井下采煤机捷联惯导系统的组合初始对准系统及对准方法Combined initial alignment system and alignment method for underground coal mining machine strapdown inertial navigation system
技术领域Technical field
本发明涉及一种井下采煤机定位导航初始对准系统及对准方法,特别是一种井下采煤机捷联惯导系统的组合初始对准系统及对准方法。The invention relates to a positioning and positioning initial alignment system and an alignment method for a downhole shearer, in particular to a combined initial alignment system and an alignment method for a downhole miner system of a downhole shearer.
背景技术Background technique
煤炭是我国重要的基础能源和原料,以煤为主的能源结构在相当长时间内不会改变,随着国民经济的发展,煤炭的需求量越来越大,伴随的煤矿安全事故也在不断增多。煤炭资源安全高效开发利用技术成为了国内外学者研究的热点领域。最有效的解决方案之一是实现煤矿生产装备机械化及自动化,从而实现井下综采工作面无人或少人开采,其中对采矿三机的信息感知技术是实现采矿三机自动化的关键技术。Coal is an important basic energy source and raw material in China. The coal-based energy structure will not change for a long time. With the development of the national economy, the demand for coal is increasing, and the accompanying coal mine safety accidents are also constantly increase. The safe and efficient development and utilization of coal resources has become a hot research topic for scholars at home and abroad. One of the most effective solutions is to realize the mechanization and automation of coal mine production equipment, so that the underground comprehensive mining face can be mined by no one or less. The information-aware technology of the three-machine mining machine is the key technology to realize the automation of mining three machines.
为了实现采煤机位置及姿态检测,有学者提出了采煤机惯性导航定位方法。捷联惯性导航系统是指将陀螺仪和加速度计直接固定在运载体上,利用陀螺仪和加速度计等惯性敏感器件对运行载体三轴角速度和三轴加速度信息进行实时测量,结合运行载体初始惯性信息,通过高速积分获得运动载体的姿态、速度及位置等导航信息。捷联惯性导航系统在工作时不依赖外界信息,也不向外界辐射能量,不易受到干扰破坏,是一种自主式导航系统,具有数据更新率高、数据全面以及短时定位精度高等优点。In order to realize the position and attitude detection of the shearer, some scholars have proposed the inertial navigation and positioning method of the shearer. The strapdown inertial navigation system refers to the gyroscope and accelerometer directly fixed on the carrier. The inertial sensor such as gyroscope and accelerometer is used to measure the triaxial angular velocity and triaxial acceleration information of the running carrier in real time, combined with the initial inertia of the running carrier. Information, through high-speed integration to obtain navigation information such as the attitude, speed and position of the motion carrier. The strapdown inertial navigation system does not rely on external information, does not radiate energy to the outside world, and is not susceptible to interference and damage. It is an autonomous navigation system with the advantages of high data update rate, comprehensive data and high short-term positioning accuracy.
但是由于捷联惯导系统是一个增量解算过程,通过每次利用对加速度和角速度进行积分得到运动载体的位置增量和姿态角增量,从而进行捷联惯导的位置和姿态更新。因此能够精确测量捷联惯导在定位初始时刻的定位参数的初始值,能够决定后面定位运行过程的精度。并且捷联惯导在长时间运行下由于累计误差导致定位精度严重下降,因此需要寻求外部定位方法对其位置结果进行校正。However, since the Strapdown Inertial Navigation System is an incremental solution process, the position and attitude update of the Strapdown Inertial Navigation is performed by integrating the acceleration and angular velocity to obtain the position increment and attitude angle increment of the motion carrier. Therefore, the initial value of the positioning parameter of the strapdown inertial navigation at the initial position of the positioning can be accurately measured, and the accuracy of the positioning operation process can be determined. Moreover, the strapdown inertial navigation has a serious drop in positioning accuracy due to the accumulated error under long-term operation, so it is necessary to seek an external positioning method to correct its position result.
无线传感器网络作为集分布式、智能化、网络化等特点的定位系统,在短距离定位领域表现出很大的潜力。目前在煤矿巷道中,基于无线传感器网络的人员定位技术是煤矿安全开采技术中的重要组成部分,因此利用无线传感器网络对采煤机的三维位置进行测量,为捷联惯导提供初始对准的位置信息。由于无线传感器网络无法提供运动载体的姿态信息,并且捷联惯导的初始姿态矩阵直接影响加速度下的速度和位置解算,必须利用外部倾角传感器和地球磁场传感器分别进行采煤机捷联惯导的横滚角、俯仰角以及偏航角的测量,进而得到采煤机的初始姿态信息。建立组合定位系统,利用动基座初始对准算法对捷联惯导进行初始定位参数的解算,实现捷联惯导的组合初始对准。As a positioning system with distributed, intelligent and networked functions, wireless sensor networks have great potential in the field of short-distance positioning. At present, in the coal mine roadway, the personnel positioning technology based on the wireless sensor network is an important part of the coal mine safety mining technology. Therefore, the three-dimensional position of the shearer is measured by the wireless sensor network to provide initial alignment for the strapdown inertial navigation. location information. Since the wireless sensor network cannot provide the attitude information of the motion carrier, and the initial attitude matrix of the strapdown inertial navigation directly affects the velocity and position solution under acceleration, the external inclination sensor and the earth magnetic field sensor must be used to respectively perform the shearer strapdown inertial navigation. The roll angle, pitch angle and yaw angle are measured to obtain the initial attitude information of the shearer. A combined positioning system is established, and the initial positioning parameters of the strapdown inertial navigation are solved by the initial alignment algorithm of the moving base, and the initial alignment of the combination of the strapdown inertial navigation is realized.
发明内容Summary of the invention
本发明的目的是要提供一种井下采煤机捷联惯导系统的组合初始对准系统及对准方法,解决采煤机捷联惯导定位系统初始对准无法依靠传统GPS定位的前提下,动基座精确初始对准的问题。The object of the present invention is to provide a combined initial alignment system and alignment method for a downsaw miner system of a downhole shearer, which solves the problem that the initial alignment of the shearer strapdown inertial navigation system cannot rely on traditional GPS positioning. The problem of precise initial alignment of the moving base.
