, from both hands to both feet, from left hand to right hand, from right hand to left hand, from spine to right hand, from spine to left hand, from chest to right hand, from arm to left hand, from arm to right hand, from arm to both hands, and from left foot to right foot.
6. The method according to any one of claims 1-5, wherein the establishing a current injury simulation model according to the subject information, the experiment condition information, and the injury degree score of the plurality of simulation experiments comprises:
acquiring a training sample set according to the multiple simulation experiments, wherein the training samples comprise experimental object information, experimental condition information and marking information for expressing the damage degree score of any simulation experiment;
determining an initialized current injury simulation model, wherein the initialized current injury simulation model comprises a target layer for outputting a injury degree score of an electric shock subject after a primary electric shock;
and training to obtain the current damage simulation model by using a machine learning method and taking the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set as the input of the initialized current damage simulation model and taking the label information of the experiment corresponding to the input experimental object information and the experimental condition information as the expected output of the initialized current damage simulation model.
7. An apparatus for simulating current damage, comprising:
the experiment simulation unit is used for carrying out multiple simulation experiments and obtaining experimental object information, experimental condition information and injury degree score of each simulation experiment;
the model establishing unit is used for establishing a current damage simulation model according to the experimental object information, the experimental condition information and the damage degree score of the multiple simulation experiments;
the electric shock information acquisition unit is used for acquiring the information of an electric shock object and acquiring the electric shock information of the electric shock object;
and the damage degree determining unit is used for inputting the information of the electric shock object and the electric shock information into the current damage simulation model and acquiring the damage degree score of the electric shock object output by the current damage simulation model.
8. The apparatus of claim 7, wherein the current injury simulation model in the model building unit is trained by:
the system comprises a sample acquisition module, a training sample collection module and a training sample collection module, wherein the training sample collection module is used for acquiring a training sample set according to the multiple simulation experiments, and the training sample comprises experimental object information, experimental condition information and marking information for representing the damage degree score of any simulation experiment;
the system comprises a model determination module, a power supply module and a power supply module, wherein the model determination module is used for determining an initialized current injury simulation model, and the initialized current injury simulation model comprises a target layer used for outputting a damage degree score of an electric shock object after one electric shock;
and the model training module is used for training to obtain the current damage simulation model by using a machine learning method, wherein the experimental object information and the experimental condition information of each experiment in the training samples in the training sample set are used as the input of the initialized current damage simulation model, and the marking information of the experiment corresponding to the input experimental object information and the experimental condition information is used as the expected output of the initialized current damage simulation model.
9. An electronic device, comprising:
a processor; and
a memory to store executable instructions that, when executed by the one or more processors, cause the electronic device to perform the method of any of claims 1-6.
10. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the method according to any one of claims 1-6.
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