WO2018232617A1 - 一种确定激励图片的方法、系统及可读取存储介质 - Google Patents

一种确定激励图片的方法、系统及可读取存储介质 Download PDF

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WO2018232617A1
WO2018232617A1 PCT/CN2017/089322 CN2017089322W WO2018232617A1 WO 2018232617 A1 WO2018232617 A1 WO 2018232617A1 CN 2017089322 W CN2017089322 W CN 2017089322W WO 2018232617 A1 WO2018232617 A1 WO 2018232617A1
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excitation
picture
pictures
user
binary code
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PCT/CN2017/089322
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English (en)
French (fr)
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陈晓苏
柳仁松
徐大智
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陈晓苏
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Priority to PCT/CN2017/089322 priority Critical patent/WO2018232617A1/zh
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer

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  • the present invention relates to the field of human-computer interaction technology, and more particularly to a method, system and readable storage medium for determining an excitation picture.
  • the brain-computer interface does not depend on the human peripheral nerves and muscles, it resolves the stimulus feedback into instructions to control the external device, and the brain-computer interface, the operator and the controlled object together form the brain control system.
  • the brain control system mainly includes an incentive feedback induction module, an excitation feedback acquisition module, an excitation feedback processing module, a control module and a feedback module. Through mutual cooperation of the respective modules, the brain control system can convert the excitation feedback into a control instruction to realize the operator to the wheelchair. Control of external devices such as robots and browsers.
  • the present invention proposes a method, system and readable storage medium for determining an excitation picture to improve the above problems.
  • an embodiment of the present invention provides a method for determining an excitation picture, the method comprising the steps of: displaying a visually induced interface, the visually induced interface comprising a plurality of picture display areas, each of the picture display areas being Configured to display different stimulus images;
  • the binary code of each of the excitation pictures sequentially controlling the visually induced interface to display a plurality of sets of the excitation pictures, and displaying the same set of the excitation pictures each time, wherein the same group of excitation pictures corresponds to the binary code
  • the value of the same coded bit is the same, the binary code of the excitation picture is preset according to the picture number of the excitation picture; and the excitation corresponding to each group of the excitation picture when the visual induction interface is displayed to display multiple sets of excitation pictures is sequentially obtained.
  • the excitation feedback corresponding to each set of excitation pictures represents whether the user is paying attention to the excitation picture in the group; and based on the excitation feedback corresponding to each set of excitation pictures, the binary code of the excitation picture that the user pays attention to is obtained, Determine the motivation picture that the user is interested in.
  • the step of calculating, according to the excitation feedback corresponding to each set of the excitation pictures, the binary code of the excitation picture that is of interest to the user to determine the excitation picture of the user's attention includes: generating a binary corresponding to the excitation picture Encoding an initial binary code having the same number of coded bits; setting a target bit in the initial binary code to 1, wherein the target bit is an excitation picture corresponding to the same group corresponding to the excitation feedback characterization of the excitation feature signal An encoding bit having the same value in the binary encoding; setting other encoding bits in the initial binary encoding except the target bit to 0 to obtain a binary encoding of the excitation picture of interest to the user;
  • the picture number of the excitation picture that the user pays attention to is obtained.
  • each of the excitation pictures represents a control instruction; the method further includes:
  • the feature sample is trained by using a preset pattern recognition rule to obtain a training parameter; the training parameter is stored corresponding to the excitation picture of the user and the control instruction corresponding to the excitation picture, so as to be in the instruction identification
  • the phase identifies and matches the training parameter with the feature sample collected to the excitation feature signal to be identified to identify a control instruction that the user desires to trigger.
  • the excitation feature signal is an acquired feature signal within 2 seconds before and after detecting that the excitation event triggered by the user attention to the excitation picture occurs.
  • the excitation characteristic signal is a P300 excitation characteristic signal.
  • an embodiment of the present invention provides a system for determining an excitation picture, the system comprising an excitation feedback inducing device, an EEG signal collecting device, and an excitation feedback processing device coupled to the EEG signal collecting device;
  • the stimulus feedback inducing device is configured to display a visually induced interface comprising a plurality of picture display areas, each of the picture display areas being configured to display different excitation pictures; binary coding according to each of the excitation pictures And sequentially controlling the visually induced interface to display the plurality of sets of the excitation pictures, and displaying the same set of the excitation pictures each time, wherein values of the same coded bits in the binary code corresponding to the same set of excitation pictures are the same,
  • the binary code of the excitation picture is preset based on the picture number of the excitation picture;
  • the EEG signal acquisition device is configured to be worn on a user's head, and obtains excitation feedback corresponding to each set of excitation pictures when the visually induced interface displays a plurality of sets of excitation pictures, and the corresponding groups of the excitation pictures are
  • the incentive feedback is used to indicate whether the user is paying attention to the motivation picture in the group;
  • the excitation feedback processing device is configured to calculate a binary code of the excitation picture that the user is interested in based on the excitation feedback corresponding to each set of excitation pictures to determine an excitation picture that the user is interested in.
