铁道学报
鐵道學報
철도학보
Journal of the China Railway Society
2015年
11期
30-36
,共7页
刘文强%刘志刚%耿肖%韩志伟
劉文彊%劉誌剛%耿肖%韓誌偉
류문강%류지강%경초%한지위
均值漂移%粒子滤波%接触网%导高%拉出值%检测
均值漂移%粒子濾波%接觸網%導高%拉齣值%檢測
균치표이%입자려파%접촉망%도고%랍출치%검측
mean shift%particle filter%catenary%conductor height%stagger%detection
随着高速铁路6C 检测监测系统技术规范的提出,基于视觉技术的非接触式接触网检测方法越来越受到业内研究人员的重视。为提高接触线上激光斑点跟踪定位的实时性以及测量值的准确性,提出了一种基于均值漂移和粒子滤波算法的接触网几何参数检测的新方法。首先,基于灰度颜色直方图特征分布和接触网“之”字形架构建立光斑目标模型;其次,利用聚类方法对粒子进行聚类,以聚类中心为起点运用均值漂移算法进行迭代计算,对迭代计算的结果利用粒子滤波算法得到光斑目标的图像坐标;然后,将激光斑点在图像坐标系下的坐标进行空间变换,得出接触线的几何参数导高和拉出值在世界坐标系下的测量值。最后,结合检测车在某供电段测试区的实际运行数据,验证了该方法的实时性和准确性。
隨著高速鐵路6C 檢測鑑測繫統技術規範的提齣,基于視覺技術的非接觸式接觸網檢測方法越來越受到業內研究人員的重視。為提高接觸線上激光斑點跟蹤定位的實時性以及測量值的準確性,提齣瞭一種基于均值漂移和粒子濾波算法的接觸網幾何參數檢測的新方法。首先,基于灰度顏色直方圖特徵分佈和接觸網“之”字形架構建立光斑目標模型;其次,利用聚類方法對粒子進行聚類,以聚類中心為起點運用均值漂移算法進行迭代計算,對迭代計算的結果利用粒子濾波算法得到光斑目標的圖像坐標;然後,將激光斑點在圖像坐標繫下的坐標進行空間變換,得齣接觸線的幾何參數導高和拉齣值在世界坐標繫下的測量值。最後,結閤檢測車在某供電段測試區的實際運行數據,驗證瞭該方法的實時性和準確性。
수착고속철로6C 검측감측계통기술규범적제출,기우시각기술적비접촉식접촉망검측방법월래월수도업내연구인원적중시。위제고접촉선상격광반점근종정위적실시성이급측량치적준학성,제출료일충기우균치표이화입자려파산법적접촉망궤하삼수검측적신방법。수선,기우회도안색직방도특정분포화접촉망“지”자형가구건립광반목표모형;기차,이용취류방법대입자진행취류,이취류중심위기점운용균치표이산법진행질대계산,대질대계산적결과이용입자려파산법득도광반목표적도상좌표;연후,장격광반점재도상좌표계하적좌표진행공간변환,득출접촉선적궤하삼수도고화랍출치재세계좌표계하적측량치。최후,결합검측차재모공전단측시구적실제운행수거,험증료해방법적실시성화준학성。
With the publishing of 6C technology specification for high-speed rail detection monitoring system, the non-contact detection methods based on visual technologies for catenary system have received attention from researchers in the industry.To improve the real-time performance of tracking and positioning of laser spot on the contact line and the accuracy of the measured values,a new detection method for geometrical parameters of catenary system based on the mean shift and particle filter algorithm was proposed.Firstly,the model of laser spot target was established according to the feature distribution of gray color histogram and “Zigzag”structure of the catenary system.Secondly,the particles were clustered using the clustering method while iterative calcu-lation was conducted under the mean shift algorithm with cluster center as a starting point.The image coordi-nates of spot target were located by applying the particle filter algorithm for the iterative calculation results. Then,space transformation was conducted for the coordinates of laser spots in the image coordinate system to obtain the conductor height and stagger measurement values of catenary geometrical parameters in the world-coordinate system.Finally,the real-time performance and accuracy of the proposed method was verified based on the real operation data of detection vehicle in the test segment of a traction power supply section.