本发明的目的是这样实现的:组合初始对准系统包括:采煤机1、地磁传感器2、倾角传感器3、捷联惯性导航系统4、无线传感器网络移动节点5、刮板输送机6、液压支架7和无线传感器网络锚节点8;地磁传感器2、倾角传感器3、捷联惯性导航系统4和无线传感器网络移动节点5连接在采煤机1上,采煤机1骑在刮板输送机6上进行往复割煤运动;液压支架7上连接有无线传感器网络锚
节点8;所述的无线传感器网络锚节点由屏蔽网线进行连接,并通过交换机对无线数据进行传输至定位主机中;所述的捷联惯导系统、倾角传感器、地磁场传感器通过一个无线数据发送模块将定位数据传送至远端的定位主机中。The object of the present invention is achieved in that the combined initial alignment system comprises: a shearer 1, a geomagnetic sensor 2, a tilt sensor 3, a strapdown inertial navigation system 4, a wireless sensor network mobile node 5, a scraper conveyor 6, a hydraulic pressure The bracket 7 and the wireless sensor network anchor node 8; the geomagnetic sensor 2, the tilt sensor 3, the strapdown inertial navigation system 4, and the wireless sensor network mobile node 5 are connected to the shearer 1, and the shearer 1 rides on the scraper conveyor 6 Performing a reciprocating coal cutting motion; a wireless sensor network anchor is connected to the hydraulic support 7
Node 8; the wireless sensor network anchor node is connected by a shielded network cable, and wireless data is transmitted to the positioning host through the switch; the strapdown inertial navigation system, the tilt sensor, and the geomagnetic field sensor are transmitted through a wireless data The module transmits the positioning data to the remote positioning host.
组合初始对准方法,在捷联惯导粗对准后利用无线传感器网络测量采煤机的位置信息,倾角传感器测量横滚、俯仰角,地磁场传感器测量偏航角,按照时间同步方法构建采煤机的位姿量测方程,并结合捷联惯导粗对准后的误差模型建立状态方程,进行融合滤波,得到精确的采煤机位姿信息,并进行捷联惯导的精对准,完成初始对准;具体步骤如下:Combining the initial alignment method, the position information of the shearer is measured by the wireless sensor network after the rough alignment of the strapdown inertial navigation, the inclination sensor measures the roll and pitch angle, the geomagnetic field sensor measures the yaw angle, and the time synchronization method is used to construct the mining method. The attitude measurement equation of the coal machine is combined with the error model of the strap-down inertial alignment to establish the equation of state, and the fusion filtering is performed to obtain the accurate position information of the shearer and the fine alignment of the strapdown inertial navigation. , complete the initial alignment; the specific steps are as follows:
1)捷联惯导系统中的三轴加速度计和三轴陀螺仪在采煤机静止时,测量采煤机的三轴加速度和三轴角速度信息,在经过一段时间后,对采集到的数据进行处理,利用重力加速度特性以及地球自转角速率特性,建立采煤机静止时的捷联惯导初始姿态转换矩阵,并利用测量得到的数据进行捷联惯导的粗对准,进而得到捷联惯导粗对准下的误差传递模型;1) The three-axis accelerometer and the three-axis gyroscope in the Strapdown Inertial Navigation System measure the three-axis acceleration and the three-axis angular velocity information of the shearer when the shearer is stationary, and after collecting the data for a period of time The processing is used to establish the initial attitude transformation matrix of the strapdown inertial navigation system when the shearer is stationary, and the rough alignment of the strapdown inertial navigation is obtained by using the measured data. The error transfer model under the coarse alignment of the inertial navigation;
2)无线传感器网络锚节点实时接收来自移动节点发送的无线信号,通过来自多个锚节点对移动节点无线信号的测量,通过无线传感器网络位置解算模型得到无线传感器网络测量下的采煤机位置信息;2) The wireless sensor network anchor node receives the wireless signal transmitted from the mobile node in real time, and measures the wireless signal of the mobile node from multiple anchor nodes, and obtains the location of the shearer under the wireless sensor network measurement through the wireless sensor network location solution model. information;
3)倾角传感器固定安装在采煤机的机身上,并且实时测量采煤机机身相对于水平面的倾角信息,并且根据倾角传感器在采煤机机身上的安装位置参数进行倾角信息对采煤机俯仰角和横滚角的转换;固定安装在采煤机机身上的地磁场传感器实时测量采煤机机身所处位置的地球磁场信息,通过对地球磁场方向的测量并根据地球磁极理论进行采煤机的偏航角解算,得到采煤机机身的俯仰角、横滚角以及偏航角的三维姿态信息,确定捷联惯导系统的初始姿态;3) The inclination sensor is fixedly mounted on the fuselage of the shearer, and the inclination information of the shearer body relative to the horizontal plane is measured in real time, and the inclination information is taken according to the installation position parameter of the inclination sensor on the shearer body. The conversion of the pitch angle and the roll angle of the coal machine; the geomagnetic field sensor fixedly mounted on the body of the shearer measures the earth's magnetic field information of the position of the shearer fuselage in real time, and measures the direction of the earth's magnetic field and according to the earth's magnetic pole The theory calculates the yaw angle of the shearer, obtains the three-dimensional attitude information of the pitch angle, roll angle and yaw angle of the shearer fuselage, and determines the initial attitude of the strapdown inertial navigation system;
4)利用捷联惯导系统粗对准后的误差传递模型建立基于位置、姿态误差的状态方程,并根据无线传感器网络确定的初始位置以及倾角传感器与地磁场传感器联合确定的初始姿态建立采煤机机身的位置、姿态组合观测方程;通过利用定位系统的状态方程以及组合观测方程构建采煤机组合定位系统的状态空间模型;4) Using the error transfer model of the strapdown inertial navigation system to establish a state equation based on position and attitude error, and establish coal mining based on the initial position determined by the wireless sensor network and the initial attitude determined by the combination of the tilt sensor and the geomagnetic sensor. The position and attitude combination observation equation of the machine body; the state space model of the shearer combined positioning system is constructed by using the state equation of the positioning system and the combined observation equation;
5)根据组合定位系统的状态方程以及组合观测方程的特性,考虑到观测方程由三个不同的传感器组成,进而构建基于对多传感器的多维联邦卡尔曼滤波模型;通过对状态空间模型的组合滤波,得到组合定位系统下采煤机精确的初始位置和初始姿态信息,并建立准确的捷联惯导位置和姿态误差方程,对捷联惯导系统进行精对准,实现捷联惯导精确初始位姿信息校准,为后面的实时定位过程提供了初始保证,提高了采煤机的定位精度;5) According to the state equation of the combined positioning system and the characteristics of the combined observation equation, it is considered that the observation equation is composed of three different sensors, and then the multi-dimensional federated Kalman filter model based on multi-sensor is constructed; through the combined filtering of the state space model The accurate initial position and initial attitude information of the shearer under the combined positioning system are obtained, and the accurate Strapdown Inertial Position and Attitude Error Equations are established, and the Strapdown Inertial Navigation System is precisely aligned to achieve accurate initial integration of the Strapdown Inertial Navigation System. The position information calibration provides an initial guarantee for the subsequent real-time positioning process, which improves the positioning accuracy of the shearer;
