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A new approach for modelling uncertainty in expert systems knowledge bases 专家系统知识库中不确定性建模的新方法
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/119075
A. Niederlinski
The current paradigm of modelling uncertainty in expert systems knowledge bases using Certainty Factors (CF) has been critically evaluated. A way to circumvent the awkwardness, non-intuitiveness and constraints encountered while using CF has been proposed. It is based on introducing Data Marks for askable conditions and Data Marks for conclusions of relational models, followed by choosing the best suited way to propagate those Data Marks into Data Marks of rule conclusions. This is done in a way orthogonal to the inference using Aristotelian Logic. Using Data Marks instead of Certainty Factors removes thus the intellectual discomfort caused by rejecting the notion of truth, falsehood and the Aristotelian law of excluded middle, as is done when using the CF methodology. There is also no need for changing the inference system software (expert system shell): the Data Marks approach can be implemented by simply modifying the knowledge base that should accommodate them. The methodology of using Data Marks to model uncertainty in knowledge bases has been illustrated by an example of SWOT analysis of a small electronic company. A short summary of SWOT analysis has been presented. The basic data used for SWOT analysis of the company are discussed. The rmes_EE SWOT knowledge base consisting of a rule base and model base have been presented and explained. The results of forward chaining for this knowledge base have been presented and critically evaluated.
目前使用确定性因素(CF)在专家系统知识库中建模不确定性的范例已被批判性地评估。已经提出了一种避免使用CF时遇到的尴尬、非直观性和约束的方法。它的基础是为查询条件引入Data Marks,为关系模型的结论引入Data Marks,然后选择最适合的方式将这些Data Marks传播到规则结论的Data Marks中。这是用一种与运用亚里士多德逻辑的推理正交的方式来完成的。因此,使用数据标记代替确定性因素消除了由于拒绝真理、谬误和亚里士多德的排中律的概念而引起的智力上的不适,正如使用CF方法时所做的那样。也不需要更改推理系统软件(专家系统外壳):数据标记方法可以通过简单地修改应该容纳它们的知识库来实现。以某小型电子公司的SWOT分析为例,说明了使用数据标记对知识库中的不确定性进行建模的方法。对SWOT分析进行了简要的总结。讨论了公司SWOT分析的基本数据。提出并说明了由规则库和模型库组成的机电一体化机电一体化SWOT知识库。该知识库的前向链的结果已被提出并进行了批判性评估。
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引用次数: 1
Efficient MPC algorithms with variable trajectories of parameters weighting predicted control errors 具有可变参数加权轨迹的高效MPC算法预测控制误差
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/ACS.2020.133502
Robert Nebeluk, P. Marusak
Model predictive control (MPC) algorithms brought increase of the control system performance in many applications thanks to relatively easily solving issues that are hard to solve without these algorithms. The paper is focused on investigating how to further improve the control system performance using a trajectory of parameters weighting predicted control errors in the performance function of the optimization problem. Different shapes of trajectories are proposed and their influence on control systems is tested. Additionally, experiments checking the influence of disturbances and of modeling uncertainty on control system performance are conducted. The case studies were done in control systems of three control plants: a linear nonminimumphase plant, a nonlinear polymerization reactor and a nonlinear thin film evaporator. Three types of MPC algorithms were used during research: linear DMC, nonlinear DMC with successive linearization (NDMC–SL), nonlinear DMC with nonlinear prediction and linearization (NDMC–NPL). Results of conducted experiments are presented in greater detail for the control system of the polymerization reactor, whereas for the other two control systems only the most interesting results are presented, for the sake of brevity. The experiments in the control system of the linear plant were done as preliminary experiments with the modified optimization problem. In the case of control system of the thin film evaporator the researched mechanisms were used in the control system of a MIMO plant showing possibilities of improving the control system performance.