  • the excitation feedback processing device is configured to generate a binary corresponding to the excitation picture Formatting an initial binary code having the same coded number of bits; setting a target bit in the initial binary code to 1, wherein the target bit is an excitation picture of the same group corresponding to the excitation feedback characterizing the excitation feature signal Corresponding binary code having coded bits of the same value; setting other code bits in the initial binary code except the target bit to 0 to obtain a binary code of the excitation picture of interest to the user; according to the user The binary code of the excitation picture concerned is obtained, and the picture number of the excitation picture that the user pays attention to is obtained.
  • each of the excitation pictures represents a control instruction
  • the excitation feedback processing device is configured to perform data normalization processing on the excitation feature signal to obtain a feature sample; using the preset pattern recognition rule
  • the feature sample is trained to obtain a training parameter; the training parameter is stored corresponding to the excitation picture of the user and the control instruction corresponding to the excitation picture, so that the training parameter is collected and received in the instruction identification stage.
  • the feature samples corresponding to the identified excitation feature signals are identified and matched to identify a control command that the user desires to trigger.
  • the excitation feature signal is an acquired feature signal within 2 seconds before and after detecting that the excitation event triggered by the user attention to the excitation picture occurs.
  • an embodiment of the present invention provides a readable storage medium, where the readable storage medium is stored in a computer, the readable storage medium includes a plurality of instructions, and the multiple instructions are configured to Having the computer perform the method of any of the above.
  • a method, a system, and a readable storage medium for determining an excitation picture are provided by the embodiment of the present invention, and the plurality of groups of the excitation pictures are displayed by sequentially controlling the visual induction interface, and the same group is displayed each time.
  • the excitation picture wherein values of the same coded bits in the binary code corresponding to the same set of excitation pictures are the same, and each set of excitation pictures when the visually induced interface is displayed in sequence to display the plurality of sets of excitation pictures are sequentially obtained during the display process.
  • Corresponding excitation feedback based on the excitation feedback corresponding to each set of excitation pictures, calculating a binary code of the excitation picture that the user pays attention to to determine the user Focusing on the motivation picture, so that in the process of determining the motivation picture that the user is concerned, it is not necessary to have each of the excitation pictures appear once to complete a cycle, reducing the number of flashing excitation picture combinations in one cycle, and reducing the instruction.
  • the interval of the output increases the response speed of the brain control system.
  • FIG. 1 is a structural block diagram of an electronic device according to an embodiment of the present invention.
  • FIG. 2 is a structural block diagram of a system for determining an excitation picture according to an embodiment of the present invention
  • FIG. 3 is a schematic diagram of an interface of a visually induced interface displaying a mask picture according to an embodiment of the present invention
  • FIG. 4 is a schematic diagram of an interface of a visually induced interface displaying an excitation picture according to an embodiment of the present invention
  • FIG. 5 is a flowchart of a method for determining an excitation picture according to an embodiment of the present invention
  • FIG. 6 is a flowchart of step S410 in a method for determining an excitation picture according to an embodiment of the present invention.
  • the excitation picture is used to stimulate the user to generate a picture of the excitation feature signal, wherein the excitation content corresponding to each of the excitation pictures is different.
  • the mask picture may be a picture in which the middle area is a white circle, and other areas are black.
  • FIG. 1 is a block diagram showing the structure of an electronic device 100.
  • the electronic device may be a terminal such as a personal computer (PC), a tablet computer, or a smart phone.
  • the electronic device can be used as the excitation feedback inducing device in this embodiment.
  • the electronic device 100 includes one or more (only one shown) processor 111, memory controller 112, memory 113, peripheral interface 114, display unit 115, and the like. These components communicate with one another via one or more communication bus/signal lines 116.
  • the memory 113 can be used to store software programs and modules, such as program instructions/modules corresponding to the method for determining the excitation picture in the embodiment of the present invention, and the processor 111 executes various functions by running the software programs and modules stored in the memory 113.
  • Application and data processing such as the method for determining an excitation picture provided by an embodiment of the present invention.
  • Memory 113 may include high speed random access memory and may also include non-volatile memory such as one or more magnetic storage devices, flash memory, or other non-volatile solid state memory. Access to the memory 113 by the processor 111 and other possible components can be performed under the control of the memory controller 112.
  • Peripheral interface 114 couples various input/output devices to processor 111 and memory 113.
  • peripheral interface 114, processor 111, and memory controller 112 can be implemented in a single chip. In other instances, they can be implemented by separate chips.
  • the display unit 115 is for providing a display interface to the user.
  • display interface 115 displays image output to the user, the content of which may include text, graphics, video, and any combination thereof.
  • FIG. 1 is merely illustrative, and the electronic device 100 may further include more or less components than those shown in FIG. 1, or have a different configuration from that shown in FIG. 1.
  • the components shown in Figure 1 can be implemented in hardware, software, or a combination thereof.
  • FIG. 2 is a system 100 for determining an excitation picture according to an embodiment of the present invention.
  • the system 100 includes an excitation feedback inducing device 110, an EEG signal collecting device 120, and a coupling with the EEG signal collecting device 120.
  • the excitation feedback inducing device 110 is configured to display an excitation picture.
  • the EEG signal acquisition device 120 is used to capture the user's motivation feedback to the user's head.
  • the stimulus feedback processing device 130 is configured to process the user's stimulus feedback to extract the excitation feature signal.
  • the stimulus feedback inducing device 110 is configured to display a visually induced interface comprising a plurality of picture display areas, each picture display area being configured to display different excitation pictures.
