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A Multirate, Multiscale Economic Model Predictive Control Approach for Velocity Trajectory Optimization of a Heavy Duty Truck 重型卡车速度轨迹优化的多速率、多尺度经济模型预测控制方法
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048658
Christian Earnhardt, Ben Groelke, John Borek, M. Naghnaeian, C. Vermillion
This paper introduces a hierarchical economic model predictive control (MPC) approach for maximizing the fuel economy of a heavy-duty truck, which simultaneously accounts for aggregate terrain changes that occur over very long length scales, fine terrain changes that occur over shorter length scales, and lead vehicle behavior that can vary over much shorter time/length scales. To accommodate such disparate time and length scales, the proposed approach uses a multilayer MPC approach wherein the upper-level MPC uses a long distance step, a long time-step, and coarse discretization to account for the slower changes in road grade, while the lower-level MPC uses a shorter time-step to account for fine variations in road grade and rapidly changing lead vehicle behavior. The benefit of this multirate, multiscale approach is that the lower-level MPC leverages the upper-level's sufficiently long look-ahead while allowing for safe vehicle following and adjustment to fine road grade variations. The proposed strategy has been evaluated over four real-world road profiles in both open-highway and traffic environments, using a medium-fidelity simulink model furnished by Volvo Group North America. Compared with a conventional cruise control system plus vehicle following controller as a baseline, results show 4–5% fuel savings in an open highway setting and 6–8% fuel savings in the presence of traffic, without compromising trip time.
本文介绍了一种分层经济模型预测控制(MPC)方法,用于最大限度地提高重型卡车的燃油经济性,该方法同时考虑了在很长的长度尺度上发生的总体地形变化,在较短的长度尺度上发生的细微地形变化,以及在较短的时间/长度尺度上可能发生的车辆行为变化。为了适应这种不同的时间和长度尺度,所提出的方法使用多层MPC方法,其中上层MPC使用长距离步长、长时间步长和粗离散化来解释道路等级的较慢变化,而下层MPC使用较短的时间步长来解释道路等级的细微变化和快速变化的领先车辆行为。这种多速率、多尺度方法的好处是,低层MPC利用了上层足够长的前瞻性,同时允许车辆安全跟随,并根据细微的道路坡度变化进行调整。采用沃尔沃北美集团提供的中等保真度simulink模型,在开放高速公路和交通环境的四种真实道路剖面上对所提出的策略进行了评估。与传统巡航控制系统加车辆跟随控制器作为基准相比,结果表明,在不影响行程时间的情况下,在开放的高速公路环境下可节省4-5%的燃油,在存在交通的情况下可节省6-8%的燃油。
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引用次数: 4
Fuzzy Fault Tolerant Control of a Bacterial Growth Process Using a Multiple Lyapunov Function 基于多重Lyapunov函数的细菌生长过程模糊容错控制
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048485
Abdelmounaim Khallouq, A. Karama, Mohamed Abyad
This paper presents the problem of actuator fault estimation and fault-tolerant control (FTC) of a biological process using Takagi–Sugeno fuzzy formulation. The goal is to ensure the desired outputs tracking even if the time-varying actuator faults occur. We propose to use a proportional multi-integral (PMI) observer to estimate both the time-varying actuator faults and the state of system. The reconstructed faults are used to reconfigure the nominal controller. As a nominal control, we use a fuzzy linear quadratic integral (LQI) law. To ensure the global asymptotic convergence of the PMI observer and to improve the compensation speed of faults, we propose to use the multiple Lyapunov function by introducing a convergence rate. Sufficient conditions in terms of linear matrix inequalities (LMIs) are developed. The obtained results show that, the proposed approach is successfully applied to the problem of actuator fault-tolerant control of a bacterial growth process.
