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Some Mixed Soft Operations and Extremally Soft Disconnectedness via Two Soft Topologies
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作者 Nihal Arabacioglu Tas Ahu Acikgoz 《Applied Mathematics》 2014年第3期490-500,共11页
In this paper, we study the concept of soft sets which is introduced by Molodtsov [5]. We give the definition of (τ1,τ2)-semi open soft (resp. (τ1,τ2)-pre open soft, (τ1,τ2)-α-open soft, (τ1,τ2)-β-open soft... In this paper, we study the concept of soft sets which is introduced by Molodtsov [5]. We give the definition of (τ1,τ2)-semi open soft (resp. (τ1,τ2)-pre open soft, (τ1,τ2)-α-open soft, (τ1,τ2)-β-open soft, (τ1,τ2)'-semi open soft, (τ1,τ2)'-pre open soft, (τ1,τ2)'-α-open soft, (τ1,τ2)'-βopen soft) set via two soft topologies. Also we introduce (τ1,τ2)-regular open soft and ESDC on two soft topologies. The aim of this paper is to investigate properties of some mixed soft operations and characterizations of ESDC. Finally, we study τ2-ESDC soft topologies τ1. 展开更多
关键词 (τ1 τ2)-Semi Open soft (τ1 τ2)-Pre Open soft (τ1 τ2)-α-Open soft (τ1 τ2)-β-Open soft (τ1 τ2)'-Semi Open soft (τ1 τ2)'-Pre Open soft (τ1 τ2)'-α-Open soft (τ1 τ2)'-β-Open soft (τ1 τ2)-Regular Open soft ESDC
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Dynamic Network‑and Microcellular Architecture‑Driven Biomass Elastomer toward Sustainable and Versatile Soft Electronics
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作者 Shanqiu Liu Yi Shen +5 位作者 Yizhen Li Yunjie Mo Enze Yu Taotao Ge Ping Li Jingguo Li 《Nano-Micro Letters》 2026年第3期368-387,共20页
Conductive elastomers combining micromechanical sensitivity,lightweight adaptability,and environmental sustainability are critically needed for advanced flexible electronics requiring precise responsiveness and long-t... Conductive elastomers combining micromechanical sensitivity,lightweight adaptability,and environmental sustainability are critically needed for advanced flexible electronics requiring precise responsiveness and long-term wearability;however,the integration of these properties remains a significant challenge.Here,we present a biomass-derived conductive elastomer featuring a rationally engineered dynamic crosslinked network integrated with a tunable microporous architecture.This structural design imparts pronounced micromechanical sensitivity,an ultralow density(~0.25 g cm^(−3)),and superior mechanical compliance for adaptive deformation.Moreover,the unique micro-spring effect derived from the porous architecture ensures exceptional stretchability(>500%elongation at break)and superior resilience,delivering immediate and stable electrical response under both subtle(<1%)and large(>200%)mechanical stimuli.Intrinsic dynamic interactions endow the elastomer with efficient room temperature self-healing and complete recyclability without compromising performance.First-principles simulations clarify the mechanisms behind micropore formation and the resulting functionality.Beyond its facile and mild fabrication process,this work establishes a scalable route toward high-performance,sustainable conductive elastomers tailored for next-generation soft electronics. 展开更多
关键词 Bio-based conductive elastomers Dynamic covalent chemistry Micromechanical sensitivity soft electronics
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Ultralow dark current soft X-ray detectors based on lead-free double perovskite Cs_(2)AgBiBr_(6)
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作者 Long Cheng Lijuan Huang +15 位作者 Mulin Sun Ying Meng Yuan Li Tianyu Liu Pengju Tan Mingzhu Hu Huaqing Yang Xiaolan Ma Shunjie Yu Xiaohu Hou Yong Guan Junfa Zhu Xiaosong Liu Yu Li Shibing Long Qin Hu 《Journal of Semiconductors》 2026年第1期109-116,共8页
Soft X-ray detectors play a vital role in materials science,high-energy physics and medical imaging.Cs_(2)AgBiBr_(6),a lead-free double perovskite,has gained attention for its excellent optoelectronic properties,stabi... Soft X-ray detectors play a vital role in materials science,high-energy physics and medical imaging.Cs_(2)AgBiBr_(6),a lead-free double perovskite,has gained attention for its excellent optoelectronic properties,stability,and nontoxicity.However,its fast crystallization and requirement for high-temperature annealing(>250℃)often lead to inferior film quality,limiting its application in flexible devices.This study introduces an alloying strategy that significantly improves the quality of Cs_(2)AgBiBr_(6)thin films annealed at a reduced temperature of 150℃.Devices based on the alloyed thin films exhibit an ultra-low dark current of 0.32 nA·cm^(-2)and a quantum efficiency of 725%.Furthermore,the first successful integration of Cs_(2)AgBiBr_(6)with a thinfilm transistor backplane demonstrates its superior imaging performance,indicating that Cs_(2)AgBiBr_(6)is a promising material for next-generation soft X-ray sensors. 展开更多
关键词 soft X-ray detector lead-free double perovskite Cs_(2)AgBiBr_(6) ALLOYING IMAGING
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3D Printed Hydrogels for Soft Robotic Applications
