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L-fuzzy automata based on complete regular residuated and co-residuated lattice: A categorical study 基于完全正则剩余格和共剩余格的l -模糊自动机:一个范畴研究
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-15 Epub Date: 2025-12-20 DOI: 10.1016/j.fss.2025.109730
Narayan Choudhary, Aastha Nirvana, S.P. Tiwari
This work focuses on the categorical study of L-fuzzy automata with a pair of L-fuzzy relations as morphisms, where L is a complete regular residuated and co-residuated lattice. Specifically, we introduce and study the categorical concepts such as product, monics, and their duals in this category, as well as further examine the monoidal structure. Moreover, we investigate the relationship between the category of L-fuzzy automata and the category of non-deterministic automata. We show the existence of isomorphisms between the category of L-fuzzy automata and the category of chains of non-deterministic automata.
本文主要研究一类L-模糊自动机的范畴问题,其中L是一个完全正则残馀格和共残馀格。具体来说,我们介绍和研究了这一范畴中的乘积、一元及其对偶等范畴概念,并进一步研究了一元结构。此外,我们还研究了l -模糊自动机类别与不确定性自动机类别之间的关系。证明了l -模糊自动机范畴与不确定自动机链范畴之间存在同构。
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引用次数: 0
Fuzzy fractional delay integro-differential equation with the generalized Hukuhara ψ-Caputo fractional derivative 广义Hukuhara - caputo分数阶导数的模糊分数阶时滞积分微分方程
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-11-27 DOI: 10.1016/j.fss.2025.109701
Aziz El Ghazouani, M’hamed Elomari , Said Melliani
This paper establishes rigorous mathematical foundations for fuzzy fractional delay integro-differential equations (FFDIDEs) involving the generalized Hukuhara ψ-Caputo fractional derivative – a previously unexplored combination in the literature. We address the critical theoretical gap in analyzing systems that simultaneously incorporate fuzzy uncertainty, memory effects (time delays), and non-local dynamics (integral terms). Through an innovative synthesis of Banach’s fixed point theorem and a novel monotone iterative technique, we prove: (1) existence and uniqueness of solutions under Lipschitz conditions (Theorems 2 and 3), (2) constructive approximation via monotone sequences converging uniformly to the solution (Lemma 2), and (3) continuous dependence on initial conditions with explicit stability bounds (Theorem 4).
Our framework systematically handles both d-increasing and d-decreasing solution cases through a unified ψ-Caputo operational calculus. The theoretical advances are validated through computational experiments demonstrating O(h1+α) convergence rates for α ∈ (0, 1), with MATLAB simulations providing quantitative analysis of triangular fuzzy solutions (Example 1, Figures 1– 6). Beyond its theoretical contributions, this work enables new applications in fuzzy control systems with delays, fractional-order neural networks with uncertainty, and other complex systems requiring simultaneous treatment of non-locality and vagueness. The results fundamentally extend the existing fuzzy fractional calculus literature by establishing the first comprehensive solution theory for this important class of equations.
本文建立了包含广义Hukuhara - caputo分数阶导数的模糊分数阶时滞积分微分方程(FFDIDEs)的严格数学基础。我们在分析同时包含模糊不确定性、记忆效应(时间延迟)和非局部动力学(积分项)的系统时解决了关键的理论差距。通过Banach不动点定理的创新合成和一种新的单调迭代技术,我们证明了:(1)Lipschitz条件下解的存在唯一性(定理2和3),(2)单调序列一致收敛于解的构造逼近(引理2),(3)具有显式稳定性界的连续依赖于初始条件(定理4)。我们的框架通过统一的ψ-Caputo运算,系统地处理了d增加解和d减少解的情况。通过计算实验验证了理论进展,证明了α ∈ (0,1)的O(h1+α)收敛率,MATLAB仿真提供了三角模糊解的定量分析(例1,图1 - 6)。除了其理论贡献之外,这项工作还可以在具有延迟的模糊控制系统,具有不确定性的分数阶神经网络以及其他需要同时处理非局域性和模糊性的复杂系统中实现新的应用。结果从根本上扩展了现有的模糊分数微积分文献,建立了这类重要方程的第一个综合解理论。
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引用次数: 0
Several classes of uninorms on bounded pseudo-ordered sets 有界伪有序集合上的几类一致信息
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-12-07 DOI: 10.1016/j.fss.2025.109725
Yu Kong, Hua-Wen Liu
