首页 > 最新文献

Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS最新文献

英文 中文
A Wheel and Vehicle Mobility Index Based on Traction and Velocity for Optimization of Mobility Performance 一种基于牵引力和速度的车轮和车辆机动性能优化指标
Pub Date : 2022-10-10 DOI: 10.56884/zofe8973
V. Vantsevich, D. Gorsich, M. Ghasemi, L. Moradi
In this paper, two new indices for wheel and vehicle mobility performance suitable for mobility performance optimization are proposed based on the wheel circumferential forces and the vehicle actual linear velocity. The indices are intended for on-the go assessment of mobility for autonomous real-time optimization of wheel power distribution. The wheel mobility performance (WMP) characterizes the mobility performance of a wheel in terms of its traction and velocity with regard to a potential but unachievable maximum. The index is extended to a vehicle with a given number of drive wheels, where the traction characteristics and theoretical velocities may be different at each wheel, as the vehicle mobility performance (VMP). The VMP index is demonstrated through a simulated comparison of multiple driveline configurations of a 4x4 vehicle on different terrains to the optimal value. The optimal mobility is computed through an objective function with the use of Lagrange Multipliers which determine the optimal distribution of vehicle forces and slippages which achieve optimal mobility.
本文以车轮周向力和车辆实际线速度为基础,提出了两项适用于机动性能优化的车轮和车辆机动性能指标。这些指标旨在对车辆的移动性能进行实时评估,以实现车轮动力分配的自动优化。车轮移动性能(WMP)是指车轮在潜在但无法实现的最大值下的牵引力和速度的移动性能。将该指标扩展到具有给定数量驱动轮的车辆,其中每个车轮的牵引特性和理论速度可能不同,作为车辆移动性能(VMP)。通过对一辆4x4车辆在不同地形上的多种传动系统配置进行模拟比较,证明了VMP指数的最优值。利用拉格朗日乘法器通过目标函数计算出最优的机动性,该目标函数确定了实现最优机动性的车辆力和滑移的最佳分布。
{"title":"A Wheel and Vehicle Mobility Index Based on Traction and Velocity for Optimization of Mobility Performance","authors":"V. Vantsevich, D. Gorsich, M. Ghasemi, L. Moradi","doi":"10.56884/zofe8973","DOIUrl":"https://doi.org/10.56884/zofe8973","url":null,"abstract":"In this paper, two new indices for wheel and vehicle mobility performance suitable for mobility performance optimization are proposed based on the wheel circumferential forces and the vehicle actual linear velocity. The indices are intended for on-the go assessment of mobility for autonomous real-time optimization of wheel power distribution. The wheel mobility performance (WMP) characterizes the mobility performance of a wheel in terms of its traction and velocity with regard to a potential but unachievable maximum. The index is extended to a vehicle with a given number of drive wheels, where the traction characteristics and theoretical velocities may be different at each wheel, as the vehicle mobility performance (VMP). The VMP index is demonstrated through a simulated comparison of multiple driveline configurations of a 4x4 vehicle on different terrains to the optimal value. The optimal mobility is computed through an objective function with the use of Lagrange Multipliers which determine the optimal distribution of vehicle forces and slippages which achieve optimal mobility.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121894800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study of Passive Steering Mechanism for Mars Surface Exploration Rovers 火星表面探测车被动转向机构研究
Pub Date : 2022-10-10 DOI: 10.56884/rdkv9886
Asahi Oe, Shinitiro Nishida, Shintaro Nakatani
In planetary exploration, rovers are used to move across the surface to obtain high-resolution topographic elevation maps, as well as to conduct mining and rock sampling. However, because of the harsh planetary environment, surface exploration poses many technical challenges. In this study, we assume an unmanned exploration rover that is small enough to be carried on a Japanese launch vehicle, and its weight is limited by the payload capacity of the launch vehicle. It is also important that the rover is not prone to failure. The surface of Mars is covered with fine sand called regolith, and this sand can get between the mechanisms and cause them to fail. Therefore, a rover with lightweight and simple mechanisms is needed. In addition, Mars has a large slope, and there are not only rocky terrain but also uneven terrain such as depressions and craters. For smooth exploration, the rover must travel a safe and efficient path to avoid tipping over or getting stuck. However, wheel slippage on the regolith makes it difficult to follow the target path precisely and can result in getting stuck. If an active steering mechanism is omitted in order to configure a simple and lightweight traveling system, and if the path following is attempted to be performed by the difference in rotation speed between left and right traveling mechanisms such as wheels and crawlers when traveling on a curved path, the ground of the traveling system is forced to skid, which places a severe load on the traveling system. Therefore, this study proposes a lightweight, simple, and passive mechanism that reduces skidding and provides good path-following performance. The proposed mechanism uses a passive Ackermann mechanism without actuators, and the steering is performed by the difference in rotational speed between the left and right wheels. Since there is no actuator for steering, the mechanism is lightweight and simple. In order to suppress steering in unintended directions, a weak spring is added in the direction that returns the steering angle to a straight line. This paper describes the results of a prototype wheeled rover mechanism incorporating the proposed mechanism in the size assumed and confirming its ability to follow a target path by running experiments on soil simulating the surface of Mars. The experimental results show that the proposed mechanism has a higher ability to follow the target path than a rover without a steering mechanism. In addition, the rover's ability to follow the target path was improved by correcting the steering angle with respect to the rotational speeds of the left and right wheels.