  • the plurality of picture display areas may be arranged in a matrix manner.
  • a picture number can be set for each excitation picture, and then the respective binary codes are set based on the respective picture numbers of each of the excitation pictures. For example, when there are 8 set excitation pictures, the 8 excitation pictures can be numbered 0, 1, 2, respectively. 3, 4, 5, 6, and 7, the corresponding binary codes are 000, 001, 010, 011, 100, 101, 110, and 111. It should be noted that when setting the number of bits of the binary code, it can be determined according to the required number of instructions. For example, if there are 8 excitation pictures set above, then the corresponding control commands are also 8, and the third order of 2 is 8, when there are 8 control instructions, 8 bits of binary code can be set to achieve 8 Control instructions can all correspond to different 3-bit binary codes.
  • control commands set when there are 9 control commands set, it can be 16 based on the fourth power of 2, and the binary code of four bits can realize 9 control commands.
  • the nine excitation pictures can be numbered 0, 1, 2, 3, 4, 5, 6, 7, and 8, respectively, and the corresponding binary codes are 0000, 0001, 0010, 0011, 0100, 0101, 0110, 0111, and 1000.
  • the above-mentioned excitation picture and the corresponding picture number and binary code may be pre-calculated by the stimulus feedback inducing device 110 and stored locally. Read directly when needed. In addition, it can also be stored in advance in the network, and when requested, it is requested from the network.
  • the excitation feedback inducing device 110 may first display the interface of the mask picture in the visual induction interface, and after displaying the mask picture after the preset time, as shown in FIG. 4, the excitation is performed.
  • the feedback inducing device 110 sequentially controls the visually induced interface to display a plurality of sets of excitation pictures according to the binary coding of each excitation picture, and displays the same set of excitation pictures each time.
  • the picture containing the arrow is an excitation picture.
  • the excitation feedback inducing device 110 may be configured according to each coding bit of the binary code corresponding to each excitation picture.
  • the first coding bit from right to left in the binary coding may be 001 of 1, 011, 101, and 111 are set to the first group, and 010, 011, 110, and 111 in which the second coded bits in the binary code are all set to the second group, and the third coded bits in the binary code are all 100.
  • the excitation pictures of the first group, the second group, and the third group may be displayed on the visually induced interface.
  • the display order of the excitation pictures of the first group, the second group, and the third group may be displayed in multiple manners, or may be sequentially displayed after the three groups are randomly disordered, and then sequentially displayed in the adjusted order.
  • the user's motivation feedback is also collected, and the EEG signal acquisition device 120 is configured to be worn on the user's head, and the acquisition excitation feedback inducing device 110 sequentially controls the visual induction.
  • the interface displays the excitation feedback corresponding to each group of excitation pictures when the plurality of sets of excitation pictures are displayed, and the excitation feedback corresponding to each group of excitation pictures is used to indicate whether the user is paying attention to the excitation pictures in the group.
  • the EEG signal acquisition device 120 can be set to different sizes.
  • the EEG signal acquisition device 120 includes a brain electric cap and an EEG collector coupled to each other, and the EEG cap includes a plurality of brackets, and the terminals of each bracket carry electrodes for detecting potential signals.
  • EEG collectors have acquisition frequencies of various sizes, such as 200 Hz, 500 Hz, and 1000 Hz.
  • the EEG collector can simultaneously collect data of a plurality of electrode channels during the acquisition process, and transmit the received data to the EEG signal processing device for subsequent processing.
  • the acquisition frequency of the above-mentioned EEG collector is only exemplary, as long as the acquisition frequency capable of achieving effective EEG acquisition is within the protection scope of the present invention.
  • the stimulus feedback processing device 130 is configured to calculate a binary code of the excitation picture of interest to the user based on the excitation feedback corresponding to each set of the excitation picture to determine the excitation picture of the user's attention. sheet.
  • the excitation feedback processing device 130 may be the same as the initial binary code of the binary coded bit number corresponding to the excitation picture; the initial binary coding
  • the target bit is set to 1, wherein the target bit is a coded bit having the same value in the binary code corresponding to the same set of excitation pictures corresponding to the excitation feedback having the excitation characteristic signal.
  • the other coding bits except the target bit in the initial binary code are set to 0 to obtain the binary code of the excitation picture that the user pays attention to; the picture number of the excitation picture that the user pays attention to is obtained according to the binary coding of the excitation picture that the user pays attention to. .
  • the collected excitation feedback is characterized by an excitation characteristic signal, and in the process of displaying the second set of excitation pictures and the third set of excitation pictures, the collected excitations are generated.
  • the feedback characterizes that there is no excitation feature signal, and the binary code of the excitation picture that the user pays attention to is 001, that is, the excitation picture with the picture number of 1.
  • the excitation feedback processing device 130 may perform data normalization processing on the excitation feature signal to obtain a feature sample; and use the preset pattern recognition rule to train the feature sample to obtain training. And storing the training parameter corresponding to the excitation picture of the user and the control instruction corresponding to the excitation picture, so as to perform the training parameter and the feature sample corresponding to the excitation feature signal to be identified in the instruction identification stage. A match is identified to identify the control command that the user desires to trigger.