<div><div>In this paper, we mainly study the classes of uninorms whose neutral elements are middle-transitive and not in any non-trivial cycle, defined on bounded pseudo-ordered sets. Firstly, to generalize the definitions of <span><math><mrow><msub><mi>U</mi><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow></msub></mrow></math></span> and <span><math><mrow><msub><mi>U</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></mrow></math></span> of uninorms on bounded lattices, we introduce the definitions of the classes <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> and <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> of uninorms on bounded pseudo-ordered sets. Secondly, we characterize the members of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> on bounded pseudo-ordered sets using strong t-subnorms and uninorms. We characterize the members of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> on bounded pseudo-ordered sets using strong t-superconorms and uninorms. In addition, we introduce the definitions of the subclass <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi><mo>*</mo></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> and the subclass <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>a</mi><mi>x</mi><mo>*</mo></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> on bounded pseudo-ordered sets, generalizing the definitions of <span><math><mrow><msub><mi>U</mi><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow></msub></mrow></math></span> and <span><math><mrow><msub><mi>U</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></mrow></math></span> on bounded lattices. We introduce the definitions of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi><mi>r</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> and <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>a</mi><mi>x</mi><mi>r</mi></mrow><mrow><mi>p</mi><mi>s</mi></mrow></msubsup></mrow></math></span> on bounded pseudo-ordered sets as the extensions of the definitions of <span><math><mrow><msubsup><mrow><mi>U</mi></mrow><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow><mi>r</mi></msubs
本文主要研究了定义在有界伪序集合上的中性元素为中传递且不在任何非平凡循环中的一致通知类。首先,为了推广有界格上一致子的Umin和Umax的定义,我们引入了有界伪序集合上一致子的Uminps和Umaxps类的定义。其次,我们利用强t-次范数和一致子刻画了有界伪序集合上的Uminps的成员。利用强t-上正则和一致正则刻画了有界伪序集合上的umaxp的成员。此外,我们引入了有界伪序集上umps的子类Umin*ps和Umaxps的子类Umax*ps的定义,推广了有界格上Umin和Umax的定义。引入有界伪有序集上的Uminrps和Umaxrps的定义,作为有界格上的Uminr和Umaxr定义的推广。此外,我们给出了Umin*ps、Umax*ps、Uminrps或Umaxrps一类制服的构造方法。最后,讨论了这四类有界伪有序集合上的一致信息之间的联系。
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Firstly, to generalize the definitions of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; of uninorms on bounded lattices, we introduce the definitions of the classes &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; of uninorms on bounded pseudo-ordered sets. Secondly, we characterize the members of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on bounded pseudo-ordered sets using strong t-subnorms and uninorms. We characterize the members of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on bounded pseudo-ordered sets using strong t-superconorms and uninorms. In addition, we introduce the definitions of the subclass &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;mo&gt;*&lt;/mo&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and the subclass &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;mo&gt;*&lt;/mo&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on bounded pseudo-ordered sets, generalizing the definitions of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on bounded lattices. We introduce the definitions of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;mi&gt;r&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;a&lt;/mi&gt;&lt;mi&gt;x&lt;/mi&gt;&lt;mi&gt;r&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;p&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;/msubsup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; on bounded pseudo-ordered sets as the extensions of the definitions of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msubsup&gt;&lt;mrow&gt;&lt;mi&gt;U&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;i&lt;/mi&gt;&lt;mi&gt;n&lt;/mi&gt;&lt;/mrow&gt;&lt;mi&gt;r&lt;/mi&gt;&lt;/msubs","PeriodicalId":55130,"journal":{"name":"Fuzzy Sets and Systems","volume":"528 ","pages":"Article 109725"},"PeriodicalIF":2.7,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145790850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dually feature-weighted fuzzy SVM based on HSIC LASSO 基于HSIC LASSO的双特征加权模糊支持向量机
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-11-24 DOI: 10.1016/j.fss.2025.109703