时间同步方法,鉴于组合定位系统是由互不相关的独立传感器系统组合而成,其每个传感器单独对定位主机进行数据传输,因此每个传感器定位主机传输的数据采集时间不同,需要进行多传感器下的多源数据同步及采集时间配准,使得建立多传感器测量下的观测方程时,观测量能够反应出当前时刻的测量状态,减少由于时间异步产生的观测误差;具体步骤如下:The time synchronization method, in view of the combination positioning system is composed of independent sensor systems that are not related to each other, each sensor separately transmits data to the positioning host, so each sensor positioning host transmits different data acquisition time, and needs multiple sensors Under the multi-source data synchronization and acquisition time registration, when the observation equation under multi-sensor measurement is established, the observation measurement can reflect the measurement state at the current time and reduce the observation error caused by the time asynchronous; the specific steps are as follows:
1)在粗对准过程中,捷联惯导实时采集采煤机静止时刻的加速度和角速度信息,同时在数据采集时将捷联惯导的数据采样时钟信号T0发送给无线传感器网络、倾角传感器以及地磁场传感器的数据采集模块,各数据采集模块通过接收捷联惯导的采样时钟对自身采集的无线传感器网络数据、倾角数据以及地磁场数据进行一个相对时钟计数,分别得到在接收无线传感器网络定位数据、倾角传感器数据以及地磁场数据下的同步采集时间T1、T2和T3;1) In the rough alignment process, the Strapdown inertial navigation acquires the acceleration and angular velocity information of the shearer at rest time, and sends the data sampling clock signal T 0 of the strapdown inertial navigation to the wireless sensor network and the dip in the data acquisition. The data acquisition module of the sensor and the geomagnetic field sensor, each data acquisition module receives a relative clock count of the wireless sensor network data, the dip angle data and the geomagnetic field data collected by the SINS through the sampling clock of the SINS, and respectively obtains the receiving wireless sensor. Network positioning data, tilt sensor data, and synchronous acquisition times T 1 , T 2 , and T 3 under geomagnetic data;
2)无线传感器网络定位数据采集模块经过时间同步后采样得到T1时刻的定位数据,经过判断该
定位数据是否有效,假如无效则返回继续采集,有效则对倾角采集模块和地磁场采集模块发送T1时刻同步量测触发信号,并进行无线量测值的接收锁存;2) wireless sensor network positioning data collection module after the time synchronization obtained by sampling position data at time T 1, and if the positioning data is valid after the judgment, if invalid then continue to collect returns, effectively the transmission T of angle acquisition module and the geomagnetic field acquisition module 1 time synchronously measures the trigger signal, and performs receiving and latching of the wireless measurement value;
3)倾角数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身倾角传感器数据采样时刻T2进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,认为T2时刻接收到的倾角测量数据与T1时刻的无线数据同步,并进行倾角量测值的接收锁存,否则对倾角传感器采样数据进行重新采样选取;3) After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the inclination data acquisition module compares and judges with the self-tilt sensor data sampling time T 2 , and considers that when the time difference between the two times is less than an allowable time threshold ε 2 tilt measurement time data received wireless data and synchronization time T 1, and receives the measured value of the tilt latch, otherwise tilt sensor selected re-sampling the sampled data;
4)地磁场数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身地磁场传感器数据采样时刻T3进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,认为T3时刻接收到的地磁场测量数据与T1时刻的无线数据同步,并进行地磁场量测值的接收锁存,否则对地磁场传感器采样数据进行重新采样选取;4) After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the geomagnetic data acquisition module compares with the local geomagnetic sensor data sampling time T 3 , when the time difference between the two times is less than an allowable time threshold ε, T 3 that received time geomagnetic measured data synchronization with the wireless data at time T 1 and the latch receiving measurement value amount field, a geomagnetic sensor or for re-sampling the sampled data selected;
5)根据经过时间同步后的无线传感器网络定位数据、倾角传感器数据以及地磁场传感器数据结合捷联惯导的采样数据进行组合导航系统精对准模型建立,最终实现时间同步下的组合定位系统初始对准。5) Based on the time-synchronized wireless sensor network positioning data, the tilt sensor data and the geomagnetic field sensor data combined with the sampling data of the Strapdown Inertial Navigation System, the integrated alignment system is established, and finally the combined positioning system under time synchronization is realized. alignment.
有益效果,由于采用了上述方案,针对煤矿井下恶劣环境采煤机捷联惯导定位系统初始对准难度较大的情况下,利用无线传感器网络、倾角传感器以及地磁场传感器等外部传感器实现一种组合定位系统下的捷联惯导动基座初始对准系统,实现煤矿井下不依赖GPS的捷联惯导组合精确初始对准,可以大幅提高采煤机捷联惯导系统大失准角下的组合定位精度,为采煤机定位过程提供了精确的位置姿态信息。解决了采煤机捷联惯导定位系统初始对准无法依靠传统GPS定位的前提下,动基座精确初始对准的问题,达到了本发明的目的。The beneficial effect is that, due to the above scheme, an external sensor such as a wireless sensor network, a tilt sensor and a geomagnetic sensor is used to realize an initial alignment difficulty of a coal mining machine strapdown inertial navigation positioning system in a coal mine underground environment. The initial alignment system of the strapdown inertial navigation base under the combined positioning system realizes accurate initial alignment of the GPS-independent strapdown inertial navigation combination in the coal mine, which can greatly improve the large misalignment angle of the shearer strapdown inertial navigation system. The combined positioning accuracy provides accurate position and attitude information for the shearer positioning process. The invention solves the problem that the initial alignment of the shearer strap-down inertial navigation positioning system can not rely on the traditional GPS positioning, and the precise initial alignment of the moving base achieves the object of the invention.
