CN111883114A - A ship voice control method, system, device and storage medium - Google Patents
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Abstract
本发明公开了一种船舶语音控制方法、系统、装置及存储介质,方法包括:获取采集到的第一语音信号;对所述第一语音信号进行预处理,得到第二语音信号;对所述第二语音信号进行特征提取,得到语音特征;根据所述语音特征进行匹配,得到对应的语音语句;将所述语音语句作为操作指令,并根据所述操作指令对船舶进行控制。本发明通过将语音信号直接转换为船舶的操作指令发出,从而实现了通过语音对船舶进行控制,有效减轻了驾驶员或舵工的工作量。本发明可广泛应用于船舶控制领域中。
The invention discloses a ship voice control method, system, device and storage medium. The method includes: acquiring a first voice signal collected; preprocessing the first voice signal to obtain a second voice signal; Feature extraction is performed on the second voice signal to obtain voice features; matching is performed according to the voice features to obtain corresponding voice sentences; the voice sentences are used as operation instructions, and the ship is controlled according to the operation instructions. The invention directly converts the voice signal into the operation command of the ship and sends out the ship, thereby realizing the control of the ship through the voice, and effectively reducing the workload of the driver or the helmsman. The invention can be widely used in the field of ship control.
Description
技术领域technical field
本发明涉及船舶控制技术领域,尤其涉及一种船舶语音控制方法、系统、装置及存储介质。The invention relates to the technical field of ship control, in particular to a ship voice control method, system, device and storage medium.
背景技术Background technique
各种海上事故的统计、调查和分析表明,人为因素在船舶碰撞、翻沉、漏油、失火爆炸、触礁搁浅和其他各种海损事故中发生的概率占80%,大量的事故都涉及船舶管理和人员操作错误等人为因素,即使是船舶机械故障、仪器失灵和船舶结构等问题引发的事故也与人的失误有直接联系。我国水上交通事故中,95%是责任事故,绝大部分事故是人为因素造成的。Statistics, investigation and analysis of various marine accidents show that human factors account for 80% of the probability of ship collisions, capsizes, oil spills, fires and explosions, grounding and other marine accidents, and a large number of accidents involve ship management. And human factors such as human operation errors, even accidents caused by ship machinery failure, instrument failure and ship structure problems are directly related to human errors. Among the water traffic accidents in my country, 95% are responsible accidents, and most of the accidents are caused by human factors.
2018年的船舶事故统计分析报告显示,2018年多有船舶碰撞和自沉事故出于三方面原因:一方面部分船舶驾驶员安全意识薄弱,存在侥幸心理,不遵守禁限航规定;一方面一些船舶驾驶员驾驶船舶时,由于疲劳或信息处理不当导致决策失误;一方面大风、大雾等恶劣天气增加了船舶安全行驶的难度,对现场监管和应急处置带来了挑战。The statistical analysis report on ship accidents in 2018 shows that there were many ship collisions and self-sinking accidents in 2018 due to three reasons: on the one hand, some ship drivers had weak safety awareness, had a fluke mentality, and did not abide by the prohibition and restrictions on navigation; on the one hand, some ships When pilots drive ships, they make mistakes in decision-making due to fatigue or improper information processing. On the one hand, severe weather such as strong winds and fog increases the difficulty of safe navigation of ships, and brings challenges to on-site supervision and emergency response.
语言交互是人类进行交流最便捷,最有效的手段,而如何能让机器听懂人类语言,实现人机交互,完成各种操作成为日常生活中的一个迫切的需求。自动语音识别技术是一种以语音为研究对象,将语音信号转变为机器能识别的文本或命令,实现人机智能交互的方式。该技术在语音导航、文档检索、室内设备控制等方面具有重要应用前景。随着嵌入式系统在生活中的广泛应用和智能人机交互技术的不断发展,人们开始设计实现各种嵌入式系统来完成具体应用。Language interaction is the most convenient and effective way for humans to communicate, and how to make machines understand human language, realize human-computer interaction, and complete various operations has become an urgent need in daily life. Automatic speech recognition technology is a method that takes speech as the research object, converts speech signals into text or commands that can be recognized by machines, and realizes human-computer intelligent interaction. The technology has important application prospects in voice navigation, document retrieval, indoor equipment control and so on. With the wide application of embedded systems in life and the continuous development of intelligent human-computer interaction technology, people begin to design and implement various embedded systems to complete specific applications.