本文利用Takagi-Sugeno模糊公式研究了生物过程的执行器故障估计和容错控制问题。目标是即使执行器发生时变故障,也能保证期望的输出跟踪。我们提出使用比例多积分观测器来估计执行器时变故障和系统状态。重构的故障用于重新配置标称控制器。作为标称控制,我们使用模糊线性二次积分(LQI)律。为了保证PMI观测器的全局渐近收敛和提高故障的补偿速度,我们提出通过引入收敛速率来使用多重Lyapunov函数。给出了线性矩阵不等式的充分条件。结果表明,该方法成功地应用于细菌生长过程的致动器容错控制问题。
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引用次数: 0
Adaptive Global Stability of Nonlinear Pure-Feedback Systems With Unknown Time-Varying Delays 未知时变时滞非线性纯反馈系统的自适应全局稳定性
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048587
Jun Guo, Yao Wang, Y. Bo
This paper investigates the backstepping control problem for nonlinear pure-feedback systems with time-varying delays. A virtual controller is designed to counteract the effects caused by the state perturbation of time delay, and improve the stability of the system. The assumption on delay-dependent nonlinearities is further relaxed by a backstepping auxiliary controller and a Lyapunov–Krasovskii functional. A suitable coordinate transformation is introduced to reduce the complexity of computation caused by nonaffine structures. The globally uniform boundedness of the closed-loop signals and the asymptotical stability of the state are proved by Lyapunov–Krasovskii stability theory. Finally, the effectiveness of our method is demonstrated by two illustrations.
研究了一类具有时变时滞的非线性纯反馈系统的反步控制问题。设计了一种虚拟控制器来抵消时滞状态扰动的影响,提高系统的稳定性。通过反步辅助控制器和Lyapunov-Krasovskii泛函进一步放宽了延迟相关非线性的假设。为了降低非仿射结构的计算复杂度,引入了合适的坐标变换。利用Lyapunov-Krasovskii稳定性理论证明了闭环信号的全局一致有界性和状态的渐近稳定性。最后,通过两个实例验证了该方法的有效性。
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引用次数: 0
Buoyancy Control Device Enabled by Reversible Proton Exchange Membrane Fuel Cells for Fine Depth Control 可逆质子交换膜燃料电池的浮力控制装置,用于精细的深度控制
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048778
J. Yazji, A. Keow, Hamza Zaidi, Luke Thomas Torres, C. Leroy, Zheng Chen
Fine buoyancy control is essential for underwater robots to maintain neutral buoyancy despite dynamic changes in environmental conditions. This paper introduces a novel buoyancy control system that uses reversible fuel cells (RFC) as a mass-to-volume engine to change the underwater robots' buoyancy. The RFC uses both the water electrolysis process and fuel cell reaction to produce and consume gases in a flexible bladder for volume change. Unlike conventional actuators such as motors and pistons used in buoyancy control, this mechanism is silent, compact, and energy-efficient. A dynamic model that described the dynamics of the RFC-enabled buoyancy change is presented. Then, a proportional-derivative (PD) controller is designed to position the device at any depth underwater. A prototype device is built to validate the dynamic model and the performance of the feedback controller. Experimental results demonstrate a fine depth control performance with 4 cm accuracy and 90 s settling time. The compact buoyancy design is readily integrable with small underwater robots for fine depth change allowing the robots to save actuation energy.
精细的浮力控制是水下机器人在环境条件发生动态变化时保持中性浮力的关键。本文介绍了一种利用可逆性燃料电池(RFC)作为质量体积比发动机来改变水下机器人浮力的新型浮力控制系统。RFC使用水电解过程和燃料电池反应在一个柔性气囊中产生和消耗气体以改变体积。与浮力控制中使用的电机和活塞等传统执行器不同,该机构静音、紧凑、节能。提出了一个动态模型,描述了rfc使浮力变化的动态。然后,设计了一个比例导数(PD)控制器来定位设备在水下的任何深度。建立了一个原型装置,验证了反馈控制器的动态模型和性能。实验结果表明,该系统具有良好的深度控制性能,精度为4 cm,沉降时间为90 s。紧凑的浮力设计易于与小型水下机器人集成,以实现精细的深度变化,从而节省机器人的驱动能量。
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引用次数: 5
Model-Free Controller Designs for a Magnetic Micromanipulator 磁性微机械臂的无模型控制器设计
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048489
G. Ablay
An optimal model-free controller and a linear controller are designed and applied to a horizontal magnetic micromanipulator for controlling microparticles in a liquid environment. An input–output relation based model for the magnetic micromanipulator is obtained, verified, and used in the analysis of controllers. A model-free linear controller is designed using the offset current approach. An optimal nonlinear controller based on Karush–Kuhn–Tucker conditions is designed and then modified to produce smooth control signals. Experimental results are provided to show the efficiency and feasibility of the proposed controllers. The model-free controllers yield short settling time and zero steady-state error in the control of magnetic microparticles.