在行星探测中,探测车被用来在地表移动,以获得高分辨率的地形高程图,并进行采矿和岩石取样。然而,由于恶劣的行星环境,地表探测带来了许多技术挑战。在本研究中,我们假设无人探测车足够小,可以由日本运载火箭携带,其重量受到运载火箭有效载荷能力的限制。同样重要的是,漫游者不容易出现故障。火星表面覆盖着一层被称为风化层的细沙,这些沙子可以挡在机器之间,导致它们失灵。因此,需要一种轻便、机构简单的探测车。此外,火星坡度较大,不仅有岩石地形,还有洼地、环形山等不平坦地形。为了顺利探索,探测车必须走一条安全有效的路线,以避免翻车或被卡住。然而,车轮在风化层上的打滑使其难以精确地跟随目标路径,并可能导致卡住。如果为了配置一个简单轻便的行走系统而忽略主动转向机构,并且在弯曲路径上行驶时试图通过左右行走机构(如车轮和履带)之间的转速差异来进行路径跟随,则行走系统的地面将被迫打滑,这将给行走系统带来严重的负荷。因此,本研究提出了一种轻量级、简单和被动的机制,可以减少打滑并提供良好的路径跟踪性能。所提出的机构采用无致动器的被动阿克曼机构,并通过左右轮之间的转速差来实现转向。由于没有舵机,该机构重量轻,结构简单。为了抑制在非预期方向上的转向,在使转向角返回直线的方向上增加了一个弱弹簧。本文描述了一个原型轮式漫游车机构的结果,该机构采用了假设的尺寸,并通过在模拟火星表面的土壤上进行实验,证实了它遵循目标路径的能力。实验结果表明,该机构比没有转向机构的探测车具有更高的跟踪目标路径的能力。此外,通过根据左右车轮的转速修正转向角度,探测器跟踪目标路径的能力得到了提高。
{"title":"Study of Passive Steering Mechanism for Mars Surface Exploration Rovers","authors":"Asahi Oe, Shinitiro Nishida, Shintaro Nakatani","doi":"10.56884/rdkv9886","DOIUrl":"https://doi.org/10.56884/rdkv9886","url":null,"abstract":"In planetary exploration, rovers are used to move across the surface to obtain high-resolution topographic elevation maps, as well as to conduct mining and rock sampling. However, because of the harsh planetary environment, surface exploration poses many technical challenges. In this study, we assume an unmanned exploration rover that is small enough to be carried on a Japanese launch vehicle, and its weight is limited by the payload capacity of the launch vehicle. It is also important that the rover is not prone to failure. The surface of Mars is covered with fine sand called regolith, and this sand can get between the mechanisms and cause them to fail. Therefore, a rover with lightweight and simple mechanisms is needed. In addition, Mars has a large slope, and there are not only rocky terrain but also uneven terrain such as depressions and craters. For smooth exploration, the rover must travel a safe and efficient path to avoid tipping over or getting stuck. However, wheel slippage on the regolith makes it difficult to follow the target path precisely and can result in getting stuck. If an active steering mechanism is omitted in order to configure a simple and lightweight traveling system, and if the path following is attempted to be performed by the difference in rotation speed between left and right traveling mechanisms such as wheels and crawlers when traveling on a curved path, the ground of the traveling system is forced to skid, which places a severe load on the traveling system. Therefore, this study proposes a lightweight, simple, and passive mechanism that reduces skidding and provides good path-following performance. The proposed mechanism uses a passive Ackermann mechanism without actuators, and the steering is performed by the difference in rotational speed between the left and right wheels. Since there is no actuator for steering, the mechanism is lightweight and simple. In order to suppress steering in unintended directions, a weak spring is added in the direction that returns the steering angle to a straight line. This paper describes the results of a prototype wheeled rover mechanism incorporating the proposed mechanism in the size assumed and confirming its ability to follow a target path by running experiments on soil simulating the surface of Mars. The experimental results show that the proposed mechanism has a higher ability to follow the target path than a rover without a steering mechanism. In addition, the rover's ability to follow the target path was improved by correcting the steering angle with respect to the rotational speeds of the left and right wheels.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130967935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Semi-Active Reinforcement Learning Suspension Control for the Off-Road Vehicles 越野车半主动强化学习悬架控制
Pub Date : 2022-10-10 DOI: 10.56884/bcor8152
Ye Zhuang, Haojie Sun, Yingchun Qi, Weiguang Fan, Hui Ye
Vertical vibration of the terrain vehicle involves its comfort, maneuverability, and fatigue life of the key components. The type of road surface encountered by the vehicle is very complex and difficult to measure. Besides, the damper system has a strong non-linearity, which makes the design of the vehicle suspension controller difficult. Compared with the active suspension, the semiactive suspension has the advantages of low energy consumption and high safety, therefore this paper uses semi-active magneto-rheological damper and reinforcement learning technology, from the comfort point of view, to solve the suspension random optimal control problem. It is expected to improve the comfort of the terrain-vehicle