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基于VR設備中IMU的頭部姿態(tài)感知算法研究
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蘇州熱工研究院有限公司 設備管理部

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TP398

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國家科技重大專(zhuān)項(2018ZX06906012)-高溫堆示范工程可靠運行技術(shù)研究課題運行可靠性關(guān)鍵設備保障技術(shù)研究子課題


Head Attitude Sensing Algorithm based on an IMU in VR Device
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    摘要:

    隨著(zhù)頭戴式顯示設備的發(fā)展,基于虛擬現實(shí)(Virtual Reality,VR)的教育培訓隨之流行開(kāi)來(lái)。在基于VR設備的教育培訓中,存在用戶(hù)與設備間進(jìn)行交互的場(chǎng)景。在這些場(chǎng)景中,VR設備對使用者頭部姿態(tài)的感知尤為重要。為了保證較高的姿態(tài)解算精度,同時(shí)降低系統的計算量,設計了四種基于頭戴式慣性測量單元(Inertial Measurement Unit,IMU)的姿態(tài)解算方法,并對比了這四種算法的姿態(tài)解算精度和運算效率。實(shí)驗結果表明,相比于其他三種算法,使用四元數微分方程的三階泰勒展開(kāi)遞推式更新四元數,同時(shí)利用間接擴展卡爾曼濾波器融合地磁信息進(jìn)行修正的姿態(tài)解算方法保證了較高的解算精度和較少的運算時(shí)間。該基于地磁修正+三階泰勒展開(kāi)法的頭部姿態(tài)感知算法計算所得歐拉角與SBG公司生產(chǎn)的IG-500N型號IMU中提供的姿態(tài)角具有1.1×10-2度的總體平均偏差,且該算法使用MATLAB R2013a平臺計算14000組數據的耗時(shí)為5.1秒。

    Abstract:

    With the development of head-mounted display devices, education and training based on virtual reality (VR) become popular. For education and training based on VR devices, there are interaction behaviors between users and devices. In these scenarios, it is particularly important for the VR devices to sensing the attitude of users. In order to ensure high-accuracy attitude resolution and reduce the systematic calculating cost, four attitude resolution methods based on the head-mounted inertial measurement unit (IMU) are designed in this paper. The comparison experiments of the four algorithms are given to evaluate their accuracy and efficiency. The experimental results demonstrate that the algorithm using third-order Taylor expansion recursive method to calculate the quaternion and the indirect extended Kalman filter to fuse the geomagnetic information outperforms the other three algorithms for the highest accuracy and the least operation time. The Euler angle calculated by the head attitude sensing algorithm based on the geomagnetic correction + third-order Taylor expansion method has an overall average deviation of 1.1 × 10-2 degrees from the attitude angle provided by the IG-500N IMU produced by SBG corporation, and the the time consumption of the algorithm is 5.1 seconds when 14000 sets of data are computed using MATLAB R2013a platform.

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張雁鵬,高建勇,周志杰.基于VR設備中IMU的頭部姿態(tài)感知算法研究計算機測量與控制[J].,2020,28(12):139-143.

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  • 收稿日期:2020-04-13
  • 最后修改日期:2020-05-24
  • 錄用日期:2020-05-25
  • 在線(xiàn)發(fā)布日期: 2020-12-15
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