语音播报是帮助驾驶员处理信息的有效途径。在天气变化多端的海上,环境参数实时改变,如:风向风速、流向流速、能见度、潮汐等。当船舶驾驶员驾驶船舶时,需要基于这些繁杂的信息来进行操作决策,然而在驾驶员搜集这些信息的过程中,可能因为疲劳或信息处理不当而导致决策失误。Voice announcement is an effective way to help drivers process information. In the sea with changing weather, environmental parameters change in real time, such as: wind direction, wind speed, flow speed, visibility, tide, etc. When a ship pilot drives a ship, he needs to make operational decisions based on these complex information. However, in the process of collecting this information, the pilot may make decision mistakes due to fatigue or improper information processing.
发明内容SUMMARY OF THE INVENTION
为了解决上述技术问题,本发明的目的是提供一种船舶语音控制方法、系统、装置及存储介质。In order to solve the above technical problems, the purpose of the present invention is to provide a ship voice control method, system, device and storage medium.
第一方面,本发明实施例提供了一种船舶语音控制方法,包括以下步骤:In a first aspect, an embodiment of the present invention provides a ship voice control method, including the following steps:
获取采集到的第一语音信号;obtaining the collected first voice signal;
对所述第一语音信号进行预处理,得到第二语音信号;Preprocessing the first voice signal to obtain a second voice signal;
对所述第二语音信号进行特征提取,得到语音特征;performing feature extraction on the second voice signal to obtain voice features;
根据所述语音特征进行匹配,得到对应的语音语句;Perform matching according to the voice feature to obtain a corresponding voice sentence;
将所述语音语句作为操作指令,并根据所述操作指令对船舶进行控制。The voice sentence is used as an operation instruction, and the ship is controlled according to the operation instruction.
本发明一实施例中,所述的对所述第一语音信号进行预处理,得到第二语音信号,具体为:In an embodiment of the present invention, the preprocessing of the first voice signal to obtain the second voice signal is specifically:
对所述第一语音信号进行滤波和预加重处理,得到第二语音信号。Filter and pre-emphasize the first speech signal to obtain a second speech signal.
本发明一实施例中,所述的根据所述语音特征进行匹配,得到对应的语音语句,还包括:In an embodiment of the present invention, the matching according to the voice feature to obtain a corresponding voice sentence further includes:
对所述语音特征进行声学特征匹配,得到声学特征向量;performing acoustic feature matching on the speech features to obtain an acoustic feature vector;
对所述语音特征通过预设的发音词典进行匹配,得到对应的语音词汇;Matching the phonetic features through a preset pronunciation dictionary to obtain a corresponding phonetic vocabulary;
根据所述声学特征向量和所述语音词汇进行句子匹配,得到对应的语音语句。Sentence matching is performed according to the acoustic feature vector and the phonetic vocabulary to obtain corresponding phonetic sentences.
本发明一实施例中,所述船舶语音控制方法还包括:In an embodiment of the present invention, the ship voice control method further includes:
采集船舶的航行信息,对所述航行信息进行播报。The navigation information of the ship is collected, and the navigation information is broadcast.
本发明一实施例中,所述的采集船舶的航行信息,对所述航行信息进行播报,具体包括:In an embodiment of the present invention, the collection of the navigation information of the ship and the broadcasting of the navigation information specifically include:
采集船舶的航行信息;Collect the navigation information of the ship;
根据所述航行信息和所述航行信息对应的播报条件,对所述航行信息进行播报。The navigation information is broadcast according to the navigation information and the broadcast conditions corresponding to the navigation information.
本发明一实施例中,所述航行信息至少包括以下至少之一:航行速度、航行方向、风速、风向、水流流速、水流流向和船舶故障信息。In an embodiment of the present invention, the sailing information includes at least one of the following: sailing speed, sailing direction, wind speed, wind direction, water flow velocity, water flow direction, and ship fault information.