with intelligent, low-power control method. This paper applies Gaussian Process (GP) technology to learn and model the nonlinear part of the terrain vehicle system, and then carries out the design of the reinforcement learning control strategy, establishes a linear control law with the suspension deflection, the sprung mass velocity, and the unsprung mass velocity as the feedback variables. The introduced reinforcement learning algorithm learns the appropriate feedback gain during the interaction process with the system, and then uses the learned feedback gain to carry out system simulation and experimental analysis. The paper compares the reinforcement learning algorithm with other classical semi-active control algorithms under the input of random, bump and sinusoidal pavement, and the analysis results show that the reinforcement learning algorithm introduced in the paper has excellent control effect in the full frequency band and can provide good comfort for terrain vehicles under the condition of low power consumption.
地形车的垂直振动问题涉及到车辆的舒适性、操纵性和关键部件的疲劳寿命。车辆所遇到的路面类型非常复杂,难以测量。此外,阻尼系统具有较强的非线性,这给车辆悬架控制器的设计带来了困难。与主动悬架相比,半主动悬架具有能耗低、安全性高等优点,因此本文采用半主动磁流变阻尼器和强化学习技术,从舒适性的角度出发,解决悬架随机最优控制问题。期望通过智能化、低功耗的控制方法来提高地面车辆的舒适性。本文应用高斯过程(GP)技术对地形车辆系统的非线性部分进行学习和建模,然后进行强化学习控制策略的设计,建立了以悬架挠度、簧载质量速度和非簧载质量速度为反馈变量的线性控制律。引入的强化学习算法在与系统交互过程中学习到适当的反馈增益,然后利用学习到的反馈增益进行系统仿真和实验分析。在随机、颠簸和正弦路面输入下,将强化学习算法与其他经典半主动控制算法进行比较,分析结果表明,本文引入的强化学习算法在全频段内具有优异的控制效果,在低功耗条件下可以为地形车辆提供良好的舒适性。
{"title":"Semi-Active Reinforcement Learning Suspension Control for the Off-Road Vehicles","authors":"Ye Zhuang, Haojie Sun, Yingchun Qi, Weiguang Fan, Hui Ye","doi":"10.56884/bcor8152","DOIUrl":"https://doi.org/10.56884/bcor8152","url":null,"abstract":"Vertical vibration of the terrain vehicle involves its comfort, maneuverability, and fatigue life of the key components. The type of road surface encountered by the vehicle is very complex and difficult to measure. Besides, the damper system has a strong non-linearity, which makes the design of the vehicle suspension controller difficult. Compared with the active suspension, the semiactive suspension has the advantages of low energy consumption and high safety, therefore this paper uses semi-active magneto-rheological damper and reinforcement learning technology, from the comfort point of view, to solve the suspension random optimal control problem. It is expected to improve the comfort of the terrain-vehicle with intelligent, low-power control method. This paper applies Gaussian Process (GP) technology to learn and model the nonlinear part of the terrain vehicle system, and then carries out the design of the reinforcement learning control strategy, establishes a linear control law with the suspension deflection, the sprung mass velocity, and the unsprung mass velocity as the feedback variables. The introduced reinforcement learning algorithm learns the appropriate feedback gain during the interaction process with the system, and then uses the learned feedback gain to carry out system simulation and experimental analysis. The paper compares the reinforcement learning algorithm with other classical semi-active control algorithms under the input of random, bump and sinusoidal pavement, and the analysis results show that the reinforcement learning algorithm introduced in the paper has excellent control effect in the full frequency band and can provide good comfort for terrain vehicles under the condition of low power consumption.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130344297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Time Domain Passivity Controller for Teleoperation of Four Wheeled Differential Mobile Robot on Slippery Surface 滑地四轮差动移动机器人遥操作的时域无源控制
Pub Date : 2022-10-10 DOI: 10.56884/bsme8486
Hui Xi, Yanjing Li, Pengyu Sun, Weihua Li, Jianfeng Wang
Four wheeled differential mobile robots have been widely used in many fields. However, on the slippery surfaces (e.g., marble floor), the tire-terrain contact surfaces may induce phenomena of slipping especially when it turns, which brings big challenges for its teleoperation. Aiming at this difficulty, a time-domain passive controller (TDPC) is proposed in this study to compensate for the active energy generated by the environment termination induced by the tire-terrain interaction, and then a stable teleoperator is designed under the coordination of master robot's position and slave robot's velocity. Experiments with a commercial four wheeled mobile robots on the marble floor are conducted to validate the proposed approach.