模型预测控制(MPC)算法可以相对容易地解决没有模型预测控制算法难以解决的问题,从而在许多应用中提高了控制系统的性能。本文的重点是研究如何在优化问题的性能函数中利用参数加权预测控制误差的轨迹来进一步提高控制系统的性能。提出了不同形状的轨迹,并测试了它们对控制系统的影响。此外,还通过实验验证了扰动和建模不确定性对控制系统性能的影响。对线性非最小相装置、非线性聚合反应器和非线性薄膜蒸发器三个控制装置的控制系统进行了实例研究。研究中使用了三种MPC算法:线性DMC、非线性DMC与连续线性化(NDMC-SL)、非线性DMC与非线性预测和线性化(NDMC-NPL)。聚合反应器控制系统的实验结果比较详细,而其他两个控制系统的实验结果,为了简短起见,只给出最有趣的结果。利用修正后的优化问题,在线性对象控制系统中进行了初步实验。以薄膜蒸发器控制系统为例,将所研究的机理应用于多输入多输出装置的控制系统,显示了提高控制系统性能的可能性。
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引用次数: 14
An observer-based controller design for nonlinear discrete-time switched systems with time-delay and affine parametric uncertainty 具有时滞和仿射参数不确定性的非线性离散时间切换系统的观测器控制器设计
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/ACS.2020.134675
N. Baleghi, M. Shafiei
This paper proposes a design procedure for observer-based controllers of discrete-time switched systems, in the presence of state’s time-delay, nonlinear terms, arbitrary switching signals, and affine parametric uncertainties. The proposed switched observer and the state-feedback controller are designed simultaneously using a set of linear matrix inequalities (LMIs). The stability analysis is performed based on an appropriate Lyapunov–Krasovskii functional with one switched expression, and in the meantime, the sufficient conditions for observer-based stabilization are developed. These conditions are formulated in the form of a feasibility test of a proposed bilinear matrix inequality (BMI) which is a non-convex problem. To make the problem easy to solve, the BMI is transformed into a set of LMIs using the singular value decomposition of output matrices. An important advantage of the proposed method is that the established sufficient conditions depend only on the upper bound of uncertain parameters. Furthermore, in the proposed method, an admissible upper bound for unknown nonlinear terms of the switched system may be calculated using a simple search algorithm. Finally, the efficiency of the proposed controller and the validity of the theoretical results are illustrated through a simulation example.
针对存在状态时滞、非线性项、任意切换信号和仿射参数不确定性的离散时间切换系统,提出了一种基于观测器的控制器设计方法。利用一组线性矩阵不等式(lmi)同时设计了切换观测器和状态反馈控制器。基于一个合适的Lyapunov-Krasovskii泛函进行了稳定性分析,同时给出了基于观测器的稳定的充分条件。这些条件以提出的双线性矩阵不等式(BMI)的一个非凸问题的可行性检验的形式表示。为了使问题易于求解,利用输出矩阵的奇异值分解将BMI转化为一组lmi。该方法的一个重要优点是所建立的充分条件只依赖于不确定参数的上界。此外,在该方法中,可以使用一种简单的搜索算法计算出开关系统的未知非线性项的允许上界。最后,通过仿真实例验证了所提控制器的有效性和理论结果的有效性。
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引用次数: 0
Stability of discrete-time fractional linear systems with delays 具有时滞的离散分数线性系统的稳定性
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2019.130205
A. Ruszewski, A. Ruszewski
The stability analysis for discrete-time fractional linear systems with delays is presented. The state-space model with a time shift in the difference is considered. Necessary and sufficient conditions for practical stability and for asymptotic stability have been established. The systems with only one matrix occurring in the state equation at a delayed moment have been also considered. In this case analytical conditions for asymptotic stability have been given. Moreover parametric descriptions of the boundary of practical stability and asymptotic stability regions have been presented.