第二方面,本发明提供了一种船舶语音控制系统,包括:In a second aspect, the present invention provides a ship voice control system, comprising:
获取单元,用于获取采集到的第一语音信号;an acquisition unit for acquiring the collected first voice signal;
预处理单元,用于对所述第一语音信号进行预处理,得到第二语音信号;a preprocessing unit, configured to preprocess the first voice signal to obtain a second voice signal;
特征提取单元,用于对所述第二语音信号进行特征提取,得到语音特征;a feature extraction unit, configured to perform feature extraction on the second speech signal to obtain speech features;
匹配单元,用于根据所述语音特征进行匹配,得到对应的语音语句;a matching unit for matching according to the voice feature to obtain a corresponding voice sentence;
操作控制单元,用于将所述语音语句作为操作指令,并根据所述操作指令对船舶进行控制。The operation control unit is used for taking the voice sentence as an operation instruction, and controlling the ship according to the operation instruction.
本发明一实施例中,所述船舶语音控制系统还包括:In an embodiment of the present invention, the ship voice control system further includes:
播报单元,用于采集船舶的航行信息,对所述航行信息进行播报。The broadcasting unit is used for collecting the navigation information of the ship and broadcasting the navigation information.
第三方面,本发明实施例提供了一种船舶语音控制装置,包括:In a third aspect, an embodiment of the present invention provides a ship voice control device, including:
至少一个处理器;at least one processor;
至少一个存储器,用于存储至少一个程序;at least one memory for storing at least one program;
当所述至少一个程序被所述至少一个处理器执行,使得所述至少一个处理器实现所述一种船舶语音控制方法。When the at least one program is executed by the at least one processor, the at least one processor implements the one ship voice control method.
第四方面,本发明实施例提供了一种存储介质,其中存储有处理器可执行的指令,其特征在于,所述处理器可执行的指令在由处理器执行时用于执行所述一种船舶语音控制方法。In a fourth aspect, an embodiment of the present invention provides a storage medium in which processor-executable instructions are stored, wherein the processor-executable instructions are used to execute the one when executed by the processor. Ship voice control method.
本发明的有益效果是:The beneficial effects of the present invention are:
本发明一种船舶语音控制方法、系统、装置及存储介质通过将语音信号直接转换为船舶的操作指令发出,从而实现了通过语音对船舶进行控制,有效减轻了驾驶员或舵工的工作量。The ship voice control method, system, device and storage medium of the present invention directly convert the voice signal into the ship's operation command to send out, so that the ship can be controlled by voice, and the workload of the driver or helmsman is effectively reduced.
进一步,本发明将船舶航行时的各种航行信息通过播报的形式传达给决策者,数据精准,获取信息方便快捷,可有效减少因处理信息失误而导致的事故。Further, the present invention communicates various navigation information of the ship to decision makers in the form of broadcast, the data is accurate, the information is obtained conveniently and quickly, and accidents caused by errors in processing information can be effectively reduced.
附图说明Description of drawings
图1是本发明一种船舶语音控制方法的步骤流程图;Fig. 1 is the step flow chart of a kind of ship voice control method of the present invention;
图2是本发明一种船舶语音控制系统的模块方框图;Fig. 2 is the module block diagram of a kind of ship voice control system of the present invention;
图3是本发明实施例中旋转高清探头图像与雷达拟合示意图;3 is a schematic diagram of fitting a rotating high-definition probe image and a radar in an embodiment of the present invention;
图4是本发明实施例中播报条件示意图。FIG. 4 is a schematic diagram of broadcast conditions in an embodiment of the present invention.
具体实施方式Detailed ways
下面结合附图和具体实施例对本发明做进一步的详细说明。对于以下实施例中的步骤编号,其仅为了便于阐述说明而设置,对步骤之间的顺序不做任何限定,实施例中的各步骤的执行顺序均可根据本领域技术人员的理解来进行适应性调整。而且需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互任意组合。The present invention will be further described in detail below with reference to the accompanying drawings and specific embodiments. The numbers of the steps in the following embodiments are only set for the convenience of description, and the sequence between the steps is not limited in any way, and the execution sequence of each step in the embodiments can be adapted according to the understanding of those skilled in the art Sexual adjustment. Furthermore, it should be noted that the embodiments in the present application and the features of the embodiments may be arbitrarily combined with each other under the condition of no conflict.