四轮差动移动机器人在许多领域得到了广泛的应用。然而,在光滑的地面(如大理石地板)上,轮胎与地面的接触面会产生滑动现象,特别是在转弯时,这给其遥操作带来了很大的挑战。针对这一难点,提出了一种时域无源控制器(TDPC)来补偿由轮胎-地形相互作用引起的环境终止所产生的主动能量,并在此基础上设计了一个主机器人位置与从机器人速度协调的稳定遥操作器。用商用四轮移动机器人在大理石地板上进行了实验,验证了所提出的方法。
{"title":"A Time Domain Passivity Controller for Teleoperation of Four Wheeled Differential Mobile Robot on Slippery Surface","authors":"Hui Xi, Yanjing Li, Pengyu Sun, Weihua Li, Jianfeng Wang","doi":"10.56884/bsme8486","DOIUrl":"https://doi.org/10.56884/bsme8486","url":null,"abstract":"Four wheeled differential mobile robots have been widely used in many fields. However, on the slippery surfaces (e.g., marble floor), the tire-terrain contact surfaces may induce phenomena of slipping especially when it turns, which brings big challenges for its teleoperation. Aiming at this difficulty, a time-domain passive controller (TDPC) is proposed in this study to compensate for the active energy generated by the environment termination induced by the tire-terrain interaction, and then a stable teleoperator is designed under the coordination of master robot's position and slave robot's velocity. Experiments with a commercial four wheeled mobile robots on the marble floor are conducted to validate the proposed approach.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130503814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Terrain Classification Using Mars Raw Images Based on Deep Learning Algorithms with Application to Wheeled Planetary Rovers 基于深度学习算法的火星原始图像地形分类及其在轮式行星探测器上的应用
Pub Date : 2022-10-10 DOI: 10.56884/wsdo4112
Junlong Guo, Xingyang Zhang, Yunpeng Dong, Zhao Xue, Bo Huang
Scene information plays a crucial role in motion control, attitude perception, and path planning for wheeled planetary rovers (WPRs). Terrain recognition is the fundamental component of scene recognition. Due to the rich information, visual sensors are usually used in terrain classification. However, teleoperation delay prevents WPRs from using visual information efficiently. End-to-end learning method of deep learning (DL) that does not need complex image preprocessing was proposed to deal with this issue. This paper first built a terrain dataset (consists of loose sand, bedrock, small rock, large rock, and outcrop) using real Mars images to directly support You Only Look Once (YOLOv5) to test its performance on terrain classification. Because the capability of end-to-end training scheme is positively correlated with dataset, the performance of YOLOv5 can be significantly improved by exploiting orders of magnitude more data. The best combination of hyperparameters and models was achieved by slightly tuning YOLOv5, and data augmentation was also applied to optimize its accuracy. Furthermore, its performance was compared with two other end-to-end network architectures. Deep learning algorithms can be used in the future planetary exploration missions, such as WPRs autonomy improvement, traversability analysis, and avoiding getting trapped.
