哈尔滨工程大学学报
哈爾濱工程大學學報
합이빈공정대학학보
JOURNAL OF HARBIN ENGINEERING UNIVERSITY
2014年
5期
580-584
,共5页
孙宇嘉%王晓鸣%贾方秀%于纪言
孫宇嘉%王曉鳴%賈方秀%于紀言
손우가%왕효명%가방수%우기언
人工智能%检测技术%特征提取%分类器设计%封锁雷%信号处理%加速度传感器%姿态识别%运动监测%防排系统
人工智能%檢測技術%特徵提取%分類器設計%封鎖雷%信號處理%加速度傳感器%姿態識彆%運動鑑測%防排繫統
인공지능%검측기술%특정제취%분류기설계%봉쇄뢰%신호처리%가속도전감기%자태식별%운동감측%방배계통
artificial intelligence%recognition technology%character abstraction%classifier design%blockage mine%signal processing%accelerometer%posture recognition%movement monitoring%anti removal system
针对封锁雷在无人值守状态下如何有效防止敌方排雷动作,延长自身对目标区域的封锁控制时间的问题,采用三轴 MEMS 加速度传感器构建一种新型的封锁雷智能防排系统。设计试验采集封锁雷静止姿态和运动状态特征信号,采用 SMA 和 DSVM 算法对特征信号进行分析,提取特征参数,设计二叉决策树特征分类器,利用特征信号对分类器进行参数训练。试验结果表明,建立的封锁雷智能防排系统针对5种静止姿态和3种运动状态具有较好的识别率,所建系统有效可行。
針對封鎖雷在無人值守狀態下如何有效防止敵方排雷動作,延長自身對目標區域的封鎖控製時間的問題,採用三軸 MEMS 加速度傳感器構建一種新型的封鎖雷智能防排繫統。設計試驗採集封鎖雷靜止姿態和運動狀態特徵信號,採用 SMA 和 DSVM 算法對特徵信號進行分析,提取特徵參數,設計二扠決策樹特徵分類器,利用特徵信號對分類器進行參數訓練。試驗結果錶明,建立的封鎖雷智能防排繫統針對5種靜止姿態和3種運動狀態具有較好的識彆率,所建繫統有效可行。
침대봉쇄뢰재무인치수상태하여하유효방지활방배뢰동작,연장자신대목표구역적봉쇄공제시간적문제,채용삼축 MEMS 가속도전감기구건일충신형적봉쇄뢰지능방배계통。설계시험채집봉쇄뢰정지자태화운동상태특정신호,채용 SMA 화 DSVM 산법대특정신호진행분석,제취특정삼수,설계이차결책수특정분류기,이용특정신호대분류기진행삼수훈련。시험결과표명,건립적봉쇄뢰지능방배계통침대5충정지자태화3충운동상태구유교호적식별솔,소건계통유효가행。
In order to prevent the blockage mine from being eliminated by the enemy in the unattended operation state and to postpone the work time in the target area,a novel intelligent anti removal system for blockage mines based on a tri-axis MEMS accelerometer was established. An experiment was designed to acquire the characteristic signal of the blockage mine including the static posture and the dynamic state. The SMA and DSVM algorithms were introduced to analyze the characteristic signal and abstract the character parameters. A binary decision tree charac-ter classifier was designed based on these parameters and the parameter of the classifier was trained from the charac-teristic signal. The verification experiment results show that the recognition accuracy of the blockage mine′s five static postures and three dynamic processes is relatively high and as a result the established system is effective and feasible.