Tinghua Wang, Zhiyong Lai, Xin Zhang
Support vector machine (SVM) is an algorithm developed based on statistical learning theory and has exhibited superior performance in many fields. Despite its success, SVM assumes that all training samples are equally important during training, making it sensitive to noise or outliers. To mitigate this problem, SVM was extended to fuzzy SVM (FSVM), which assigns a fuzzy membership to each training point, thereby allowing different training points contribute differently to the learning of the decision boundary. Although FSVM improves the classification performance to some degree, it still operates under the assumption that all features contribute equally. This overlooks the different importance of different features in the classification process, potentially leading to undesirable classification results. At present, most feature weighting methods rely on heuristic search strategies, which often yield locally optimal solutions and predominantly focus on the correlation between features and labels while neglecting the redundancy between features. To address these limitations, we propose a novel approach termed dually feature-weighted FSVM based on Hilbert-Schmidt independence criterion (HSIC) least absolute shrinkage and selection operator (LASSO) (DFWFSVM-HL for short). Specifically, the HSIC is firstly used to calculate the minimum redundancy maximum relevance (mRMR) feature weights, and the global optimal solution is efficiently obtained by solving a LASSO optimization problem. Subsequently, the fuzzy membership function is refined by incorporating these feature weights, modulating the contribution of different features to the fuzzy membership function by a feature-weighted Euclidean distance between the sample and its corresponding class center. This effectively reduces the impact of noise or outliers on classification. Additionally, a feature-weighted kernel function is constructed using the feature weights, reducing the influence of weak or irrelevant features on classification. Comprehensive experiments on benchmark datasets validate the effectiveness of the proposed DFWFSVM-HL model, demonstrating its superiority in terms of several classification performance metrics.
支持向量机(SVM)是一种基于统计学习理论发展起来的算法,在许多领域都表现出优异的性能。尽管它取得了成功,但SVM假设在训练过程中所有的训练样本都是同等重要的,这使得它对噪声或异常值很敏感。为了解决这一问题,将支持向量机扩展为模糊支持向量机(FSVM),为每个训练点分配模糊隶属度,从而允许不同的训练点对决策边界的学习做出不同的贡献。虽然FSVM在一定程度上提高了分类性能,但它仍然是在所有特征贡献相同的假设下运行的。这忽略了分类过程中不同特征的不同重要性,可能导致不理想的分类结果。目前,大多数特征加权方法依赖于启发式搜索策略,往往产生局部最优解,并且主要关注特征与标签之间的相关性,而忽略了特征之间的冗余性。为了解决这些限制,我们提出了一种新的方法,称为基于Hilbert-Schmidt独立准则(HSIC)最小绝对收缩和选择算子(LASSO)的双特征加权FSVM (DFWFSVM-HL)。具体而言,首先将HSIC用于计算最小冗余最大相关(mRMR)特征权重,并通过求解LASSO优化问题高效地获得全局最优解。随后,通过合并这些特征权重来改进模糊隶属函数,通过样本与其相应类中心之间的特征加权欧氏距离来调节不同特征对模糊隶属函数的贡献。这有效地减少了噪声或异常值对分类的影响。此外,利用特征权重构造特征加权核函数,减少弱特征或不相关特征对分类的影响。在基准数据集上的综合实验验证了所提出的DFWFSVM-HL模型的有效性,证明了其在多个分类性能指标上的优越性。
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引用次数: 0
Incremental perspective for Bi-selection of instances and features by employing fuzzy rough set technique 采用模糊粗糙集技术进行实例和特征双选择的增量视角
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-11-25 DOI: 10.1016/j.fss.2025.109705
Jiahao Li , Yanhong She , Xiaoli He , Ting Qian , Wenli Zheng
Fuzzy rough set-based bi-selection, which performs instance and feature selection simultaneously, has become an important technique for data reduction. This paper proposes a novel bi-selection approach from an incremental learning perspective for the dynamic selection of instances and features upon the arrival of new data. To enhance the robustness of the proposed algorithm (called IBSFRS) across datasets of varying sizes, an elite instance strategy is incorporated into the incremental instance selection process. The numerical experiments are conducted on 14 commonly used datasets by simulating an incremental learning scenario where new instances arrive in batches. The results demonstrate that the IBSFRS algorithm exhibits significant advantages in classification accuracy while maintaining a high reduction rate. Furthermore, it exhibits superior performance in the effectiveness metric, successfully balancing the reduction rate with classification accuracy in incremental environment.