本发明的优点在于:The advantages of the invention are:
(1)本发明提出了一种应用于煤矿井下采煤机捷联惯导系统的组合初始对准系统,在捷联惯导进行粗对准后,通过利用安装在采煤机机身上的无线传感器网络移动节点、倾角传感器以及地磁场传感器构建组合定位系统对捷联惯导进行精对准,能够解决煤矿封闭环境下难以依赖外部定位系统对捷联惯导进行初始对准的问题;(1) The present invention proposes a combined initial alignment system applied to a coal mine underground coal mining machine strapdown inertial navigation system. After the rough alignment of the strapdown inertial navigation, the utility model is installed on the shearer body. The wireless sensor network mobile node, the tilt sensor and the geomagnetic field sensor construct a combined positioning system to precisely align the Strapdown inertial navigation, which can solve the problem that it is difficult to rely on the external positioning system to initially align the strapdown inertial navigation in the closed environment of the coal mine;
(2)本发明提出了一种利用无线传感器网络定位数据、倾角传感器与地磁场传感器测量数据建立组合观测方程,同时利用捷联惯导粗对准后的误差模型建立状态方程的状态空间模型,同时提出了一种多维联邦卡尔曼滤波器对其进行融合,提高了定位系统的精度;(2) The present invention proposes a state observation space equation using a wireless sensor network positioning data, a tilt sensor and a geomagnetic field sensor to establish a combined observation equation, and a state space model for establishing a state equation by using an error model of the strapdown inertial alignment. At the same time, a multi-dimensional federated Kalman filter is proposed to fuse it, which improves the accuracy of the positioning system.
(3)本发明针对多传感器下的独立数据观测量下产生的时间异步问题,提出了一种基于捷联惯导采样频率的多传感器时间同步方案,通过利用接收无线传感器网络定位数据时刻并对倾角传感器、地磁场传感器进行同步数据选取实现了多传感器测量数据的时间同步,提高了组合定位系统精度。(3) The present invention is directed to a time-synchronous problem generated by independent data observation under multi-sensors. A multi-sensor time synchronization scheme based on strapdown inertial navigation sampling frequency is proposed, which uses the wireless sensor network to locate data moments and The inclination sensor and the geomagnetic field sensor select the synchronous data to realize the time synchronization of the multi-sensor measurement data, which improves the accuracy of the combined positioning system.
附图说明:BRIEF DESCRIPTION OF THE DRAWINGS:
图1为本发明提出的一种井下采煤机捷联惯导系统的组合初始对准系统的装置结构示意图;1 is a schematic view showing the structure of a combined initial alignment system of a down-saw miner system of a downhole shearer according to the present invention;
图2为本发明提出的一种井下采煤机捷联惯导系统的组合初始对准方法的程序运行结构框图;2 is a block diagram showing a program operation structure of a combined initial alignment method of a down-saw inertial navigation system for a downhole shearer according to the present invention;
图3为本发明的提出的组合初始对准系统中,组合定位系统的时间同步方案执行流程图。3 is a flow chart showing the execution of a time synchronization scheme of the combined positioning system in the proposed combined initial alignment system of the present invention.
图中,1-采煤机,2-地磁传感器,3-倾角传感器,4-捷联惯性导航系统,5-无线传感器网络移动节点,6-刮板输送机,7-液压支架,8-无线传感器网络锚节点,T0-为捷联惯导数据采样时刻,T1-为无线
传感器网络定位数据采样时刻,T2-为倾角传感器数据采样时刻,T3-为地磁场传感器数据采样时刻,ε-为同步方法中允许的两个传感器数据采样时间间隔阈值。In the picture, 1-Shearer, 2-Geomagnetic sensor, 3-tilt sensor, 4-Striped inertial navigation system, 5-wireless sensor network mobile node, 6-scraper conveyor, 7-hydraulic bracket, 8-wire Sensor network anchor node, T0- is the sampling time of strapdown inertial navigation data, T1- is wireless
The sensor network locates the data sampling time, T2- is the inclination sensor data sampling time, T3- is the geomagnetic sensor data sampling time, and ε- is the two sensor data sampling time interval threshold allowed in the synchronization method.
具体实施方式detailed description
本发明提出了一种井下采煤机捷联惯导系统的组合初始对准系统及对准方法,组合初始对准系统包括:采煤机1、地磁传感器2、倾角传感器3、捷联惯性导航系统4、无线传感器网络移动节点5、刮板输送机6、液压支架7和无线传感器网络锚节点8;地磁传感器2、倾角传感器3、捷联惯性导航系统4和无线传感器网络移动节点5连接在采煤机1上,采煤机1骑在刮板输送机6上进行往复割煤运动;液压支架7上连接有无线传感器网络锚节点8;所述的无线传感器网络锚节点由屏蔽网线进行连接,并通过交换机对无线数据进行传输至定位主机中;所述的捷联惯导系统、倾角传感器、地磁场传感器通过一个无线数据发送模块将定位数据传送至远端的定位主机中。The invention provides a combined initial alignment system and an alignment method for a downhole miner system of a downhole shearer, and the combined initial alignment system comprises: a shearer 1, a geomagnetic sensor 2, a tilt sensor 3, and a strapdown inertial navigation System 4, wireless sensor network mobile node 5, scraper conveyor 6, hydraulic support 7 and wireless sensor network anchor node 8; geomagnetic sensor 2, tilt sensor 3, strapdown inertial navigation system 4 and wireless sensor network mobile node 5 are connected On the shearer 1, the shearer 1 rides on the scraper conveyor 6 to perform a reciprocating coal cutting movement; the hydraulic support 7 is connected with a wireless sensor network anchor node 8; the wireless sensor network anchor node is connected by a shielded network cable And transmitting wireless data to the positioning host through the switch; the strapdown inertial navigation system, the tilt sensor, and the ground magnetic field sensor transmit the positioning data to the remote positioning host through a wireless data sending module.