参考图1,本发明实施例提供了一种船舶语音控制方法,包括以下步骤:Referring to Fig. 1, an embodiment of the present invention provides a method for controlling a ship's voice, including the following steps:
S101、获取采集到的第一语音信号。S101. Acquire a collected first voice signal.
S102、对所述第一语音信号进行预处理,得到第二语音信号。S102. Preprocess the first voice signal to obtain a second voice signal.
S103、对所述第二语音信号进行特征提取,得到语音特征。S103. Perform feature extraction on the second voice signal to obtain voice features.
S104、根据所述语音特征进行匹配,得到对应的语音语句。S104. Perform matching according to the voice feature to obtain a corresponding voice sentence.
S105、将所述语音语句作为操作指令,并根据所述操作指令对船舶进行控制。S105. Use the voice sentence as an operation instruction, and control the ship according to the operation instruction.
本实施例中,第一语音信号可以是人说话的语音信号,即船员口述的指令,然后将口述的指令转化为船舶可以识别的操作指令,实现通过语音控制船舶的效果。In this embodiment, the first voice signal may be a voice signal spoken by a human being, that is, a command spoken by the crew, and then the spoken command is converted into an operation command that the ship can recognize, so as to achieve the effect of controlling the ship by voice.
本发明一实施例中,所述的对所述第一语音信号进行预处理,得到第二语音信号,具体为:In an embodiment of the present invention, the preprocessing of the first voice signal to obtain the second voice signal is specifically:
对所述第一语音信号进行滤波和预加重处理,得到第二语音信号。Filter and pre-emphasize the first speech signal to obtain a second speech signal.
本实施例中,预处理可以是对语音信号进行滤波、预加重等操作,从而能降低环境噪音、信道等对特征造成的影响。In this embodiment, the preprocessing may be performing operations such as filtering, pre-emphasis, etc. on the speech signal, so as to reduce the influence of environmental noise, channels, and the like on the features.
本发明一实施例中,所述的根据所述语音特征进行匹配,得到对应的语音语句,还包括:In an embodiment of the present invention, the matching according to the voice feature to obtain a corresponding voice sentence further includes:
S1041、对所述语音特征进行声学特征匹配,得到声学特征向量;S1041, performing acoustic feature matching on the speech feature to obtain an acoustic feature vector;
S1042、对所述语音特征通过预设的发音词典进行匹配,得到对应的语音词汇;S1042, matching the phonetic features through a preset pronunciation dictionary to obtain a corresponding phonetic vocabulary;
S1043、根据所述声学特征向量和所述语音词汇进行句子匹配,得到对应的语音语句。S1043. Perform sentence matching according to the acoustic feature vector and the phonetic vocabulary to obtain a corresponding phonetic sentence.
本实施例中,可以将得到的语音特征与预设的单元模型所构建的声学特征向量和预设的发音词典中的词汇集和发音进行匹配,再对系统针对的语言进行建模,进行句子匹配,最后得到对应的语音语句,可以得到如“左舵5”,“进3”,“播报流向、流速”等语音语句。In this embodiment, the obtained speech feature can be matched with the acoustic feature vector constructed by the preset unit model and the vocabulary set and pronunciation in the preset pronunciation dictionary, and then the language targeted by the system is modeled, and the sentence Match, and finally get the corresponding voice sentences, such as "left
本发明一实施例中,所述船舶语音控制方法还包括:In an embodiment of the present invention, the ship voice control method further includes:
采集船舶的航行信息,对所述航行信息进行播报。The navigation information of the ship is collected, and the navigation information is broadcast.
本发明一实施例中,所述的采集船舶的航行信息,对所述航行信息进行播报,具体包括:In an embodiment of the present invention, the collection of the navigation information of the ship and the broadcasting of the navigation information specifically include:
采集船舶的航行信息;Collect the navigation information of the ship;
根据所述航行信息和所述航行信息对应的播报条件,对所述航行信息进行播报。The navigation information is broadcast according to the navigation information and the broadcast conditions corresponding to the navigation information.