给出了一类具有时滞的离散分数阶线性系统的稳定性分析。考虑了差分存在时移的状态空间模型。建立了实际稳定和渐近稳定的充分必要条件。我们还考虑了在时滞时刻状态方程中只有一个矩阵的系统。在这种情况下,给出了渐近稳定的解析条件。此外,还给出了实际稳定区域和渐近稳定区域边界的参数描述。
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引用次数: 13
Sufficient conditions for uniform global asymptotic stabilization of affine discrete-time systems with periodic coefficients 具有周期系数仿射离散系统一致全局渐近镇定的充分条件
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2021.136881
M. Niezabitowski, S. Popova, V. Zaitsev
Affine discrete-time control periodic systems are considered. The problem of global asymptotic stabilization of the zero equilibrium of the closed-loop system by state feedback is studied. It is assumed that the free dynamic system has the Lyapunov stable zero equilibrium. The method for constructing a damping control is extended from time-invariant systems to time varying periodic affine discrete-time systems. By using this approach, sufficient conditions for uniform global asymptotic stabilization for those systems are obtained. Examples of using the obtained results are presented.
研究了仿射离散周期控制系统。研究了利用状态反馈实现闭环系统零平衡点的全局渐近镇定问题。假定自由动力系统具有李雅普诺夫稳定零平衡。将构造阻尼控制的方法从定常系统推广到时变周期仿射离散系统。利用该方法,得到了系统一致全局渐近镇定的充分条件。给出了应用所得结果的实例。
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引用次数: 0
The parametric optimization of a system with two delays and a PI controller 具有两个时滞和一个PI控制器的系统的参数优化
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2019.131231
J. Duda
In the paper a Lyapunov matrices approach to the parametric optimization problem of a time-delay system with two commensurate delays and a PI-controller is presented. The value of integral quadratic performance index is equal to the value of the Lyapunov functional for the initial function of the time-delay system. The Lyapunov functional is determined by means of the Lyapunov matrix. In the paper is presented the example of a scalar system with two delays and a PI controller.
本文用李雅普诺夫矩阵方法研究了一类具有两个相称时滞和一个pi控制器的时滞系统的参数优化问题。积分二次型性能指标值等于时滞系统初始函数的Lyapunov泛函值。李雅普诺夫泛函由李雅普诺夫矩阵确定。本文给出了一个带有PI控制器的双时滞标量系统的实例。
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引用次数: 0
A novel multiple attribute decision making method based on q-rung dual hesitant uncertain linguistic sets and Muirhead mean 基于q-rung对偶犹豫不确定语言集和Muirhead均值的多属性决策方法
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/ACS.2020.133499
Jun Wang, Xiaopu Shang, Xuehong Feng, Mengyang Sun
This paper aims to propose a new multi-attribute decision making (MADM) method in complicated and fuzzy decision-making environment. To express both decision makers (DMs’) quantitative and qualitative evaluation information comprehensively and consider their high hesitancy in giving their assessment values in MADM process, we combine q -rung dual hesitant fuzzy sets ( q -RDHFSs) with uncertain linguistic variables and develop a new tool, called the q -rung dual hesitant uncertain linguistic sets ( q -RDHULSs). First, the definition, operations and comparison method of q -RDHULSs are proposed. Second, given the interrelationship among multiple q -rung dual hesitant uncertain linguistic variables ( q -RDHULVs) we introduce some aggregation operators (AOs) to fuse q -rung dual hesitant uncertain linguistic ( q -RDHUL) information based on the Muirhead mean, i.e. the q -RDHUL Muirhead mean operator, the q RDHUL weighted Muirhead mean operator, the q -RDHUL dual Muirhead mean operator, and the q -RDHUL weighted dual Muirhead mean operator. To cope with MADM problems with q -RDHUL information, we propose a new method based on the proposed AOs. Afterwards, we apply the proposed method to an enterprise informatization level evaluation problem to verify its effectiveness. In addition, we also explain why our proposed method is more powerful and flexible than others.