场景信息在轮式行星漫游者的运动控制、姿态感知和路径规划中起着至关重要的作用。地形识别是场景识别的基本组成部分。由于视觉传感器具有丰富的信息,因此通常用于地形分类。然而,远程操作的延迟影响了WPRs对视觉信息的有效利用。针对这一问题,提出了不需要对复杂图像进行预处理的深度学习(DL)端到端学习方法。本文首先利用真实火星图像构建地形数据集(由松散的沙子、基岩、小岩石、大岩石和露头组成),直接支持You Only Look Once (YOLOv5),测试其地形分类性能。由于端到端训练方案的能力与数据集呈正相关,因此YOLOv5可以通过利用数量级的数据来显著提高性能。通过对YOLOv5进行微调,实现了超参数和模型的最佳组合,并采用数据增强方法优化其精度。此外,将其性能与另外两种端到端网络体系结构进行了比较。深度学习算法可用于未来的行星探测任务,如wpr自主性改进、可遍历性分析、避免被困等。
{"title":"Terrain Classification Using Mars Raw Images Based on Deep Learning Algorithms with Application to Wheeled Planetary Rovers","authors":"Junlong Guo, Xingyang Zhang, Yunpeng Dong, Zhao Xue, Bo Huang","doi":"10.56884/wsdo4112","DOIUrl":"https://doi.org/10.56884/wsdo4112","url":null,"abstract":"Scene information plays a crucial role in motion control, attitude perception, and path planning for wheeled planetary rovers (WPRs). Terrain recognition is the fundamental component of scene recognition. Due to the rich information, visual sensors are usually used in terrain classification. However, teleoperation delay prevents WPRs from using visual information efficiently. End-to-end learning method of deep learning (DL) that does not need complex image preprocessing was proposed to deal with this issue. This paper first built a terrain dataset (consists of loose sand, bedrock, small rock, large rock, and outcrop) using real Mars images to directly support You Only Look Once (YOLOv5) to test its performance on terrain classification. Because the capability of end-to-end training scheme is positively correlated with dataset, the performance of YOLOv5 can be significantly improved by exploiting orders of magnitude more data. The best combination of hyperparameters and models was achieved by slightly tuning YOLOv5, and data augmentation was also applied to optimize its accuracy. Furthermore, its performance was compared with two other end-to-end network architectures. Deep learning algorithms can be used in the future planetary exploration missions, such as WPRs autonomy improvement, traversability analysis, and avoiding getting trapped.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134161711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Acquisition of Flipper Motion in Step-Climbing of Tracked Robot Using Reinforcement Learning 基于强化学习的履带式机器人爬阶鳍运动获取
Pub Date : 2022-10-10 DOI: 10.56884/sgwj1011
Ryosuke Eto, J. Yamakawa
Remotely piloted robots have been expected for disaster operations to prevent secondary disasters to rescuers. The robots are required to have a high performance to overcome obstacles such as debris and bumps. Tracked robots with flipper arms on the front, back, left, and right sides can improve their ability to overcome bumps by changing the flipper angles, and are thus expected to be used as rescue robots. However, the six degrees of freedom of the left and right crawlers and four flipper arms require a high level of skill to maneuver the robot. Therefore, a semi-autonomous control system that automatically controls the flipper arms according to the terrain is expected. In this study, we proposed a method to determine the front and rear flipper angles in step-climbing using reinforcement learning with Double Deep Q Network. The input data were the step height, distance to the step, and current front and rear flipper angles. The outputs were amounts of front and rear flipper angle variations. The behavior of the robot and rewards were calculated using a quasi-static model that considers the slips between the step, floor, and crawler. Positive rewards were given for successful step stepping over steps and negative rewards for unsuccessful steps. Furthermore, the flipper motions at which slippage decreased were obtained by subtracting the sum of the squared values of the slippage rates from the rewards. As the results, it was confirmed that the robot slips less when the body is lifted by the rear flipper than when it runs over along the step shape.
遥控机器人有望用于救灾行动,以防止救援人员遭受次生灾害。机器人被要求具有克服碎片和颠簸等障碍物的高性能。前肢、后肢、左右肢的履带式机器人可以通过改变脚蹼的角度来提高克服颠簸的能力,因此有望用于救援机器人。然而,左右爬行器的六个自由度和四个鳍臂需要高水平的技能来操纵机器人。因此,预计将开发一种根据地形自动控制鳍臂的半自主控制系统。在这项研究中,我们提出了一种使用双深度Q网络强化学习来确定爬坡时前后鳍角的方法。输入的数据是台阶高度,到台阶的距离,以及当前的前后鳍角。输出是前后鳍角变化的量。采用准静态模型计算机器人的行为和奖励,该模型考虑台阶、地板和履带之间的滑动。成功的步骤被给予积极的奖励,不成功的步骤被给予消极的奖励。此外,通过从奖励中减去滑动率的平方值的总和,获得滑动减少的翻转运动。结果证实,当机器人的身体被后鳍提起时,它的滑动比它沿着台阶形状运行时要少。
{"title":"Acquisition of Flipper Motion in Step-Climbing of Tracked Robot Using Reinforcement Learning","authors":"Ryosuke Eto, J. Yamakawa","doi":"10.56884/sgwj1011","DOIUrl":"https://doi.org/10.56884/sgwj1011","url":null,"abstract":"Remotely piloted robots have been expected for disaster operations to prevent secondary disasters to rescuers. The robots are required to have a high performance to overcome obstacles such as debris and bumps. Tracked robots with flipper arms on the front, back, left, and right sides can improve their ability to overcome bumps by changing the flipper angles, and are thus expected to be used as rescue robots. However, the six degrees of freedom of the left and right crawlers and four flipper arms require a high level of skill to maneuver the robot. Therefore, a semi-autonomous control system that automatically controls the flipper arms according to the terrain is expected. In this study, we proposed a method to determine the front and rear flipper angles in step-climbing using reinforcement learning with Double Deep Q Network. The input data were the step height, distance to the step, and current front and rear flipper angles. The outputs were amounts of front and rear flipper angle variations. The behavior of the robot and rewards were calculated using a quasi-static model that considers the slips between the step, floor, and crawler. Positive rewards were given for successful step stepping over steps and negative rewards for unsuccessful steps. Furthermore, the flipper motions at which slippage decreased were obtained by subtracting the sum of the squared values of the slippage rates from the rewards. As the results, it was confirmed that the robot slips less when the body is lifted by the rear flipper than when it runs over along the step shape.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132124902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prominent problems and thoughts of "paddy soil-terrain machine system" based on disturbed saturated paddy soil conditions in South China 基于华南扰动饱和水稻土条件的“水稻土-地形机系统”存在的突出问题与思考