组合初始对准方法,在捷联惯导粗对准后利用无线传感器网络测量采煤机的位置信息,倾角传感器测量横滚、俯仰角,地磁场传感器测量偏航角,按照时间同步方法构建采煤机的位姿量测方程,并结合捷联惯导粗对准后的误差模型建立状态方程,进行融合滤波,得到精确的采煤机位姿信息,并进行捷联惯导的精对准,完成初始对准;具体步骤如下:Combining the initial alignment method, the position information of the shearer is measured by the wireless sensor network after the rough alignment of the strapdown inertial navigation, the inclination sensor measures the roll and pitch angle, the geomagnetic field sensor measures the yaw angle, and the time synchronization method is used to construct the mining method. The attitude measurement equation of the coal machine is combined with the error model of the strap-down inertial alignment to establish the equation of state, and the fusion filtering is performed to obtain the accurate position information of the shearer and the fine alignment of the strapdown inertial navigation. , complete the initial alignment; the specific steps are as follows:
1)捷联惯导系统中的三轴加速度计和三轴陀螺仪在采煤机静止时,测量采煤机的三轴加速度和三轴角速度信息,在经过一段时间后,对采集到的数据进行处理,利用重力加速度特性以及地球自转角速率特性,建立采煤机静止时的捷联惯导初始姿态转换矩阵,并利用测量得到的数据进行捷联惯导的粗对准,进而得到捷联惯导粗对准下的误差传递模型;1) The three-axis accelerometer and the three-axis gyroscope in the Strapdown Inertial Navigation System measure the three-axis acceleration and the three-axis angular velocity information of the shearer when the shearer is stationary, and after collecting the data for a period of time The processing is used to establish the initial attitude transformation matrix of the strapdown inertial navigation system when the shearer is stationary, and the rough alignment of the strapdown inertial navigation is obtained by using the measured data. The error transfer model under the coarse alignment of the inertial navigation;
2)无线传感器网络锚节点实时接收来自移动节点发送的无线信号,通过来自多个锚节点对移动节点无线信号的测量,通过无线传感器网络位置解算模型得到无线传感器网络测量下的采煤机位置信息;2) The wireless sensor network anchor node receives the wireless signal transmitted from the mobile node in real time, and measures the wireless signal of the mobile node from multiple anchor nodes, and obtains the location of the shearer under the wireless sensor network measurement through the wireless sensor network location solution model. information;
3)倾角传感器固定安装在采煤机的机身上,并且实时测量采煤机机身相对于水平面的倾角信息,并且根据倾角传感器在采煤机机身上的安装位置参数进行倾角信息对采煤机俯仰角和横滚角的转换;固定安装在采煤机机身上的地磁场传感器实时测量采煤机机身所处位置的地球磁场信息,通过对地球磁场方向的测量并根据地球磁极理论进行采煤机的偏航角解算,得到采煤机机身的俯仰角、横滚角以及偏航角的三维姿态信息,确定捷联惯导系统的初始姿态;3) The inclination sensor is fixedly mounted on the fuselage of the shearer, and the inclination information of the shearer body relative to the horizontal plane is measured in real time, and the inclination information is taken according to the installation position parameter of the inclination sensor on the shearer body. The conversion of the pitch angle and the roll angle of the coal machine; the geomagnetic field sensor fixedly mounted on the body of the shearer measures the earth's magnetic field information of the position of the shearer fuselage in real time, and measures the direction of the earth's magnetic field and according to the earth's magnetic pole The theory calculates the yaw angle of the shearer, obtains the three-dimensional attitude information of the pitch angle, roll angle and yaw angle of the shearer fuselage, and determines the initial attitude of the strapdown inertial navigation system;
4)利用捷联惯导系统粗对准后的误差传递模型建立基于位置、姿态误差的状态方程,并根据无线传感器网络确定的初始位置以及倾角传感器与地磁场传感器联合确定的初始姿态建立采煤机机身的位置、姿态组合观测方程;通过利用定位系统的状态方程以及组合观测方程构建采煤机组合定位系统的状态空间模型;4) Using the error transfer model of the strapdown inertial navigation system to establish a state equation based on position and attitude error, and establish coal mining based on the initial position determined by the wireless sensor network and the initial attitude determined by the combination of the tilt sensor and the geomagnetic sensor. The position and attitude combination observation equation of the machine body; the state space model of the shearer combined positioning system is constructed by using the state equation of the positioning system and the combined observation equation;
5)根据组合定位系统的状态方程以及组合观测方程的特性,考虑到观测方程由三个不同的传感器组成,进而构建基于对多传感器的多维联邦卡尔曼滤波模型;通过对状态空间模型的组合滤波,得到组合定位系统下采煤机精确的初始位置和初始姿态信息,并建立准确的捷联惯导位置和姿态误差方程,对捷联惯导系统进行精对准,实现捷联惯导精确初始位姿信息校准,为后面的实时定位过程提供了初始保证,提高了采煤机的定位精度。5) According to the state equation of the combined positioning system and the characteristics of the combined observation equation, it is considered that the observation equation is composed of three different sensors, and then the multi-dimensional federated Kalman filter model based on multi-sensor is constructed; through the combined filtering of the state space model The accurate initial position and initial attitude information of the shearer under the combined positioning system are obtained, and the accurate Strapdown Inertial Position and Attitude Error Equations are established, and the Strapdown Inertial Navigation System is precisely aligned to achieve accurate initial integration of the Strapdown Inertial Navigation System. The calibration of the pose information provides an initial guarantee for the subsequent real-time positioning process, which improves the positioning accuracy of the shearer.