  • the excitation feature signal is the collected feature signal within 2 s before and after the detection of the excitation event triggered by the user's attention to the excitation picture.
  • the excitation characteristic signal is a P300 excitation characteristic signal.
  • a determining incentive picture system provided by an embodiment of the present invention, by sequentially controlling the visual attraction
  • the sending interface displays a plurality of sets of the excitation pictures, and each time the same group of the excitation pictures are displayed, wherein the same coded bits in the binary code corresponding to the same group of excitation pictures have the same value, and the sequential control is obtained during the display process.
  • the visually induced interface displays the excitation feedback corresponding to each set of excitation pictures when the plurality of sets of excitation pictures are displayed, and the binary coding of the excitation pictures that the user pays attention to is obtained based on the excitation feedback corresponding to each set of the excitation pictures to determine the attention of the user.
  • the picture is excited, so that in the process of determining the motivation picture that the user pays attention to, the cycle of the excitation picture is not required to be completed once, and the number of the excitation picture combination flashed in one cycle is reduced, and the instruction output is reduced.
  • the interval increases the response speed of the brain control system.
  • a method for determining an excitation picture includes the following steps:
  • Step S410 Display a visually induced interface, where the visually induced interface includes a plurality of picture display areas, each of the picture display areas being configured to display different excitation pictures;
  • Step S420 sequentially control the visually induced interface to display the plurality of sets of the excitation pictures according to the binary coding of each of the excitation pictures, and display the same group of the excitation pictures each time, wherein the same group of excitation pictures correspond to the binary The value of the same coded bit in the code is the same, and the binary code of the excitation picture is preset in advance based on the picture number of the excitation picture;
  • Step S430 Acquire an excitation feedback corresponding to each group of the excitation pictures when the visually induced interface displays the plurality of sets of the excitation pictures, and the excitation feedback corresponding to each set of the excitation pictures indicates whether the user is paying attention to the excitation pictures in the group. ;
  • Step S440 Calculate a binary code of the excitation picture that is of interest to the user based on the excitation feedback corresponding to each set of the excitation picture to determine the excitation picture that the user is interested in.
  • step of step S410 may include:
  • Step S411 generating the same coded number of binary codes corresponding to the excitation picture Initial binary code
  • Step S412 setting a target bit in the initial binary code to 1, wherein the target bit is the same value in the binary code corresponding to the same group of excitation pictures corresponding to the excitation feedback that is characterized by the excitation feature signal.
  • Step S413 Set other coding bits in the initial binary code except the target bit to 0 to obtain a binary code of the excitation picture that the user is interested in;
  • Step S414 Obtain a picture number of the excitation picture that the user pays attention to according to the binary code of the excitation picture that the user is interested in.
  • each of the excitation pictures represents a control instruction; the method provided in this embodiment further includes:
  • the excitation feature signal is the collected feature signal within 2 s before and after the detection of the excitation event triggered by the user's attention to the excitation picture.
  • the excitation characteristic signal is a P300 excitation characteristic signal.
  • the number of the excitation pictures and the number of control instructions in this embodiment are only exemplary, and can be freely set according to actual conditions, and the number of control instructions and the number of excitation pictures are specifically set.
  • a method, a system, and a readable storage medium for determining an excitation picture are provided by the embodiment of the present invention, and the plurality of groups of the excitation pictures are displayed by sequentially controlling the visual induction interface, and each time the same group is displayed.
  • the excitation picture wherein values of the same coded bits in the binary code corresponding to the same set of excitation pictures are the same, and each set of excitation pictures corresponding to the plurality of sets of excitation pictures is sequentially controlled during the display process.
  • the incentive feedback is calculated based on the excitation feedback corresponding to each set of excitation pictures to obtain a binary code of the excitation picture that the user pays attention to to determine the excitation picture that the user pays attention to, so that in determining the excitation picture of the user's attention,
  • Each excitation picture appears once to complete a cycle, reducing the number of flashing excitation picture combinations in one cycle, reducing the interval of instruction output, and improving the reaction speed of the brain control system.
  • each block of the flowchart or block diagram can represent a module, a program segment, or a portion of code that includes one or more of the Executable instructions. It should also be noted that, in some alternative implementations, the functions noted in the blocks may also occur in a different order than those illustrated in the drawings.
  • each block in the block diagram and / or flowchart, and Combinations of blocks in the block diagrams and/or flowcharts can be implemented in a specific hardware-based system that performs the specified function or function, or can be implemented in a combination of special purpose and computer.
  • each functional module in each embodiment of the present invention may be integrated to form a separate part, or each module may exist separately, or two or more modules may be integrated to form a separate part.
  • the functions, if implemented in the form of software functional modules and sold or used as separate products, may be stored in a computer readable storage medium.
  • the technical solution of the present invention which is essential or contributes to the prior art, or a part of the technical solution, may be embodied in the form of a software product, which is stored in a storage medium, including
  • the instructions are used to cause a computer device (which may be a personal computer, server, or network device, etc.) to perform all or part of the steps of the methods described in various embodiments of the present invention.
  • the foregoing storage medium includes: a U disk, a mobile hard disk, a read-only memory (ROM), a random access memory (RAM), a magnetic disk, or an optical disk, and the like. .