Pub Date : 2022-10-10 DOI: 10.56884/chsd4959
Guozhong Zhang, Hongchang Wang, Jun Du, Kaiquan Ding, Wanru Liu, Nanrui Tang, Yong Zhou
There is a large number of paddy fields in South China. During rice sowing and transplanting, agronomy requires the topsoil to be soft, viscous, muddy, mixed with water and disturbed-saturated mud, after soaking, tilling and rotary harrowing. At this time, the soil has a high fluidity, high adhesion and low shear strength. Thus, it would be productive to research the contact relationship between the soil contacting parts and the soil surface, so as to improve the operational efficiency of the tillage and planting machinery of paddy field in this soil condition. For this purpose, the disturbed-saturated soil formation process is described, the coupling mechanism between soil-engaging components and such soil conditions is clarified and the current state and prospects of research on soil-tool interactions under paddy field conditions is analyzed. This paper is expected to serve as a useful reference for future work in studying the surface characteristic parameters of soil contacting parts; the coupling correlation mechanism of "contact-rheologyresistance" among the structural shape, motional parameters and the disturbed paddy field soil, creating favorable conditions at the soil-tool contact interface for drag force reduction in the paddy field soil, the design and the optimization of paddy field equipment in South China, and the research on the technology of reducing viscosity and drag force of paddy field machinery.
中国南方有大量的水田。在水稻播种和插秧过程中,农艺学要求表土柔软、粘稠、浑浊,经浸泡、翻耕和旋耙后,掺水和扰动饱和泥浆。此时,土的流动性大,黏附性高,抗剪强度低。因此,研究土壤接触部位与土壤表面的接触关系,有助于提高该土壤条件下水田耕作种植机械的作业效率。为此,阐述了扰动饱和土壤的形成过程,阐明了土壤参与组分与扰动饱和土壤条件的耦合机制,分析了水田条件下土-工具相互作用的研究现状和前景。本文可为今后土接触部件表面特征参数的研究提供有益的参考;结构形状、运动参数与扰动水田土“接触-流变阻力”耦合相关机理,为水田土减阻创造有利条件;华南地区水田设备设计与优化;水田机械减粘减阻技术研究。
{"title":"Prominent problems and thoughts of \"paddy soil-terrain machine system\" based on disturbed saturated paddy soil conditions in South China","authors":"Guozhong Zhang, Hongchang Wang, Jun Du, Kaiquan Ding, Wanru Liu, Nanrui Tang, Yong Zhou","doi":"10.56884/chsd4959","DOIUrl":"https://doi.org/10.56884/chsd4959","url":null,"abstract":"There is a large number of paddy fields in South China. During rice sowing and transplanting, agronomy requires the topsoil to be soft, viscous, muddy, mixed with water and disturbed-saturated mud, after soaking, tilling and rotary harrowing. At this time, the soil has a high fluidity, high adhesion and low shear strength. Thus, it would be productive to research the contact relationship between the soil contacting parts and the soil surface, so as to improve the operational efficiency of the tillage and planting machinery of paddy field in this soil condition. For this purpose, the disturbed-saturated soil formation process is described, the coupling mechanism between soil-engaging components and such soil conditions is clarified and the current state and prospects of research on soil-tool interactions under paddy field conditions is analyzed. This paper is expected to serve as a useful reference for future work in studying the surface characteristic parameters of soil contacting parts; the coupling correlation mechanism of \"contact-rheologyresistance\" among the structural shape, motional parameters and the disturbed paddy field soil, creating favorable conditions at the soil-tool contact interface for drag force reduction in the paddy field soil, the design and the optimization of paddy field equipment in South China, and the research on the technology of reducing viscosity and drag force of paddy field machinery.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130270608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Verification of a Creeping Mars Rover 爬行火星探测器的设计与验证
Pub Date : 2022-10-10 DOI: 10.56884/bjjs7767
Wangjun Zhang, Yang Jia, Zhu Tao
Aiming at the possible wheel sinkage, difficulty in climbing and underpinning of Mars rover with traditional passive suspension due to the complex terrain of Mars surface, the characteristics of the inchworm motion are imitated, and a creeping Mars rover is designed, include the design of sinkage and extrication, slope-climbing, anti-underpinning, and wheel-lifting. The key parameters of the mobile system of creeping rover are identified and the key parameter values of different rover lift heights and the displacement value of a creeping cycle are calculated. and the results show that the creeping rover can solve the above problems encountered by the passive suspension rover. Ground tests and flight tests have been carried out on the designed creeping rover, and the ground tests have verified the ability of wheel sinkage and extrication, obstacle-overcoming, and slope-climbing. As an example of the application of the creeping rover, the “Zhurong” Mars rover has undergone flight tests, and its successful operation on the surface of Mars shows that the design measures of the creeping are effective.