时间同步方法,鉴于组合定位系统是由互不相关的独立传感器系统组合而成,其每个传感器单独对定位主机进行数据传输,因此每个传感器定位主机传输的数据采集时间不同,需要进行多传感器下
的多源数据同步及采集时间配准,使得建立多传感器测量下的观测方程时,观测量能够反应出当前时刻的测量状态,减少由于时间异步产生的观测误差;具体步骤如下:The time synchronization method, in view of the combination positioning system is composed of independent sensor systems that are not related to each other, each sensor separately transmits data to the positioning host, so each sensor positioning host transmits different data acquisition time, and needs multiple sensors Under
Multi-source data synchronization and acquisition time registration, so that when establishing the observation equation under multi-sensor measurement, the observation measurement can reflect the current measurement state and reduce the observation error caused by time asynchronous; the specific steps are as follows:
1)在粗对准过程中,捷联惯导实时采集采煤机静止时刻的加速度和角速度信息,同时在数据采集时将捷联惯导的数据采样时钟信号T0发送给无线传感器网络、倾角传感器以及地磁场传感器的数据采集模块,各数据采集模块通过接收捷联惯导的采样时钟对自身采集的无线传感器网络数据、倾角数据以及地磁场数据进行一个相对时钟计数,分别得到在接收无线传感器网络定位数据、倾角传感器数据以及地磁场数据下的同步采集时间T1、T2和T3;1) In the rough alignment process, the Strapdown inertial navigation acquires the acceleration and angular velocity information of the shearer at rest time, and sends the data sampling clock signal T 0 of the strapdown inertial navigation to the wireless sensor network and the dip in the data acquisition. The data acquisition module of the sensor and the geomagnetic field sensor, each data acquisition module receives a relative clock count of the wireless sensor network data, the dip angle data and the geomagnetic field data collected by the SINS through the sampling clock of the SINS, and respectively obtains the receiving wireless sensor. Network positioning data, tilt sensor data, and synchronous acquisition times T 1 , T 2 , and T 3 under geomagnetic data;
2)无线传感器网络定位数据采集模块经过时间同步后采样得到T1时刻的定位数据,经过判断该定位数据是否有效,假如无效则返回继续采集,有效则对倾角采集模块和地磁场采集模块发送T1时刻同步量测触发信号,并进行无线量测值的接收锁存;2) wireless sensor network positioning data collection module after the time synchronization obtained by sampling position data at time T 1, and if the positioning data is valid after the judgment, if invalid then continue to collect returns, effectively the transmission T of angle acquisition module and the geomagnetic field acquisition module 1 time synchronously measures the trigger signal, and performs receiving and latching of the wireless measurement value;
3)倾角数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身倾角传感器数据采样时刻T2进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,认为T2时刻接收到的倾角测量数据与T1时刻的无线数据同步,并进行倾角量测值的接收锁存,否则对倾角传感器采样数据进行重新采样选取;3) After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the inclination data acquisition module compares and judges with the self-tilt sensor data sampling time T 2 , and considers that when the time difference between the two times is less than an allowable time threshold ε 2 tilt measurement time data received wireless data and synchronization time T 1, and receives the measured value of the tilt latch, otherwise tilt sensor selected re-sampling the sampled data;
4)地磁场数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身地磁场传感器数据采样时刻T3进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,认为T3时刻接收到的地磁场测量数据与T1时刻的无线数据同步,并进行地磁场量测值的接收锁存,否则对地磁场传感器采样数据进行重新采样选取;4) After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the geomagnetic data acquisition module compares with the local geomagnetic sensor data sampling time T 3 , when the time difference between the two times is less than an allowable time threshold ε, T 3 that received time geomagnetic measured data synchronization with the wireless data at time T 1 and the latch receiving measurement value amount field, a geomagnetic sensor or for re-sampling the sampled data selected;
5)根据经过时间同步后的无线传感器网络定位数据、倾角传感器数据以及地磁场传感器数据结合捷联惯导的采样数据进行组合导航系统精对准模型建立,最终实现时间同步下的组合定位系统初始对准。5) Based on the time-synchronized wireless sensor network positioning data, the tilt sensor data and the geomagnetic field sensor data combined with the sampling data of the Strapdown Inertial Navigation System, the integrated alignment system is established, and finally the combined positioning system under time synchronization is realized. alignment.
下面将结合附图对本发明做进一步的详细说明。The invention will be further described in detail below with reference to the accompanying drawings.
实施例1:如图1所示,本发明提出一种井下采煤机捷联惯导系统的组合初始对准系统,该系统主要由固定安装在采煤机(1)机身上的捷联惯导系统(4)、无线传感器网络移动节点(5)、倾角传感器(3)、地磁场传感器(2)以及安装在液压支架(7)上的无线传感器网络锚节点(8)组成,且采煤机骑在刮板输送机(6)上进行往复割煤运动;所述的无线传感器网络锚节点(8)由屏蔽网线进行连接,通过交换机对锚节点进行供电并将无线定位数据传输至定位主机中;所述的捷联惯导系统(4)、倾角传感器(3)、地磁场传感器(2)通过一个无线数据发送模块将定位数据传送至远端的定位主机中。定位主机实时接收来自无线传感器网络的定位数据,通过无线数据传输模块接收来自捷联惯性导航系统、倾角传感器以及地磁场传感器实时测量的数据。Embodiment 1: As shown in FIG. 1 , the present invention provides a combined initial alignment system for a down-saw miner's strap-down inertial navigation system, which is mainly installed by a strap mounted on the fuselage of the shearer (1). The inertial navigation system (4), the wireless sensor network mobile node (5), the tilt sensor (3), the geomagnetic field sensor (2), and the wireless sensor network anchor node (8) mounted on the hydraulic support (7), and The coal machine rides on the scraper conveyor (6) to perform a reciprocating coal cutting movement; the wireless sensor network anchor node (8) is connected by a shielded network cable, and the anchor node is powered by the switch and transmits the wireless positioning data to the positioning. In the host, the strapdown inertial navigation system (4), the tilt sensor (3), and the geomagnetic field sensor (2) transmit the positioning data to the remote positioning host through a wireless data transmitting module. The positioning host receives the positioning data from the wireless sensor network in real time, and receives the data measured in real time from the strapdown inertial navigation system, the tilt sensor and the ground magnetic field sensor through the wireless data transmission module.
捷联惯导系统通过其组成的三轴加速度计和三轴陀螺仪实时测量采煤机机身的加速度和角速度信息,并通过无线数据传输系统传输到定位主机中进行位置姿态解算;无线传感器网络通过安装在液压支架上的锚节点实时接收由移动节点发送的无线定位信号进行测距,并通过无线定位解算模型得到采煤机机身的三维位置信息;地磁场传感器根据测量采煤机机身所在位置的地磁场信号,并且根据地球磁场模型进行采煤机机身偏航角解算。The Strapdown Inertial Navigation System measures the acceleration and angular velocity information of the shearer body in real time through its three-axis accelerometer and three-axis gyroscope, and transmits it to the positioning host through the wireless data transmission system for position and attitude calculation; wireless sensor The network receives the wireless positioning signal transmitted by the mobile node in real time through the anchor node installed on the hydraulic support, and obtains the three-dimensional position information of the shearer body through the wireless positioning solution model; the geomagnetic field sensor is based on the measuring shearer The geomagnetic field signal at the location of the fuselage, and the yaw angle of the shearer fuselage is calculated according to the earth magnetic field model.