Abstract

一种确定激励图片的方法、系统及可读取存储介质,涉及人机交互技术领域。该方法包括显示视觉诱发界面,根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈;基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片。本方法使得在确定用户所关注的激励图片过程中,不需要各张激励图片均出现过一次时才能完成一次循环,减少了一次循环中闪烁的激励图片组合的个数,降低了指令输出的间隔,提升了脑控系统的反应速度。

Description

一种确定激励图片的方法、系统及可读取存储介质 技术领域
本发明涉及人机交互技术领域,更具体地,涉及一种确定激励图片的方法、系统及可读取存储介质。
背景技术
脑-机接口不依赖于人的外周神经和肌肉,它将激励反馈解析为指令来控制外部设备,脑-机接口、操作者和被控对象共同形成脑控系统。脑控系统主要包含激励反馈诱发模块、激励反馈采集模块、激励反馈处理模块、控制模块以及反馈模块,通过各个模块的相互协作,脑控系统能够将激励反馈转化为控制指令,实现操作者对轮椅、机械臂、浏览器等外部设备的控制。
现有的视觉诱发界面设计通常基于P300 Speller范式,其中行列扫描模式是常用的激励模式。基于P300 Speller范式的视觉诱发界面的背景为纯色,背景之上显示一个n行n列的图片矩阵,各矩阵元素位置处的图片大小相同,内容为不同的英文字符,不同的英文字符激励对应触发不同的指令。在现有的激励模式下,界面运行时,此图片矩阵中的图片逐行逐列接连随机闪烁,此模式下的视觉诱发界面需各个图片组合均闪烁过一次时才能完成一次循环,在此循环之中,各张激励图片均需出现一次,使其能够确定目标激励图片。因此当图片矩阵较大,即指令较多时,这大大增加了指令输出的间隔,降低了脑控系统的反应速度。
发明内容
鉴于上述问题,本发明提出了一种确定激励图片的方法、系统及可读取存储介质,以改善上述问题。
第一方面,本发明实施例提供了一种确定激励图片的方法,所述方法包括如下步骤:显示视觉诱发界面,所述视觉诱发界面包括多个图片显示区域,每个所述图片显示区域被配置为显示不同的激励图片;
根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,所述激励图片的二进制编码是基于所述激励图片的图片序号预先设置的;获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,所述每组激励图片对应的所述激励反馈表征用户是否在关注该组内的激励图片;基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片。
可选地,所述的基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码以确定用户所关注的激励图片的步骤包括:生成与所述激励图片对应的二进制编码的编码位数相同的初始二进制编码;将所述初始二进制编码中的目标位设置为1,其中所述目标位为表征有激励特征信号的所述激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位;将所述初始二进制编码中除了所述目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;
根据所述用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
可选地,每个所述激励图片表征一种控制指令;所述方法还包括:
将所述激励特征信号进行数据标准化处理以获得特征样本;
采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;将所述训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
可选地,所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。
可选地,激励特征信号为P300激励特征信号。
第二方面,本发明实施例提供了一种确定激励图片的系统,所述系统包括激励反馈诱发设备、脑电信号采集设备以及与所述脑电信号采集设备耦合的激励反馈处理设备;所述激励反馈诱发设备被配置为显示视觉诱发界面,所述视觉诱发界面包括多个图片显示区域,每个所述图片显示区域被配置为显示不同的激励图片;根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,所述激励图片的二进制编码是基于所述激励图片的图片序号预先设置的;
所述脑电信号采集设备,被配置为佩戴于用户头部,获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,所述每组激励图片对应的所述激励反馈用于表征用户是否在关注该组内的激励图片;
所述激励反馈处理设备被配置为基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片。
可选地,所述激励反馈处理设备被配置为生成与所述激励图片对应的二进 制编码的编码位数相同的初始二进制编码;将所述初始二进制编码中的目标位设置为1,其中所述目标位为表征有激励特征信号的所述激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位;将所述初始二进制编码中除了所述目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;根据所述用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
可选地,每个所述激励图片表征一种控制指令;所述激励反馈处理设备被配置为将所述激励特征信号进行数据标准化处理以获得特征样本;采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;将所述训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
可选地,所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。
第三方面,本发明实施例提供了一种可读取存储介质,所述可读取存储介质存储于计算机内,所述可读取存储介质包括多条指令,所述多条指令被配置成使得计算机执行上述任一项所述方法。
相对于现有技术,本发明实施例提供的一种确定激励图片的方法、系统及可读取存储介质,通过依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,并且在显示过程中获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所 关注的激励图片,从而在确定用户所关注的激励图片过程中,不需要各张激励图片均出现过一次时才能完成一次循环,减少了一次循环中闪烁的激励图片组合的个数,降低了指令输出的间隔,提升了脑控系统的反应速度。
