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基于分层学习的四足机器人运动自适应控制模型 被引量:4
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作者 崔俊文 刘自红 +2 位作者 石磊 刘福强 乐玉 《计算机测量与控制》 2020年第1期105-110,共6页
针对四足机器人面对腿部损伤无法继续有效自主运作的问题,提出一种基于分层学习的自适应控制模型;该模型结构由上层状态策略控制器(SDC)和下层基础运动控制器(BDC)组成;SDC对机器人腿部及姿态进行决策并选择运动子策略,BDC子运动策略表... 针对四足机器人面对腿部损伤无法继续有效自主运作的问题,提出一种基于分层学习的自适应控制模型;该模型结构由上层状态策略控制器(SDC)和下层基础运动控制器(BDC)组成;SDC对机器人腿部及姿态进行决策并选择运动子策略,BDC子运动策略表达该状态下机器人的运动行为;在Unity3D中构建反关节多自由度的四足机器人,训练多种腿部受损状况的BDC子运动策略,BDC成熟后20s周期随机腿部受损并训练SDC;该模型控制流程为SDC监测机器人状态,激活BDC策略,BDC输出期望关节角度,最后由PD控制器进行速度控制;其实现机器人在腿部受损后自我适应继续保持运作;仿真与实验结果表明,该控制模型能在机器人损伤后能自我快速、稳定调整运动策略,并保证运动的连贯性及柔和性。 展开更多
关键词 分层学习 深度强化学习 四足机器人 部分马尔可夫决策 步态控制 机构失效
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Analysis of the Wenchuan Ms8.0 Earthquake's Co-seismic Stress and Displacement Change by Using the Finite Element Method 被引量:9
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作者 SUN Dongsheng WANG Lianjie +3 位作者 WANG Hongcai MA Yinsheng ZHOU Chunjing cui junwen 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2013年第4期1120-1128,共9页
The variation of in situ stress before and after earthquakes is an issue studied by geologists. In this paper, on the basis of the fault slip dislocation model of Wenchuan Ms8.0 earthquake, the changes of co-seismic d... The variation of in situ stress before and after earthquakes is an issue studied by geologists. In this paper, on the basis of the fault slip dislocation model of Wenchuan Ms8.0 earthquake, the changes of co-seismic displacement and the distribution functions of stress tensor around the Longmen Shan fault zone are calculated. The results show that the co-seismic maximum surface displacement is 4.9 m in the horizontal direction and 6.5 m in the vertical direction, which is almost consistent with the on-site survey and GPS observations. The co-seismic maximum horizontal stress in the hanging wall and footwall decreased sharply as the distance from the Longmen Shan fault zone increased. However, the vertical stress and minimum horizontal stress increased in the footwall and in some areas of the hanging wall. The study of the co-seismic displacement and stress was mainly focused on the long and narrow region along the Longmen Shan fault zone, which coincides with the distribution of the earthquake aftershocks. Therefore, the co-seismic stress only affects the aftershocks, and does not affect distant faults and seismic activities. The results are almost consistent with in situ stress measurements at the two sites before and after Wenchuan Ms8.0 earthquake. Along the fault plane, the co-seismic shear stress in the dip direction is larger than that in the strike direction, which indicates that the faulting mechanism of the Longmen Shan fault zone is a dominant thrust with minor strike-slipping. The results can be used as a reference value for future studies of earthquake mechanisms. 展开更多
关键词 Wenchuan Ms8.0 earthquake co-seismic stress field co-seismic displacement field finiteelement method in sitn stress measurement
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Formation of the Neoproterozoic Rifting Depression Groups of the Tarim Basin and its Hydrocarbon Potential: Responded to the Initial Opening of the Proto-Tethy Ocean
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作者 HE Bizhu JIAO Cunli +10 位作者 LIU Ruohan HUANG Taizhu CAI Zhihui CAO Zicheng YUN Xiaorui Lan Mingjie JIANG Zhongzheng ZHU Ding YANG Yujie cui junwen HAO Guangming 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2020年第S01期16-16,共1页
The largest and superimposed Tarim basin developed on the one of the three bigger craton, Tarim Craton, in China.The early Paleozoic is the heyday of its development and cratonization, and then changes to the differen... The largest and superimposed Tarim basin developed on the one of the three bigger craton, Tarim Craton, in China.The early Paleozoic is the heyday of its development and cratonization, and then changes to the different property basin. The reserved sedimentary strata of Neoproterozoicare recognized mainly in the local of outcrops periphery orogenic belts, but drilling core in the basin reveals them seldom. The proto-type of the initial Tarim Basinis always a mystery. The vast desert, hugethickness of sedimentary strata, multiple tectonic movements, and a low quality of deep data are the keys to getting to know him. We comprehensive field outcrops, wells, seismic reflection profiles with higher SNRs and aeromagnetic data, recognized about 20 normal fault-controlled rifting depressions of the Cryogenian and Ediacaran, which scattered throughout the basin, and developed on the