如图2所示,一种井下采煤机捷联惯导系统的组合初始对准方法,包括以下步骤:As shown in FIG. 2, a combined initial alignment method of a downhole shearer strapdown inertial navigation system includes the following steps:
步骤1,捷联惯导系统(4)中的三轴加速度计和三轴陀螺仪在采煤机(1)静止时,测量采煤机
的三轴加速度和三轴角速度信息,在经过30s后,利用定位主机对采集到的加速度和角速度数据进行处理,利用重力加速度固定方向、固定大小等特性以及地球自转角速率对捷联惯导性导航测量结果的影响特性,建立采煤机静止时的捷联惯导初始姿态转换矩阵为:Step 1, the three-axis accelerometer and the three-axis gyroscope in the strapdown inertial navigation system (4) measure the shearer when the shearer (1) is stationary
The triaxial acceleration and triaxial angular velocity information are processed by the positioning host after 30 s, and the acceleration acceleration and angular velocity data are processed by the positioning host, and the characteristics such as the fixed direction of gravity acceleration, the fixed size, and the angular velocity of the earth are used for the strapdown inertial property. The influence characteristics of the navigation measurement results are established. The initial attitude transformation matrix of the strapdown inertial navigation when the shearer is stationary is:
其中,γ0、θ0分别捷联惯导粗对准之后的偏航角、横滚角和俯仰角。among them, γ 0 and θ 0 respectively yaw angle, roll angle and pitch angle after the rough alignment of the inertial navigation.
并利用测量得到的数据进行捷联惯导的粗对准,进而得到捷联惯导粗对准下的误差传递模型;And using the measured data to carry out the rough alignment of the strapdown inertial navigation, and then obtain the error transfer model under the rough alignment of the strapdown inertial navigation;
其中,Φt为误差角矩阵。Where Φ t is the error angle matrix.
步骤2,无线传感器网络锚节点(8)实时接收来自移动节点(5)发送的无线信号,通过来自多个锚节点对移动节点无线信号的测量,通过无线传感器网络TDOA/AOA位置解算模型可以得到无线传感器网络测量下的采煤机三维位置信息,写成位置向量可表示为:Step 2: The wireless sensor network anchor node (8) receives the wireless signal transmitted from the mobile node (5) in real time, and measures the wireless signal of the mobile node from multiple anchor nodes, and the TDOA/AOA position solving model can be adopted through the wireless sensor network. The three-dimensional position information of the shearer measured by the wireless sensor network is obtained, and the position vector can be expressed as:
Pwsn=[xwsn ywsn zwsn]P wsn =[x wsn y wsn z wsn ]
步骤3,倾角传感器(3)固定安装在采煤机的机身上,并且实时测量采煤机机身相对于水平面的倾角信息,并且根据倾角传感器在采煤机机身上的安装位置参数进行倾角信息对采煤机俯仰角和横滚角的转换,其中倾角转换矩阵为:Step 3, the inclination sensor (3) is fixedly mounted on the fuselage of the shearer, and the inclination information of the shearer body relative to the horizontal plane is measured in real time, and according to the installation position parameter of the inclination sensor on the shearer body The inclination information is converted to the shearer pitch angle and the roll angle, wherein the inclination conversion matrix is:
式中,γd、θd分别为倾角传感器的测量值。Where γ d and θ d are the measured values of the tilt sensor, respectively.
固定安装在采煤机机身上的地磁场传感器(2)实时测量采煤机机身所处位置的地球磁场信息,通过对地球磁场方向的测量并根据地球磁极理论可以进行采煤机的偏航角解算,偏航角转换矩阵为:The geomagnetic field sensor (2) fixedly mounted on the shearer fuselage measures the earth's magnetic field information of the position of the shearer fuselage in real time, and measures the direction of the earth's magnetic field and can be used to measure the shearer's bias according to the earth's magnetic pole theory. The yaw angle calculation matrix, the yaw angle conversion matrix is:
其中,为地磁传感器解算出的采煤机偏航角。among them, The shearer yaw angle is calculated for the geomagnetic sensor.
进而得到采煤机机身的俯仰角、横滚角以及偏航角的三维姿态观测信息,并实现捷联惯导系统的初始姿态确定;Furthermore, the three-dimensional attitude observation information of the pitch angle, the roll angle and the yaw angle of the shearer body is obtained, and the initial attitude determination of the strapdown inertial navigation system is realized;
步骤4,利用捷联惯导系统粗对准后的误差传递模型建立基于位置、姿态误差的状态方程,在东北天坐标系下,动态误差模型状态方程为In step 4, the state equation based on position and attitude error is established by using the error transfer model after the rough alignment of the strapdown inertial navigation system. In the northeast sky coordinate system, the state equation of the dynamic error model is
式中,t为系统运行时间,为捷联惯导系统误差方程的状态向量,δPT为位置误差,δVnT为速度误差,为姿态误差,εT和分别为陀螺仪零偏和加速度计零偏,F(t)为捷联惯导系统状态转移矩阵,w(t)状态方程的噪声向量。Where t is the system runtime, For the state vector of the error equation of the Strapdown Inertial Navigation System, δP T is the position error, and δV nT is the velocity error. For attitude error, ε T and They are the gyro zero-bias and accelerometer zero-bias, F(t) is the strap-down inertial system state transition matrix, and the w(t) state equation noise vector.
根据无线传感器网络确定的初始位置以及倾角传感器与地磁场传感器联合确定的初始姿态建立采煤机机身的位置、姿态组合观测方程,如下式所示:According to the initial position determined by the wireless sensor network and the initial attitude determined by the tilt sensor and the geomagnetic field sensor, the position and attitude combination observation equation of the shearer fuselage is established, as shown in the following formula:
z(t)=H(t)x(t)+v(t)z(t)=H(t)x(t)+v(t)
式中,H(t)为观测方程传递矩阵,v(t)为观测噪声向量。In the formula, H(t) is the transfer matrix of the observation equation, and v(t) is the observed noise vector.