本发明的这些方面或其他方面在以下实施例的描述中会更加简明易懂。
附图说明
为了更清楚地说明本发明实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。
图1为本发明实施例提供的一种电子设备的结构框图;
图2为本发明实施例提供的一种确定激励图片的系统的结构框图;
图3为本发明实施例中视觉诱发界面显示屏蔽图片的界面示意图;
图4为本发明实施例中视觉诱发界面显示激励图片的界面示意图;
图5为本发明实施例提供的一种确定激励图片的方法的流程图;
图6为本发明实施例提供的一种确定激励图片的方法中步骤S410的流程图。
具体实施方式
为了使本技术领域的人员更好地理解本发明方案,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述。
在本发明的说明书和权利要求书及上述附图中的描述的一些流程中,包含了按照特定顺序出现的多个操作,但是应该清楚了解,这些操作可以不按照其在本文中出现的顺序来执行或并行执行,仅仅是用于区分开各个不同的操作, 序号本身不代表任何的执行顺序。另外,这些流程可以包括更多或更少的操作,并且这些操作可以按顺序执行或并行执行。需要说明的是,本文中的“第一”、“第二”等描述,是用于区分不同的消息、设备、模块等,不代表先后顺序,也不限定“第一”和“第二”是不同的类型。
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。
下面先阐述本发明实施例中所需要提及名词。
激励图片,用于刺激用户产生激励特征信号的图片,其中,每个激励图片对应的激励内容不同。
屏蔽图片,用于使用户更加关注激励图片。在本发明实施例中,屏蔽图片可以为中间区域为白色圆形,其他区域为黑色的图片。
请参见图1,图1示出了一种电子设备100的结构框图。作为一种实施方式,所述电子设备可以为个人电脑(personal computer,PC)、平板电脑、智能手机等终端。该电子设备可以作为本实施例中的激励反馈诱发设备。
如图1所示,电子设备100包括一个或多个(图中仅示出一个)处理器111、存储控制器112、存储器113、外设接口114、显示单元115等。这些组件通过一条或多条通讯总线/信号线116相互通讯。
存储器113可用于存储软件程序以及模块,如本发明实施例中的确定激励图片的方法对应的程序指令/模块,处理器111通过运行存储在存储器113内的软件程序以及模块,从而执行各种功能应用以及数据处理,如本发明实施例提供的确定激励图片的方法。
存储器113可包括高速随机存储器,还可包括非易失性存储器,如一个或者多个磁性存储装置、闪存、或者其他非易失性固态存储器。处理器111以及其他可能的组件对存储器113的访问可在存储控制器112的控制下进行。
外设接口114将各种输入/输出装置耦合至处理器111以及存储器113。在一些实施例中,外设接口114,处理器111以及存储控制器112可以在单个芯片中实现。在其他一些实例中,他们可以分别由独立的芯片实现。
显示单元115用于给用户提供一个显示界面。具体地,显示界面115向用户显示图像输出,这些图像输出的内容可包括文字、图形、视频及其任意组合。
可以理解,图1所示的结构仅为示意,电子设备100还可包括比图1中所示更多或者更少的组件,或者具有与图1所示不同的配置。图1中所示的各组件可以采用硬件、软件或其组合实现。
请参阅图2,图2为本发明实施例提供的一种确定激励图片的系统100,该系统100包括激励反馈诱发设备110、脑电信号采集设备120以及与所述脑电信号采集设备120耦合的激励反馈处理设备130。其中,激励反馈诱发设备110用于显示激励图片。脑电信号采集设备120用于佩戴到用户的头部采集用户的激励反馈。激励反馈处理设备130用于对用户的激励反馈进行处理,以提取出激励特征信号。
具体的,激励反馈诱发设备110被配置为显示视觉诱发界面,视觉诱发界面包括多个图片显示区域,每个图片显示区域被配置为显示不同的激励图片。其中,多个图片显示区域可以按照矩阵的方式排列。
在设置好所需的激励图片后,可以给每个激励图片设置一个图片序号,再基于每个激励图片的各自的图片序号,设置各自的二进制编码。例如,当设定的激励图片有8个时,可以给这8个激励图片分别编号为0、1、2、 3、4、5、6和7,则对应的二进制编码为000、001、010、011、100、101、110以及111。需要说明的是,在设定二进制编码的位数时,可以根据所需的指令数来确定。例如,上述设定的激励图片有8个,则对应的控制指令也为8个,而2的三次方为8,则当有8个控制指令时,设置3位的二进制编码即可实现8个控制指令均可以对应不同的3位二进制编码。相应的,当设置的控制指令有9个时,可以基于2的四次方为16,则四位的二进制编码可以实现9个控制指令。则可以给9个激励图片分别编号为0、1、2、3、4、5、6、7和8,则对应的二进制编码为0000、0001、0010、0011、0100、0101、0110、0111以及1000。
需要说明的是,上述激励图片以及对应的图片编号以及二进制编码可以由激励反馈诱发设备110预先计算好后存储在本地。当需要使用时,直接本地读取。此外,也可以预先存储在网络,而在需要使用时,从网络请求。
在激励图片的显示过程中,如图3所示,激励反馈诱发设备110可以先在视觉诱发界面全部显示屏蔽图片的界面,在显示预设时间后的屏蔽图片后,如图4所示,激励反馈诱发设备110根据每个激励图片的二进制编码,依次控制视觉诱发界面显示多组激励图片,且每次显示同一组的激励图片。其中,在图4中,含有箭头的图片为激励图片。
需要说明的是,在设定好激励图片以及激励图片对应的图片序号以及二进制编码后,在本实施例中,激励反馈诱发设备110可以根据每个激励图片对应的二进制编码的每个编码位的值设定分组,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同。例如,在上述8个激励图片的实例中,可以将二进制编码中从右向左的第一编码位均为1的001、 011、101以及111设置为第一组,将二进制编码中第二编码位均为1的010、011、110以及111设置为第二组,将二进制编码中第三编码位均为1的100、101、110以及111设置为第三组。则可以在视觉诱发界面显示第一组、第二组以及第三组的激励图片。其中,第一组、第二组以及第三组的激励图片的显示顺序可以有多种方式,可以依次显示,也可以先把三组随机打乱顺序后,按调整后的顺序依次显示。
需要说明的是,当激励图片有9个,即控制指令由9个时,设定分组的方式与上述方式相同,此处不再细述。
在视觉诱发界面显示激励图片的过程中,还需要采集用户的激励反馈,则所述脑电信号采集设备120,被配置为佩戴于用户头部,获取激励反馈诱发设备110依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,每组激励图片对应的所述激励反馈用于表征用户是否在关注该组内的激励图片。