设计了一种最优无模型控制器和线性控制器,并将其应用于卧式磁微机械臂中,用于液体环境下的微粒子控制。建立了基于输入输出关系的磁性微机械臂模型,并对其进行了验证,并将其应用于控制器的分析中。采用偏置电流法设计了无模型线性控制器。设计了一种基于Karush-Kuhn-Tucker条件的最优非线性控制器,并对其进行了改进,使其产生平滑的控制信号。实验结果表明了所提控制器的有效性和可行性。无模型控制器在磁性微粒控制中具有较短的稳定时间和零稳态误差。
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引用次数: 1
Integrated Load-Split Scheme for Hybrid Ship Propulsion Considering Transient Propeller Load and Environmental Disturbance 考虑瞬态螺旋桨载荷和环境扰动的混合动力船舶推进综合载荷分割方案
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4048588
Nikolaos Planakis, G. Papalambrou, N. Kyrtatos
This work addresses the design and experimental implementation in real-time of an integrated predictive load-split management system for the transient and fluctuating propeller load sharing. Control-oriented modeling of the power system was performed based on experimental data gathered from the hybrid plant and on first principles for the diesel engine behavior and battery charging. Propulsion plant and environmental disturbance models are developed to simulate realistic marine load application. A nonlinear model predictive control (NMPC) scheme is proposed for the optimal transient power-split problem of a hybrid diesel-electric marine propulsion plant. The NMPC scheme directly controls the torque output of the diesel engine and the electric motor/generator ensuring that certain constraints concerning the system overloading are met, avoiding fast accelerations and load fluctuations of the diesel engine that affect engine performance. To achieve offset-free model predictive control (MPC) control, an observer is developed to provide the propeller law parameter to the NMPC for load estimation. The control system was experimentally tested in real-time operation. Results showed that controller rejected load disturbances and maintained the desired rotational speed of the powertrain as well as the desirable state of charge (SOC) in battery within the power plant limits, achieving smooth power transitions and mitigation of power fluctuations of the diesel engine.
本文研究了一种用于瞬态和波动螺旋桨负载共享的集成预测负载分配管理系统的设计和实验实现。基于从混合动力装置收集的实验数据和柴油机行为和蓄电池充电的第一性原理,对动力系统进行了面向控制的建模。建立了推进装置和环境扰动模型来模拟实际的海上负载应用。针对柴电混合动力船舶推进装置的最优暂态功率分配问题,提出了一种非线性模型预测控制方案。NMPC方案直接控制柴油机和电动机/发电机的扭矩输出,确保满足系统过载的某些约束,避免柴油机的快速加速和负载波动影响发动机性能。为了实现无偏移模型预测控制(MPC)控制,设计了一个观测器,为NMPC提供螺旋桨律参数进行载荷估计。对控制系统进行了实时运行试验。结果表明,该控制器能够有效抑制负载扰动,并在电厂限制范围内保持动力系统的理想转速和电池的理想荷电状态(SOC),实现了平稳的功率转换,缓解了柴油机的功率波动。
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引用次数: 4
Simplified Realization of Zero Phase Error Tracking 零相位误差跟踪的简化实现
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-03-01 DOI: 10.1115/1.4049391
M. Tomizuka, Liting Sun
Zero phase error tracking (ZPET) control has gained popularity as a simple yet effective feedforward control method for tracking time varying desired trajectories by the plant output of a continuous time transfer function of relative order greater than or equal to two. In this paper, we will note that the sampling zeros of the zero-order hold equivalent of chain of integrators, 1/sn, are configured for natural realization of zero phase error tracking. This property is exploited to realize a simplified realization of zero phase error tracking control for chain of integrators. The property can also be utilized for general transfer functions when the sampling period for digital control is small. The effectiveness of the proposed approach for general transfer functions is demonstrated by simulations.