针对火星表面地形复杂,采用传统被动悬架的火星探测车可能出现的车轮下沉、攀爬和支撑困难等问题,模拟了蚯蚓运动特性,设计了爬行火星探测车,包括下沉和脱身设计、爬坡设计、反支撑设计和车轮提升设计。识别了爬行机器人移动系统的关键参数,计算了爬行机器人不同升降高度时的关键参数值和爬行周期的位移值。结果表明,爬行漫游车可以解决被动悬架漫游车所遇到的上述问题。对所设计的爬行月球车进行了地面试验和飞行试验,地面试验验证了车轮沉降和脱险、越障和爬坡的能力。作为爬行火星车应用实例,“朱荣”号火星车进行了飞行试验,在火星表面成功运行,表明爬行设计措施是有效的。
{"title":"Design and Verification of a Creeping Mars Rover","authors":"Wangjun Zhang, Yang Jia, Zhu Tao","doi":"10.56884/bjjs7767","DOIUrl":"https://doi.org/10.56884/bjjs7767","url":null,"abstract":"Aiming at the possible wheel sinkage, difficulty in climbing and underpinning of Mars rover with traditional passive suspension due to the complex terrain of Mars surface, the characteristics of the inchworm motion are imitated, and a creeping Mars rover is designed, include the design of sinkage and extrication, slope-climbing, anti-underpinning, and wheel-lifting. The key parameters of the mobile system of creeping rover are identified and the key parameter values of different rover lift heights and the displacement value of a creeping cycle are calculated. and the results show that the creeping rover can solve the above problems encountered by the passive suspension rover. Ground tests and flight tests have been carried out on the designed creeping rover, and the ground tests have verified the ability of wheel sinkage and extrication, obstacle-overcoming, and slope-climbing. As an example of the application of the creeping rover, the “Zhurong” Mars rover has undergone flight tests, and its successful operation on the surface of Mars shows that the design measures of the creeping are effective.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122878657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introducing Polibot: A High Mobility Tracked Robot with Innovative Passive Suspensions Polibot:一种具有创新被动悬架的高机动性履带式机器人
Pub Date : 2022-10-10 DOI: 10.56884/qyuy9071
G. Reina, Rocco Galati, A. Grazioso, Angelo Ugenti, G. Mantriota
In the context of autonomous off-road mobility, tracked robots feature larger contact areas compared to equivalent wheeled vehicles, which turn into improved traction especially on soft terrains. This paper discusses a novel tracked robot, named Polibot, that is outfitted with passive articulated suspensions. The multibody model is developed within the MSC Adams environment leveraging on the Adams Tracked Vehicle (ATV) Toolkit. The different subsystems composing the vehicle assembly are outlined, with specific attention to the modeling strategies of the swing arms constituting the suspension system, as well as the characterization of the track belt and inertial properties. Efforts in validating the multibody twin against the real prototype are also presented, showing a good agreement in experiments performed on asphalt.