本实施例中,航行信息由船舶的风、流传感器,计程仪,磁罗经等各类基础仪器搜集完成如:航行速度、航行方向、风速风向、水流速度水流方向,并将这些信息实时储存,根据播报条件进行播报。In this embodiment, the navigation information is collected by various basic instruments such as wind and flow sensors, log, magnetic compass, etc. of the ship, such as: sailing speed, sailing direction, wind speed and direction, water flow speed and water flow direction, and these information are stored in real time , broadcast according to the broadcast conditions.
进一步地,如图3所示,航行信息可以由安装在驾驶台顶部的360°旋转高清探头1与AIS、ECDIS、雷达等驾驶台设备共同作用,根据图3中的雷达探测区域2和摄像头监测区域3可以得到船舶周围其他船舶和航标等物体的距离和方位信息。Further, as shown in Figure 3, the navigation information can be combined by the 360° rotating high-
船舶故障信息由航行前,对船舶的各种设备设置安全值或安全范围,在航行过程中若出现设备参数超过安全范围的情况,则自动发出警报,且播报发生故障的信息。The ship fault information is set by setting the safety value or safety range for various equipment of the ship before sailing. If the equipment parameters exceed the safety range during the sailing process, an alarm will be automatically issued and the information of the failure will be broadcast.
本实施例中,可以将AIS、ECDIS与旋转高清探头获得的图片进行拟合,得到精确的航标信息、航道信息和部分它船信息。直接采用雷达探测时,会得到假回波信号和干扰信号,为了防止播报错误信息,将雷达信号与旋转高清探头获得的物标的信息进行拟合,确定真实障碍物和它船的方位和距离。In this embodiment, AIS, ECDIS and pictures obtained by rotating high-definition probes can be fitted to obtain accurate navigation mark information, channel information and some other ship information. When radar detection is used directly, false echo signals and interference signals will be obtained. In order to prevent false information from being broadcast, the radar signal is fitted with the target information obtained by rotating the high-definition probe to determine the azimuth and distance of real obstacles and other ships.
如图4所示,以船舶的位置坐标为中心,以安全航程4(安全航速是指允许有时间采取适当而有效的行动避免碰撞并能在适合当时环境和情况的距离内把船停住的速度,这里把从开始停船到船速为0过程中的船舶进程称为安全航程)为半径作圆,得到呈圆形区域的安全圈7,播报条件可以是只有在它船5、障碍物、航标6等出现在这个圆形区域内,语音播报才会进行播报。播报的顺序参照物标远近顺序进行由近到远的播报。As shown in Figure 4, taking the position coordinates of the ship as the center, taking the safe voyage 4 (safe speed refers to the time allowed to take appropriate and effective actions to avoid collision and to stop the ship within a distance suitable for the current environment and situation Speed, here the ship process from the start of stopping the ship to the speed of 0 is called the safe voyage) as the radius to draw a circle to obtain a
本实施例中播报的航行信息分为三个等级:一级、二级、三级。The navigation information broadcast in this embodiment is divided into three levels: first-level, second-level, and third-level.
一级信息为航行速度、风向风速、水流流向、水流速度、航道宽度等信息,这些信息不根据周期自动播报,在使用语音控制系统发送语音指令后,播报系统播报选定信息。The first-level information is the sailing speed, wind direction and wind speed, water flow direction, water flow speed, channel width and other information. These information are not automatically broadcast according to the period. After using the voice control system to send voice commands, the broadcast system broadcasts the selected information.
二级信息为安全圈内的物标的信息。播报的内容为物标的距离和方位,这些信息可自动播报,并且可以对播报的周期进行设置如“每3分钟播报一次”,“每5分钟播报一次”。The secondary information is the information of the objects in the security circle. The content of the broadcast is the distance and orientation of the object. These information can be broadcast automatically, and the broadcast period can be set such as "broadcast every 3 minutes", "broadcast every 5 minutes".