零相位误差跟踪(ZPET)控制作为一种简单而有效的前馈控制方法,通过相对阶数大于或等于2的连续时间传递函数的对象输出来跟踪时变期望轨迹,得到了广泛的应用。在本文中,我们将注意到,为了自然实现零相位误差跟踪,对积分器链的零阶保持器等价1/sn的采样零点进行了配置。利用这一特性,实现了积分器链零相位误差跟踪控制的简化实现。当数字控制的采样周期较小时,该特性也可用于一般传递函数。通过仿真验证了该方法对一般传递函数的有效性。
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引用次数: 4
Nonlinear Feedback Control of the Inductrack System Based on a Transient Model 基于暂态模型的电感跟踪系统非线性反馈控制
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-02-23 DOI: 10.1115/1.4050257
Ruiyang Wang, Bingen Yang, Hao Gao
As a new strategy for magnetic levitation envisioned in the 1990s, the Inductrack system with Halbach arrays of permanent magnets has been intensively researched. The previous investigations discovered that an uncontrolled Inductrack system may be unstable even if the vehicle travels well below its operating speed and that instability can be persistent near and beyond the operating speed. It is therefore necessary to stabilize the system for safety and reliability. With strong nonlinearities and complicated electromagneto-mechanical coupling, however, the transient response of such a dynamic system is difficult to predict with fidelity. Because of this, model-based feedback control of Inductrack systems has not been well addressed. In this paper, by taking advantage of a recently available two degrees-of-freedom transient model, a new feedback control method for Inductrack systems is proposed. In the control system development, active Halbach arrays are used as an actuator, and a feedback control law, which combines a properly tuned proportional-integral-derivative controller and a nonlinear force-current mapping function, is created. The proposed control law is validated in numerical examples, where the transient motion of an Inductrack vehicle traveling at constant speeds is considered. As shown in the simulation, the control law efficiently stabilizes the Inductrack system in a wide range of operating speed, and in the meantime, it renders a smooth system output (real-time levitation gap) with fast convergence to any prescribed reference step input (desired levitation gap).
作为20世纪90年代提出的一种新型磁悬浮策略,采用哈尔巴赫永磁体阵列的感应轨道系统得到了广泛的研究。先前的调查发现,不受控制的感应轨道系统即使在车辆远低于其运行速度的情况下也可能不稳定,而且这种不稳定可能在接近或超过运行速度时持续存在。因此,为了保证系统的安全性和可靠性,有必要对系统进行稳定。然而,由于这种动态系统具有强的非线性和复杂的电磁-机械耦合,难以准确地预测其瞬态响应。正因为如此,基于模型的感应系统反馈控制还没有得到很好的解决。本文利用现有的二自由度暂态模型,提出了一种新的电感跟踪系统反馈控制方法。在控制系统的开发中,采用有源Halbach阵列作为执行器,建立了一种反馈控制律,该律结合了适当调谐的比例-积分-导数控制器和非线性力-电流映射函数。通过数值算例验证了所提控制律的有效性,该控制律考虑了感应轨道车辆匀速行驶时的瞬态运动。仿真结果表明,该控制律在较宽的运行速度范围内有效地稳定了感应轨道系统,同时提供平滑的系统输出(实时悬浮间隙),并快速收敛到任意指定的参考阶跃输入(期望悬浮间隙)。
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引用次数: 2
Robustification Through Minimax Dynamic Programing and Its Implication for Hybrid Vehicle Energy Management Strategies 基于极大极小动态规划的混合动力汽车能量管理策略鲁棒性研究
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-02-20 DOI: 10.1115/1.4050252
Kevin Mallon, F. Assadian
Hybrid electric vehicle (HEV) control strategies are often designed around specific driving conditions. However, when driving conditions differ from the designed conditions, HEV performance can suffer. This paper develops a novel HEV energy management strategy (EMS) that is robust to uncertain driving conditions by augmenting a stochastic dynamic programing (SDP) controller with minimax dynamic programing (MDP). This combination of MDP and SDP has not previously been studied in the literature. The stochastic element uses a Markov chain model to represent driver behavior and is used to optimize the control for expected future driver behavior. The minimax element instead optimizes against potential worst-case (maximal cost) future driver behavior. The resulting EMS can be directly implemented on a vehicle. This method is demonstrated on a series hybrid electric bus model. Robustness to uncertain driving conditions is tested by simulating on a variety of heavy-duty vehicle drive cycles that differ from the drive cycle on which the EMS was trained. A single tuning parameter is used to balance the stochastic and minimax elements of the EMS, and a parametric study shows the effects of this tuning parameter. It was found that using minimax control could increase the vehicle fuel economy on multiple uncertain driving conditions, with a tradeoff of decreased fuel economy when the driving conditions match the designed conditions. That is, it offers an exchange of performance on the nominal driving conditions for performance on uncertain driving conditions.