Precambrian metamorphic and crystalline basement. The structural framework is clearly different from that of the overlying Phanerozoic. The rifting depressions consist of mainly half grabens, symmetrical troughs and horst-grabens. From the northeast to southwest of the basin, they are divided into three rifting depression groups(RDG)with the WNW, ENE, and NW-trends that are mainly controlled by normal faults. From the Cryogenian to Ediacaran, most of the main inherited faults to active and eventually ceased at the end of the Ediacaran or Early Cambrian, while subsidence centers appeared and migrated eastward along the faults. They formed under the NNESSW oriented and NNW-SSE-oriented extensional paleo-stress fields(relative to the present) during the Neoproterozoic, and were accompanied by clockwise shearing. According to the analysis of the activities of syn-sedimentary faults, filling sediments, magmatic events, and coordination with aeromagnetic anomalies, the tectonic properties of the fault depressions are different and are primarily continental rifts or intra-continental fault-controlled basins. The formation of the rifting depression was associated with the initial opening of the South Altun-West Kunlun Ocean and the South Tianshan Ocean, which were located at the northern and southern margins of the Tarim Block, respectively, in response to the break-up of the Supercontinent Rodinia and the initial opening of the Proto-Tethys Ocean.Inthe RDG developedfluvial, shallow marine and carbonate platform facies, accompanied with multiple phases of magma activities and glaciations during the Cryogenian and Ediacaran. The structural architectures of interfaces between the Neoproterozoic and Cambrian are mainly angular and parallel unconformities in the RDG. Over the parallel unconformities in the RDGs are beneficial for the organic-rich and/or phosphorites of the Yuertus Formation of the Lower Cambrian. The main fault belts of RDGs also controlled the small platform margin and slope break belt of in the Cambrian. The Neoproterozoic and the Lower Cambrian petroleum systems of the basin might be controlled by the RDGs in the initiation of the Tarimcraton. 展开更多
关键词 rifting depression group unconformity between the Neoproterozoic and Cambrian Petroleum system Tarim Basin Proto-Tethy Ocean
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Three-dimensional in situ stress determination by anelastic strain recovery and its application at the Wenchuan Earthquake Fault Scientific Drilling Hole-1(WFSD-1) 被引量:11
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作者 SUN DongSheng LIN WeiRen +4 位作者 cui junwen WANG HongCai CHEN QunCe MA YinSheng WANG LianJie 《Science China Earth Sciences》 SCIE EI CAS 2014年第6期1212-1220,共9页
In situ stress state becomes more and more significant with in-depth research on geodynamics and energy development.However,there has not been an economic and effective method developed to determine deep three-dimensi... In situ stress state becomes more and more significant with in-depth research on geodynamics and energy development.However,there has not been an economic and effective method developed to determine deep three-dimensional in situ stress.The Anelastic Strain Recovery(ASR)method is a newly developed technique that can determine three-dimensional in situ stresses.After the 12 May 2008 Ms8.0 Wenchuan earthquake,the ASR method was used for the first time in China's Mainland to measure the in situ stresses in the WFSD scientific boreholes in Sichuan Province,China.In this paper,the basic procedure of the ASR method is introduced in detail and the compliances of ASR for boring cores are investigated.The results show that the maximum principal stress direction was NW64°at a measured depth(MD)of 1173 m(vertical depth 1151 m)in WFSD-1.The ratio of shear mode to the volume mode compliance of ASR was 2.9.And the three principal stresses at 1173 m MD in WFSD-1are 43,28 and 25 MPa.Combined with stress measurement results determined using other in situ measurement methods along the Longmenshan fault zone,the directions of the maximum horizontal principal stress changes from E-W to NEE-SWW to NWW-SEE when moving from NE to SW along the Longmenshan fault zone.This change is in agreement with the stress regime of the Longmenshan fault zone of the Wenchuan Earthquake,which supports a stress regime consisting predominantly of thrusts in the southwest and strike-slip in the northeast. 展开更多
关键词 Wenchuan earthquake anelastic strain recovery compliance of anelastic strain recovery three-dimensional in situ stress scientific borehole
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