通过利用定位系统的状态方程以及组合观测方程构建采煤机组合定位系统的状态空间模型;
The state space model of the shearer combined positioning system is constructed by using the state equation of the positioning system and the combined observation equation;
步骤5,根据组合定位系统的状态方程以及组合观测方程的特性,考虑到观测方程由三个不同的传感器组成,进而构建基于对多传感器的多维联邦卡尔曼滤波模型,且卡尔曼滤波模型如下式所示。 Step 5, according to the state equation of the combined positioning system and the characteristics of the combined observation equation, considering that the observation equation is composed of three different sensors, and then constructing a multi-dimensional federated Kalman filter model based on multi-sensor, and the Kalman filter model is as follows Shown.
初始化:initialization:
预测:prediction:
修正:Fix:
Pk|k=(I-KkHk)Pk|k-1
P k|k =(IK k H k )P k|k-1
通过对状态空间模型的组合滤波,得到组合定位系统下采煤机精确的初始位置和初始姿态信息,并建立准确的捷联惯导位置和姿态误差方程,对捷联惯导系统进行精对准,进而实现捷联惯导精确初始位姿信息校准,为后面的实时定位过程提供了初始保证,提高了采煤机的定位精度;Through the combined filtering of the state space model, the accurate initial position and initial attitude information of the shearer under the combined positioning system are obtained, and the accurate strapdown inertial position and attitude error equations are established, and the Strapdown inertial navigation system is precisely aligned. In turn, the accurate initial pose information calibration of the strapdown inertial navigation is realized, which provides an initial guarantee for the subsequent real-time positioning process and improves the positioning accuracy of the shearer;
由图3所示,根据一种井下采煤机捷联惯导系统的组合初始对准方法的时间同步方法,考虑到组合定位系统分别由四个独立工作的传感器组成,传感器之间无电器连接,并且数据独立进行传输至定位主机中,因此需要考虑多传感器之间数据传输时间异步问题,并建立针对时间异步的同步策略,提高组合定位系统的测量精度。As shown in FIG. 3, according to the time synchronization method of the combined initial alignment method of the downhole miner system of the downhole shearer, it is considered that the combined positioning system is composed of four independently operated sensors, and there is no electrical connection between the sensors. And the data is independently transmitted to the positioning host, so it is necessary to consider the asynchronous problem of data transmission time between the multiple sensors, and establish a synchronization strategy for time asynchronous, and improve the measurement accuracy of the combined positioning system.
在粗对准过程中,捷联惯导实时采集采煤机静止时刻的加速度和角速度信息,同时在数据采集时将捷联惯导的数据采样时钟信号T0发送给无线传感器网络、倾角传感器以及地磁场传感器的数据采集模块,各数据采集模块通过接收捷联惯导的采样时钟对自身采集的无线传感器网络数据、倾角数据以及地磁场数据进行一个相对时钟计数,分别得到在接收无线传感器网络定位数据、倾角传感器数据以及地磁场数据下的同步采集时间T1、T2和T3;In the rough alignment process, the Strapdown inertial navigation acquires the acceleration and angular velocity information of the shearer at rest time, and sends the data sampling clock signal T 0 of the strapdown inertial navigation to the wireless sensor network, the tilt sensor and the data acquisition. The data acquisition module of the geomagnetic field sensor, each data acquisition module receives a relative clock count of the wireless sensor network data, the dip angle data and the geomagnetic field data collected by the SINS through the sampling clock of the SINS, and respectively obtains the positioning of the wireless sensor network in the receiving wireless sensor. Data, tilt sensor data, and simultaneous acquisition times T 1 , T 2 , and T 3 under geomagnetic data;
无线传感器网络定位数据采集模块经过时间同步后采样得到T1时刻的定位数据Pwsn(T1),经过判断该定位数据是否有效,假如无效则返回继续采集,有效则对倾角采集模块和地磁场采集模块发送T1时刻同步量测触发信号,并进行无线量测值的接收锁存;Wireless sensor network localization data acquisition module after the time synchronization obtained by sampling position data at time T 1 is P wsn (T 1), if the positioning data is valid after the judgment, if invalid then continue to collect returns, it is valid for tilt angle acquisition module and geomagnetic acquisition means for transmitting the synchronization time T 1 measurement trigger signal, and latches the received radio measurement value;
倾角数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身倾角传感器数据采样时刻T2进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,即T2-T1<ε,认为T2时刻接收到的倾角测量数据与T1时刻的无线数据同步,并进行倾角量测值的接收锁存,否则对倾角传感器采样数据进行重新采样选取;After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the inclination data acquisition module compares with the self-tilt sensor data sampling time T 2 , and when the time difference between the two times is less than an allowable time threshold ε, that is, T 2 - T 1 < ε, it is considered that the inclination measurement data received at time T 2 is synchronized with the wireless data at time T 1 , and the inclination measurement value is performed. Receive latch, otherwise resample the tilt sensor sample data;
地磁场数据采集模块在接收到无线传感器网络采集模块发送的T1同步信号后,与自身地磁场传感器数据采样时刻T3进行比较判断,当两时刻时间差小于一个允许的时间阈值ε时,即T3-T1<ε,认为T3时刻接收到的地磁场测量数据与T1时刻的无线数据同步,并进行地磁场量测值的接收锁存,否则对地磁场传感器采样数据进行重新采样选取;After receiving the T 1 synchronization signal sent by the wireless sensor network acquisition module, the geomagnetic data acquisition module compares with the local geomagnetic sensor data sampling time T 3 , and when the time difference between the two times is less than an allowable time threshold ε, that is, T 3 -T 1 <ε, it is considered that the geomagnetic field measurement data received at time T 3 is synchronized with the wireless data at time T 1 and the geomagnetic field measurement value is performed. Receiving latch, otherwise re-sampling the sampling data of the geomagnetic field sensor;
根据经过时间同步后的无线传感器网络定位数据、倾角传感器数据以及地磁场传感器数据结合捷联惯导的采样数据进行组合导航系统精对准模型建立,最终实现时间同步下的组合定位系统初始对准。
According to the time-synchronized wireless sensor network positioning data, the tilt sensor data and the geomagnetic field sensor data combined with the sampling data of the Strapdown Inertial Navigation System, the integrated navigation system fine alignment model is established, and finally the initial alignment of the combined positioning system under time synchronization is realized. .