混合动力汽车(HEV)的控制策略通常是围绕特定的驾驶条件设计的。然而,当驾驶条件与设计条件不同时,混合动力汽车的性能可能会受到影响。本文通过将随机动态规划(SDP)控制器与极大极小动态规划(MDP)相结合,提出了一种对不确定工况具有鲁棒性的混合动力汽车能量管理策略(EMS)。这种MDP和SDP的结合在以前的文献中没有被研究过。随机单元使用马尔可夫链模型来表示驾驶员行为,并用于优化对预期未来驾驶员行为的控制。相反,极大极小元素针对潜在的最坏情况(最大成本)未来驾驶员行为进行优化。由此产生的EMS可以直接在车辆上实现。该方法在串联混合动力客车模型上进行了验证。通过模拟不同于EMS训练时的驾驶工况的各种重型车辆驾驶工况,测试了该系统对不确定驾驶工况的鲁棒性。采用单一的调谐参数来平衡随机元素和极大极小元素,并对该调谐参数的影响进行了参数化研究。研究发现,在多种不确定工况下,采用极大极小控制可以提高车辆的燃油经济性,但在满足设计工况时,燃油经济性会有所下降。也就是说,它提供了在名义驾驶条件下的性能与在不确定驾驶条件下的性能的交换。
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引用次数: 4
Optimal Command Shaping Design for a Liquid Slosh Suppression in Overhead Crane Systems 桥式起重机系统中抑制液体晃动的最优指令整形设计
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2021-02-01 DOI: 10.1115/1.4048357
E. Khorshid, A. al-Fadhli
In many industries, liquid container transport is carried out by an overhead traveling crane. The operation of crane transferring liquid slosh containers required both operator experience and an automated control system. The goal of this research is to move the liquid inside a container in a short time and less spill for process effectiveness and safety. For controller design, a nonlinear mathematical model is developed to represent the actual system. A cost-effective, smooth continuous command shaper is presented to suppress sloshing vibration. The designed shaper is a multisine-wave function with adjustable and independent time maneuvering used to design the acceleration profile. The coefficients that control the shaper profile are obtained by solving a nonlinear constrained optimization problem using particle swarm algorithm. Simulation and experimental comparative results proved that the proposed command shaper can reduce transient peak slosh amplitudes. Moreover, it can simultaneously cancel both residual sloshing vibrations and container oscillations at the end of the transportation process which cannot be achieved using conventional zero-vibration (ZV), zero-vibration derivative (ZVD), and jerk-limited shaper. Furthermore, sensitivity analysis demonstrates that the proposed command shaper is robust to model parameters variation such as liquid depth, suspension length, or moving distance of the trolley.
在许多行业中,液体容器运输是由桥式起重机进行的。起重机转移液体晃动容器的操作既需要操作员经验,又需要自动化控制系统。本研究的目的是在短时间内移动容器内的液体,减少泄漏,以提高工艺效率和安全性。对于控制器的设计,建立了一个非线性数学模型来表示实际系统。提出了一种经济、平稳的连续指令成形器来抑制晃动振动。所设计的整形器是一个多正弦波函数,具有可调和独立的时间机动,用于设计加速度剖面。利用粒子群算法求解非线性约束优化问题,得到控制成形器轮廓的系数。仿真和实验对比结果表明,该命令整形器能有效地降低瞬态峰值晃动幅度。此外,它可以同时消除运输过程中残余晃动振动和集装箱振荡,这是传统的零振动(ZV)、零振动导数(ZVD)和限跳成形器无法实现的。此外,灵敏度分析表明,所提出的命令形状器对模型参数变化(如液体深度、悬浮长度或小车的移动距离)具有鲁棒性。
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引用次数: 4
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Journal of Dynamic Systems Measurement and Control-Transactions of the Asme
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