三级信息为船舶故障信息,预测碰撞危险信息,环境突变信息等警报信息。船舶故障信息由传感器感应装置各参数不在正常范围内时发出,预测碰撞危险信息通过雷达计算出PAD(碰撞危险区),表示有碰撞危险可能时,发出警报信息,环境突变信息为ECDIS或旋转高清探头,显示船舶即将驶入狭水道和交通密集水域等环境时,以及环境感应器感应风流等环境因素突然产生巨大变化时,发出警报。这些信息会被立即播报。The third-level information is alarm information such as ship fault information, predicted collision risk information, and environmental mutation information. The ship fault information is sent out when the parameters of the sensor sensing device are not within the normal range, and the predicted collision risk information is calculated by radar to calculate the PAD (collision danger area), indicating that there is a possibility of collision danger, an alarm message is issued, and the environmental mutation information is ECDIS or rotating HD Probes that alert the vessel when it is about to enter environments such as narrow waterways and high-traffic waters, and when environmental sensors sense sudden and large changes in environmental factors such as wind currents. These messages are broadcast immediately.
参考图2,本发明提供了一种船舶语音控制系统,包括:Referring to Figure 2, the present invention provides a ship voice control system, including:
获取单元,用于获取采集到的第一语音信号;an acquisition unit for acquiring the collected first voice signal;
预处理单元,用于对所述第一语音信号进行预处理,得到第二语音信号;a preprocessing unit, configured to preprocess the first voice signal to obtain a second voice signal;
特征提取单元,用于对所述第二语音信号进行特征提取,得到语音特征;a feature extraction unit, configured to perform feature extraction on the second speech signal to obtain speech features;
匹配单元,用于根据所述语音特征进行匹配,得到对应的语音语句;a matching unit for matching according to the voice feature to obtain a corresponding voice sentence;
操作控制单元,用于将所述语音语句作为操作指令,并根据所述操作指令对船舶进行控制。The operation control unit is used for taking the voice sentence as an operation instruction, and controlling the ship according to the operation instruction.
本发明一实施例中,所述船舶语音控制系统还包括:In an embodiment of the present invention, the ship voice control system further includes:
播报单元,用于采集船舶的航行信息,对所述航行信息进行播报。The broadcasting unit is used for collecting the navigation information of the ship and broadcasting the navigation information.
进一步,本发明将船舶航行时的各种航行信息通过播报的形式传达给决策者,数据精准,获取信息方便快捷,可有效减少因处理信息失误而导致的事故。Further, the present invention communicates various navigation information of the ship to decision makers in the form of broadcast, the data is accurate, the information is obtained conveniently and quickly, and accidents caused by errors in processing information can be effectively reduced.
本发明实施例提供了一种船舶语音控制装置,包括:The embodiment of the present invention provides a ship voice control device, including:
至少一个处理器;at least one processor;
至少一个存储器,用于存储至少一个程序;at least one memory for storing at least one program;
当至少一个程序被至少一个处理器执行,使得至少一个处理器实现一种船舶语音控制方法。When the at least one program is executed by the at least one processor, the at least one processor implements a ship voice control method.
此外,本发明实施例提供了一种存储介质,其中存储有处理器可执行的指令,其特征在于,处理器可执行的指令在由处理器执行时用于执行一种船舶语音控制方法。In addition, an embodiment of the present invention provides a storage medium in which processor-executable instructions are stored, wherein the processor-executable instructions are used to execute a ship voice control method when executed by the processor.
从上述内容可知,本发明通过将语音信号直接转换为船舶的操作指令发出,从而实现了通过语音对船舶进行控制,有效减轻了驾驶员或舵工的工作量。As can be seen from the above content, the present invention realizes the control of the ship through voice by directly converting the voice signal into the operation command of the ship, thereby effectively reducing the workload of the driver or helmsman.
以上是对本发明的较佳实施进行了具体说明,但本发明创造并不限于所述实施例,熟悉本领域的技术人员在不违背本发明精神的前提下还可做作出种种的等同变形或替换,这些等同的变形或替换均包含在本申请权利要求所限定的范围内。The above is a specific description of the preferred implementation of the present invention, but the present invention is not limited to the described embodiments, and those skilled in the art can make various equivalent deformations or replacements without departing from the spirit of the present invention. , these equivalent modifications or substitutions are all included within the scope defined by the claims of the present application.
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