同时进行实例和特征选择的模糊粗糙集双选择已成为数据约简的重要技术。本文从增量学习的角度提出了一种新的双选择方法,用于在新数据到达时动态选择实例和特征。为了增强所提出算法(称为IBSFRS)在不同大小数据集上的鲁棒性,在增量实例选择过程中引入了精英实例策略。在14个常用的数据集上进行了数值实验,模拟了新实例分批到达的增量学习场景。结果表明,IBSFRS算法在保持高约简率的同时,在分类精度上具有显著优势。此外,该方法在有效性指标上表现出优异的性能,成功地平衡了增量环境下的分类正确率和减少率。
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引用次数: 0
A moment-preserving spectral defuzzification on the circle: From theory to practice 圆上的保矩谱去模糊化:从理论到实践
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-12-07 DOI: 10.1016/j.fss.2025.109716
G. Caterina
We develop a moment-preserving defuzzifier based on the Cafagna-Caterina characterization theorem. Given the first n Fourier moments of a membership function f ∈ [0, 1] on S1, it returns a crisp function χn which is a union of n arcs and whose first n moments match those of f exactly. For n=2, corresponding to mass and centroid, we give a closed-form solution for the arc endpoints, whereas for n > 2 we present two numerical methods to compute those arcs. As an application, we apply the method to California Independent System Operator (CAISO) net demand data, and show that the four-arc solution automatically produces a midday gap that captures the solar valley, with arc locations emerging from moment-matching constraints rather than threshold selection or manual specification.
基于Cafagna-Caterina表征定理,提出了一种矩保持去模糊器。给定S1上隶属函数f ∈ [0,1]的前n个傅里叶矩,它返回一个清晰的函数χn,它是n个弧的并集,并且它的前n个矩与f的傅里叶矩完全匹配。对于n=2,对应质量和质心,我们给出了圆弧端点的封闭解,而对于n >; 2,我们给出了两种计算圆弧端点的数值方法。作为一项应用,我们将该方法应用于加州独立系统运营商(CAISO)的净需求数据,并表明四弧解决方案自动产生捕获太阳谷的正午间隙,弧位置来自力矩匹配约束,而不是阈值选择或手动规范。
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引用次数: 0
Fixed-time stability of unknown stochastic nonlinear systems: A new approach with prescribed upper bound 未知随机非线性系统的定时稳定性:一种具有规定上界的新方法
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-12-01 DOI: 10.1016/j.fss.2025.109707
Yixuan Yuan , Liping Xie , Junsheng Zhao , Kanjian Zhang
The present study explores the issue of fixed-time control for nonlinear systems that are affected by stochastic perturbations. The issue of infinite gain is effectively addressed by employing a function defined by variable gain over time, and two novel theorems are established. In the first theorem, the scenario is analysed in which both the drift and diffusion terms in stochastic nonlinear systems are known, and this demonstrates that the system achieves fixed-time stability in probability. However, given the potential imperfections inherent in real-world systems, such as model uncertainties and external disturbances, the concept of practical mean-square fixed-time stability is further introduced in Theorem 2. Traditional approaches typically rely on parameter-dependent upper-bound functions to estimate the settling time, which lack flexibility and adaptability to varying system requirements. In contrast, the proposed fixed-time control strategy, which includes a prescribed upper-bound on the dwell time, provides greater flexibility. It enables users to specify the upper limit of the dwell time in accordance with practical requirements. Furthermore, the design of the state-feedback controller employs fuzzy logic systems to approximate the unknown drift and diffusion terms in stochastic nonlinear systems, and by integrating a time-varying gain function, it enables the arbitrary specification of the upper bound on the dwell time. To verify the validity of the prescribed control scheme, this paper presents two simulation case analyses. A comparison and analysis of the results with those obtained by alternative methods demonstrates the rationality and quality of the prescribed control mechanism.