在自主越野移动的背景下,履带式机器人与同等轮式车辆相比具有更大的接触面积,这可以提高牵引力,特别是在柔软的地形上。本文讨论了一种新型履带式机器人Polibot,它配备了被动铰接悬架。多体模型是在MSC Adams环境中利用Adams履带式车辆(ATV)工具包开发的。概述了组成车辆总成的不同子系统,特别关注构成悬架系统的摆臂的建模策略,以及履带和惯性特性的表征。还介绍了在真实原型上验证多体孪生体的努力,在沥青上进行的实验中显示出良好的一致性。
{"title":"Introducing Polibot: A High Mobility Tracked Robot with Innovative Passive Suspensions","authors":"G. Reina, Rocco Galati, A. Grazioso, Angelo Ugenti, G. Mantriota","doi":"10.56884/qyuy9071","DOIUrl":"https://doi.org/10.56884/qyuy9071","url":null,"abstract":"In the context of autonomous off-road mobility, tracked robots feature larger contact areas compared to equivalent wheeled vehicles, which turn into improved traction especially on soft terrains. This paper discusses a novel tracked robot, named Polibot, that is outfitted with passive articulated suspensions. The multibody model is developed within the MSC Adams environment leveraging on the Adams Tracked Vehicle (ATV) Toolkit. The different subsystems composing the vehicle assembly are outlined, with specific attention to the modeling strategies of the swing arms constituting the suspension system, as well as the characterization of the track belt and inertial properties. Efforts in validating the multibody twin against the real prototype are also presented, showing a good agreement in experiments performed on asphalt.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114594634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Factors Affecting Bevameter Soil Characterization 影响Bevameter土壤表征的因素
Pub Date : 2022-10-10 DOI: 10.56884/ikrl4697
S. Els, H. Hamersma, R. Kruger
The Bekker-Wong soil-wheel interaction model has been widely adopted in the terramechanics community. This approach requires data measured with a Bevameter. The Bevameter test includes a pressure-sinkage test and a shear strength test. Although the original intention of the Bevameter method is to closely replicate the interaction between the wheel/track and the soil, tests are often done at lower vertical loads with smaller contact areas to keep tests within practical experimental limits. The traditional Bevameter shear strength test, which uses a rotational shear ring with grousers, tends to overpredict the drawbar pull of vehicles by 30 to 40% [(Chang and Baker, 1973, Shoop, 1993)]. Translational shear arguably more closely resembles the shear mechanism that occurs between a wheel/track and the soil. The literature indicates that terramechanics investigations are significantly influenced by soil condition and preparation. This study investigates (a) the influence of soil preparation on the pressure-sinkage and shear-displacement relationship of sandy soil, (b) the influence of the shearing mechanism on shear strength, and (c) the influence of shear contact area on shear strength. Experimental results indicate that soil preparation has a substantial influence on the pressure-sinkage relationship. The shearing mechanism was investigated by comparing traditional rotational shear with translational shear. The findings indicate that the shearing mechanism may explain the overprediction of shear strength typical of rotational shear tests. The shear contact area also exhibits a significant influence on the measured shear strength. Further investigation into the shear mechanism and size and shape of the shear contact area is recommended.
Bekker-Wong土-轮相互作用模型在地球力学界被广泛采用。这种方法需要用Bevameter测量数据。Bevameter试验包括压沉试验和抗剪强度试验。虽然Bevameter方法的初衷是密切复制车轮/轨道与土壤之间的相互作用,但通常在较低的垂直载荷和较小的接触面积下进行测试,以使测试保持在实际的实验限制范围内。传统的Bevameter抗剪强度试验,使用带滑轮的旋转剪切环,往往会高估车辆的拉杆拉力30 - 40% [(Chang和Baker, 1973, Shoop, 1993)]。平移剪切可以说更接近于发生在车轮/轨道和土壤之间的剪切机制。文献表明,地形力学研究受土壤条件和制备的显著影响。本研究研究了(a)制土对砂土压力沉降和剪切位移关系的影响,(b)剪切机制对抗剪强度的影响,(c)剪切接触面积对抗剪强度的影响。试验结果表明,整土对压沉关系有较大影响。通过对传统旋转剪切和平动剪切的比较,研究了剪切机理。研究结果表明,剪切机制可以解释旋转剪切试验中典型的抗剪强度高估。剪切接触面积对测得的抗剪强度也有显著影响。建议进一步研究剪切机制和剪切接触面积的大小和形状。
{"title":"Factors Affecting Bevameter Soil Characterization","authors":"S. Els, H. Hamersma, R. Kruger","doi":"10.56884/ikrl4697","DOIUrl":"https://doi.org/10.56884/ikrl4697","url":null,"abstract":"The Bekker-Wong soil-wheel interaction model has been widely adopted in the terramechanics community. This approach requires data measured with a Bevameter. The Bevameter test includes a pressure-sinkage test and a shear strength test. Although the original intention of the Bevameter method is to closely replicate the interaction between the wheel/track and the soil, tests are often done at lower vertical loads with smaller contact areas to keep tests within practical experimental limits. The traditional Bevameter shear strength test, which uses a rotational shear ring with grousers, tends to overpredict the drawbar pull of vehicles by 30 to 40% [(Chang and Baker, 1973, Shoop, 1993)]. Translational shear arguably more closely resembles the shear mechanism that occurs between a wheel/track and the soil. The literature indicates that terramechanics investigations are significantly influenced by soil condition and preparation. This study investigates (a) the influence of soil preparation on the pressure-sinkage and shear-displacement relationship of sandy soil, (b) the influence of the shearing mechanism on shear strength, and (c) the influence of shear contact area on shear strength. Experimental results indicate that soil preparation has a substantial influence on the pressure-sinkage relationship. The shearing mechanism was investigated by comparing traditional rotational shear with translational shear. The findings indicate that the shearing mechanism may explain the overprediction of shear strength typical of rotational shear tests. The shear contact area also exhibits a significant influence on the measured shear strength. Further investigation into the shear mechanism and size and shape of the shear contact area is recommended.","PeriodicalId":447600,"journal":{"name":"Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113977388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Proceedings of the 11th Asia-Pacific Regional Conference of the ISTVS
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1