需要说明的是,为了适应不同头部尺寸用户,脑电信号采集设备120可以设置不同的尺寸。作为一种方式,脑电信号采集设备120包括相互耦合的脑电帽和脑电采集器,脑电帽包括多个支架,各支架的终端携带用于检测电位信号的电极。作为一种方式,脑电采集器有多种大小的采集频率,例如200Hz、500Hz以及1000Hz等。而且脑电采集器在采集过程中能够同时采集多个电极通道的数据,并将接收的数据传输至脑电信号处理设备进行后续处理。需要说明的是,上述脑电采集器的采集频率只是示例性的,只要能够实现有效的脑电采集的采集频率均在本发明的保护范围内。
激励反馈处理设备130被配置为基于每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图 片。
在激励反馈处理设备130得到用户所关注的激励图片的二进制编码过程中,激励反馈处理设备130可以先生成与所述激励图片对应的二进制编码的编码位数相同的初始二进制编码;将初始二进制编码中的目标位设置为1,其中目标位为表征有激励特征信号的激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位。将初始二进制编码中除了目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;根据用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
例如,若视觉诱发界面在显示第一组激励图片的过程中,所采集的激励反馈表征有激励特征信号,而在显示第二组激励图片和第三组激励图片的过程中,所采集的激励反馈表征没有激励特征信号,则用户所关注的激励图片的二进制编码为001,即图片序号为1的激励图片。
可以理解,在获取到激励特征信号后,激励反馈处理设备130可以将所述激励特征信号进行数据标准化处理以获得特征样本;采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;将训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
需要说明的是,作为一种方式,在本实施例中所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。而激励特征信号为P300激励特征信号。
本发明实施例提供的一种确定激励图片系统,通过依次控制所述视觉诱 发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,并且在显示过程中获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片,从而在确定用户所关注的激励图片过程中,不需要各张激励图片均出现过一次时才能完成一次循环,减少了一次循环中闪烁的激励图片组合的个数,降低了指令输出的间隔,提升了脑控系统的反应速度。
请参阅图5,本发明实施例提供的一种确定激励图片的方法,所述方法包括如下步骤:
步骤S410:显示视觉诱发界面,所述视觉诱发界面包括多个图片显示区域,每个所述图片显示区域被配置为显示不同的激励图片;
步骤S420:根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,所述激励图片的二进制编码是预先基于所述激励图片的图片序号预先设置的;
步骤S430:获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,所述每组激励图片对应的所述激励反馈表征用户是否在关注该组内的激励图片;
步骤S440:基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片。
其中,如图6所示,所述步骤S410的步骤可以包括:
步骤S411:生成与所述激励图片对应的二进制编码的编码位数相同的 初始二进制编码;
步骤S412:将所述初始二进制编码中的目标位设置为1,其中所述目标位为表征有激励特征信号的所述激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位;
步骤S413:将所述初始二进制编码中除了所述目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;
步骤S414:根据所述用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
作为一种方式,每个所述激励图片表征一种控制指令;本实施例提供的方法还包括:
将所述激励特征信号进行数据标准化处理以获得特征样本;采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;
将所述训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
需要说明的是,所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。激励特征信号为P300激励特征信号。
需要说明的是,当将本实施例提供的方法、系统实际应用到外部设备控制中时,操作者第一次使用本系统时需要进行离线训练,进行模式识别算法的参数训练,求得个人最佳参数,此参数具有个体差异性。在线控制中,协调脑电信号采集设备、脑电信号处理设备等,实现脑电信号对外部 设备的实时控制。
需要说明的是,在本实施例中的激励图片的数量以及控制指令的数量只是示例性的,可以根据实际情况自由设定,而在具体设定控制指令的数量以及激励图片的数量时。
综上所述,本发明实施例提供的一种确定激励图片的方法、系统及可读取存储介质,通过依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,并且在显示过程中获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片,从而在确定用户所关注的激励图片过程中,不需要各张激励图片均出现过一次时才能完成一次循环,减少了一次循环中闪烁的激励图片组合的个数,降低了指令输出的间隔,提升了脑控系统的反应速度。
在本申请所提供的几个实施例中,应该理解到,所揭露的装置和方法,也可以通过其它的方式实现。以上所描述的装置实施例仅仅是示意性的,例如,附图中的流程图和框图显示了根据本发明的多个实施例的装置、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段或代码的一部分,所述模块、程序段或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现方式中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个连续的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及 框图和/或流程图中的方框的组合,可以用执行规定的功能或动作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。