本研究探讨了受随机扰动影响的非线性系统的定时控制问题。利用随时间变化的增益函数有效地解决了无限增益的问题,并建立了两个新的定理。在第一个定理中,分析了随机非线性系统中漂移项和扩散项都已知的情形,证明了系统在概率上达到定时稳定性。然而,考虑到现实世界系统中固有的潜在缺陷,例如模型不确定性和外部干扰,在定理2中进一步引入了实际均方固定时间稳定性的概念。传统的方法通常依赖于参数相关的上界函数来估计稳定时间,缺乏灵活性和对不同系统需求的适应性。相比之下,所提出的固定时间控制策略提供了更大的灵活性,该策略包括规定的停留时间上限。用户可根据实际需要指定停留时间上限。此外,状态反馈控制器的设计采用模糊逻辑系统来逼近随机非线性系统中的未知漂移和扩散项,并通过积分时变增益函数来实现停留时间上界的任意规定。为了验证所定控制方案的有效性,本文给出了两个仿真案例分析。与其他方法的结果进行了比较分析,证明了所规定控制机制的合理性和质量。
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引用次数: 0
Random projections of constrained fuzzy measures 约束模糊测度的随机投影
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-11-19 DOI: 10.1016/j.fss.2025.109676
Gleb Beliakov , Peiqi Sun , Jian-Zhang Wu
Random generation of fuzzy measures plays a pivotal role in large-scale decision-making and optimization that involve fuzzy integrals as a model to aggregate dependent inputs. We address the problem of random generation of fuzzy measures with specific additional constraints on their values and their combinations that reflect decision maker preferences. We present a range of approaches to handle sparse linear equality constraints and analyse their computational complexity. Some approaches involve random walks in the affine subspaces while others are based on projecting random points in an order polytope onto those affine spaces. We also examine special cases of linear constraints that arise in generation of k-additive fuzzy measures, and provide recommendations on the applicability of the approaches that we examined.
模糊测度的随机生成在大规模决策和优化中起着关键作用,这些决策和优化涉及模糊积分作为模型来聚集相关输入。我们解决了随机生成模糊度量的问题,这些模糊度量对它们的值和它们的组合有特定的附加约束,这些约束反映了决策者的偏好。我们提出了一系列处理稀疏线性等式约束的方法,并分析了它们的计算复杂度。一些方法涉及仿射子空间中的随机游走,而另一些方法是基于将有序多面体中的随机点投影到这些仿射空间上。我们还研究了在生成k-可加模糊测度时出现的线性约束的特殊情况,并就我们所研究的方法的适用性提供了建议。
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引用次数: 0
The modularity condition for semi-t-operators and Bi-uninorms 半-算子和双一致子的模性条件
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-12-11 DOI: 10.1016/j.fss.2025.109729
Keyi Xiao , Yong Su , Wenwen Zong
The modularity holds a significant position in fuzzy set theory, which is closely related to the distributivity and can be viewed as a restricted general associativity equation. In this paper, we study the modularity between semi-t-operators and bi-uninorms, and completely describe the structure of such a pair of functions without any additional assumptions. Several examples are also provided to illustrate the theoretical results.
模性在模糊集合理论中占有重要的地位,它与分配性密切相关,可以看作是一个有限制的一般结合律方程。本文研究了半-算子与双一致子之间的模性,在没有任何附加假设的情况下,完整地描述了这类函数对的结构。文中还举例说明了理论结果。
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引用次数: 0
General and left-continuous operators on lattice-based sums 格基和上的一般和左连续算子
IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2026-04-01 Epub Date: 2025-11-30 DOI: 10.1016/j.fss.2025.109706
Roberto G. Aragón , Pascual Jara , Jesús Medina
Lattice-based sum provides a procedure to obtain posets and lattices from families of posets and lattices, respectively. Establishing sufficient conditions to ensure the lattice structure was the most significant challenge achieved in previous works. Next steps are to consider structures with general operators defined on the lattices of the family, introduce a sum of these operators on the obtained lattice-based sum and study the properties preserved by this new definition. We will prove that the natural definition preserve, in general, the monotonicity, associativity, commutativity, etc. This paper also introduces a new mechanism focused on preserving the left-continuity property of the operators defined on the lattices. This new approach also preserves the associativity and the infimum of non-empty subsets, and takes into account (infinite) complete lattices, unlike the previous works.
基于格的和提供了一种分别从序集族和格族中获得序集和格的方法。在之前的工作中,建立足够的条件来确保晶格结构是最重要的挑战。下一步是考虑在族的格上定义了一般算子的结构,在得到的基于格的和上引入这些算子的和,并研究这个新定义所保留的性质。我们将证明自然定义一般地保持单调性、结合性、交换性等。本文还介绍了一种新的机制,其重点是保持在格上定义的算子的左连续性。这种新方法还保留了非空子集的结合性和最小值,并考虑了(无限)完全格,这与以前的工作不同。
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Fuzzy Sets and Systems
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