本文旨在提出一种复杂模糊决策环境下的多属性决策方法。为了全面表达决策者的定量和定性评价信息,并考虑决策者在决策决策过程中给出评价值时的高犹豫性,将q -rung对偶犹豫模糊集(q - rdhfs)与不确定语言变量相结合,开发了q -rung对偶犹豫不确定语言集(q -RDHULSs)。首先,提出了q - rdhuls的定义、操作和比较方法。其次,考虑到多个q -rung对偶犹豫不确定语言变量(q -RDHULVs)之间的相互关系,引入基于Muirhead均值的聚合算子(aoos)来融合q -rung对偶犹豫不确定语言变量(q -RDHULVs)信息,即q -RDHUL Muirhead均值算子、q -RDHUL加权Muirhead均值算子、q -RDHUL对偶Muirhead均值算子和q -RDHUL加权对偶Muirhead均值算子。为了解决基于q -RDHUL信息的MADM问题,我们提出了一种基于所提出的aop的新方法。最后,将该方法应用于一个企业信息化水平评价问题,验证了该方法的有效性。此外,我们还解释了为什么我们提出的方法比其他方法更强大和灵活。
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引用次数: 8
Efficiency in vector ratio variational control problems involving geodesic quasiinvex multiple integral functionals 涉及测地线拟反积多重积分泛函的矢量比变分控制问题的有效性
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2021.138697
In this paper, we introduce necessary and sufficient efficiency conditions associated with a class of multiobjective fractional variational control problems governed by geodesic quasiinvex multiple integral functionals and mixed constraints containing m -flow type PDEs. Using the new notion of ( normal ) geodesic efficient solution , under ( ρ, b ) - geodesic quasiinvexity assumptions, we establish sufficient efficiency conditions for a feasible solution.
本文给出了一类包含m流型偏微分方程的测地拟逆多重积分泛函和混合约束的多目标分数变分控制问题的充要条件。利用(正)测地线有效解的新概念,在(ρ, b) -测地线拟invix假设下,建立了可行解的充分效率条件。
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引用次数: 0
Controllability of time varying semilinear non-instantaneous impulsive systems with delay, and nonlocal conditions 具有时滞和非局部条件的时变半线性非瞬时脉冲系统的可控性
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2022.141715
Dalia Cabada, Katherine Garcia, Cristi D. Guevara, H. Leiva
In this paper we prove the exact controllability of a time varying semilinear system considering non-instantaneous impulses, delay, and nonlocal conditions occurring simultaneously. It is done by using the Rothe’s fixed point theorem together with some sub-linear conditions on the nonlinear term, the impulsive functions, and the function describing the nonlocal conditions. Furthermore, a control steering the semilinear system from an initial state to a final state is exhibited.
本文证明了考虑非瞬时脉冲、时滞和非局部条件同时存在的时变半线性系统的精确可控性。利用Rothe不动点定理,结合非线性项上的一些次线性条件、脉冲函数和描述非局部条件的函数来实现。进一步,给出了一种将半线性系统从初始状态转向最终状态的控制方法。
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引用次数: 2
On LQ optimization problem subject to fractional order irregular singular systems 分数阶不规则奇异系统的LQ优化问题
IF 1.2 4区 计算机科学 Q2 Mathematics Pub Date : 2023-07-20 DOI: 10.24425/acs.2020.135850
In this paper we discuss the linear quadratic (LQ) optimization problem subject to fractional order irregular singular systems. The aim of this paper is to find the control-state pairs satisfying the dynamic constraint of the form a fractional order irregular singular systems such that the LQ objective functional is minimized. The method of solving is to convert such LQ optimization into the standard fractional LQ optimization problem. Under some particularly conditions we find the solution of the problem under consideration.
讨论了分数阶不规则奇异系统的线性二次优化问题。本文的目的是寻找满足分数阶不规则奇异系统动态约束的控制状态对,使LQ目标泛函最小。求解方法是将这种LQ优化问题转化为标准的分数阶LQ优化问题。在某些特殊条件下,我们找到了正在考虑的问题的解决办法。
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引用次数: 4
期刊
Archives of Control Sciences
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