另外,在本发明各个实施例中的各功能模块可以集成在一起形成一个独立的部分,也可以是各个模块单独存在,也可以两个或两个以上模块集成形成一个独立的部分。
所述功能如果以软件功能模块的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等各种可以存储程序代码的介质。需要说明的是,在本文中,诸如第一和第二等之类的关系术语仅仅用来将一个实体或者操作与另一个实体或操作区分开来,而不一定要求或者暗示这些实体或操作之间存在任何这种实际的关系或者顺序。而且,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、物品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者设备所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括所述要素的过程、方法、物品或者设备中还存在另外的相同要素。
以上所述仅为本发明的优选实施例而已,并不用于限制本发明,对于 本领域的技术人员来说,本发明可以有各种更改和变化。凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。应注意到:相似的标号和字母在下面的附图中表示类似项,因此,一旦某一项在一个附图中被定义,则在随后的附图中不需要对其进行进一步定义和解释。
以上所述,仅为本发明的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本发明的保护范围之内。因此,本发明的保护范围应所述以权利要求的保护范围为准。

Claims (10)

  1. 一种确定激励图片的方法,其特征在于,所述方法包括如下步骤:
    显示视觉诱发界面,所述视觉诱发界面包括多个图片显示区域,每个所述图片显示区域被配置为显示不同的激励图片;
    根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的某同一编码位的值相同,所述激励图片的二进制编码是基于所述激励图片的图片序号预先设置的;
    获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,所述每组激励图片对应的所述激励反馈表征用户是否在关注该组内的激励图片;
    基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片。
  2. 根据权利要求1所述的方法,其特征在于,所述的基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码以确定用户所关注的激励图片的步骤包括:
    生成与所述激励图片对应的二进制编码的编码位数相同的初始二进制编码;
    将所述初始二进制编码中的目标位设置为1,其中所述目标位为表征有激励特征信号的所述激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位;
    将所述初始二进制编码中除了所述目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;
    根据所述用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
  3. 根据权利要求2所述的方法,其特征在于,每个所述激励图片表征一种控制指令;所述方法还包括:
    将所述激励特征信号进行数据标准化处理以获得特征样本;
    采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;
    将所述训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
  4. 根据权利要求3所述的方法,其特征在于,所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。
  5. 根据权利要求3所述的方法,其特征在于,激励特征信号为P300激励特征信号。
  6. 一种确定激励图片的系统,其特征在于,所述系统包括激励反馈诱发设备、脑电信号采集设备以及与所述脑电信号采集设备耦合的激励反馈处理设备;
    所述激励反馈诱发设备被配置为显示视觉诱发界面,所述视觉诱发界面包括多个图片显示区域,每个所述图片显示区域被配置为显示不同的激励图片;根据每个所述激励图片的二进制编码,依次控制所述视觉诱发界面显示多组所述激励图片,且每次显示同一组的所述激励图片,其中,同一组激励图片对应的二进制编码中的同一编码位的值相同,所述激励图片 的二进制编码是基于所述激励图片的图片序号预先设置的;
    所述脑电信号采集设备,被配置为佩戴于用户头部,获取依次控制所述视觉诱发界面显示多组激励图片时的每组激励图片对应的激励反馈,所述每组激励图片对应的所述激励反馈用于表征用户是否在关注该组内的激励图片;
    所述激励反馈处理设备被配置为基于所述每组激励图片对应的激励反馈计算得到用户所关注的激励图片的二进制编码,以确定用户所关注的激励图片。
  7. 根据权利要求6所述的系统,其特征在于,所述激励反馈处理设备被配置为生成与所述激励图片对应的二进制编码的编码位数相同的初始二进制编码;将所述初始二进制编码中的目标位设置为1,其中所述目标位为表征有激励特征信号的所述激励反馈所对应的同一组的激励图片对应的二进制编码中具有相同值的编码位;将所述初始二进制编码中除了所述目标位之外的其他编码位设置为0,以得到用户所关注的激励图片的二进制编码;根据所述用户所关注的激励图片的二进制编码,得到用户所关注激励图片的图片序号。
  8. 根据权利要求6所述的系统,其特征在于,每个所述激励图片表征一种控制指令;所述激励反馈处理设备被配置为将所述激励特征信号进行数据标准化处理以获得特征样本;采用预设的模式识别规则对所述特征样本进行训练,以得到训练参数;将所述训练参数与所述用户所关注的激励图片以及该激励图片所对应的控制指令对应存储,以便在指令识别阶段将所述训练参数与采集到待识别的激励特征信号对应的特征样本进行识别匹配,以识别用户所期望触发的控制指令。
  9. 根据权利要求8所述的系统,其特征在于,所述激励特征信号为检测到用户关注激励图片触发的激励事件发生时前后2s内的所采集到的特征信号。
  10. 一种可读取存储介质,其特征在于,所述可读取存储介质存储于计算机内,所述可读取存储介质包括多条指令,所述多条指令被配置成使得计算机执行如权利要求1-5任一项所述方法。
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