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作者 Kunlin Wu Jingcheng Xiao +1 位作者 Junwei Li Yifan Wang 《Journal of Polymer Materials》 2025年第2期277-305,共29页
The integration of 3D-printed hydrogels in soft robotics enables the creation of flexible,adaptable,and biocompatible systems.Hydrogels,with their high-water content and responsiveness to stimuli,are suitable for actu... The integration of 3D-printed hydrogels in soft robotics enables the creation of flexible,adaptable,and biocompatible systems.Hydrogels,with their high-water content and responsiveness to stimuli,are suitable for actuators,sensors,and robotic systems that require safe interaction and precise manipulation.Unlike traditional techniques,3D printing offers enhanced capabilities in tailoring structural complexity,resolution,and integrated functionality,enabling the direct fabrication of hydrogel systems with programmed mechanical and functional properties.In this perspective,we explore the evolving role of 3D-printed hydrogels in soft robotics,covering their material composition,fabrication techniques,and diverse applications.We highlight advancements in hydrogel-based actuators,sensors,and robots,emphasizing their ability to perform intricate motions.In addition,we discuss challenges like mechanical robustness,scalability,and integration as well as the potential of hydrogels in soft robotics and explore future directions for their development. 展开更多
关键词 HYDROGELS 3D printing soft robotics soft actuators soft robots soft sensors
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Soft Robotics:Morphology and Morphology-inspired Motion Strategy 被引量:7
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作者 Fan Xu Hesheng Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第9期1500-1522,共23页
Robotics has aroused huge attention since the 1950s.Irrespective of the uniqueness that industrial applications exhibit,conventional rigid robots have displayed noticeable limitations,particularly in safe cooperation ... Robotics has aroused huge attention since the 1950s.Irrespective of the uniqueness that industrial applications exhibit,conventional rigid robots have displayed noticeable limitations,particularly in safe cooperation as well as with environmental adaption.Accordingly,scientists have shifted their focus on soft robotics to apply this type of robots more effectively in unstructured environments.For decades,they have been committed to exploring sub-fields of soft robotics(e.g.,cutting-edge techniques in design and fabrication,accurate modeling,as well as advanced control algorithms).Although scientists have made many different efforts,they share the common goal of enhancing applicability.The presented paper aims to brief the progress of soft robotic research for readers interested in this field,and clarify how an appropriate control algorithm can be produced for soft robots with specific morphologies.This paper,instead of enumerating existing modeling or control methods of a certain soft robot prototype,interprets for the relationship between morphology and morphology-dependent motion strategy,attempts to delve into the common issues in a particular class of soft robots,and elucidates a generic solution to enhance their performance. 展开更多
关键词 soft continuum manipulator soft gripper soft mobile robot soft robot control method soft robot modeling method soft robotics
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Wireless,Multifunctional System‑Integrated Programmable Soft Robot
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作者 Sungkeun Han Jeong‑Woong Shin +13 位作者 Joong Hoon Lee Bowen Li Gwan‑Jin Ko Tae‑Min Jang Ankan Dutta Won Bae Han Seung Min Yang Dong‑Je Kim Heeseok Kang Jun Hyeon Lim Chan‑Hwi Eom So Jeong Choi Huanyu Cheng Suk-Won Hwang 《Nano-Micro Letters》 2025年第7期12-25,共14页
Soft robots have partially or entirely provided versatile opportunities for issues or roles that cannot be addressed by conventional machine robots,although most studies are limited to designs,controls,or physical/mec... Soft robots have partially or entirely provided versatile opportunities for issues or roles that cannot be addressed by conventional machine robots,although most studies are limited to designs,controls,or physical/mechanical motions.Here,we present a transformable,reconfigurable robotic platform created by the integration of magnetically responsive soft composite matrices with deformable multifunctional electronics.Magnetic compounds engineered to undergo phase transition at a low temperature can readily achieve reversible magnetization and conduct various changes of motions and shapes.Thin and flexible electronic system designed with mechanical dynamics does not interfere with movements of the soft electronic robot,and the performances of wireless circuit,sensors,and devices are independent of a variety of activities,all of which are verified by theoretical studies.Demonstration of navigations and electronic operations in an artificial track highlights the potential of the integrated soft robot for on-demand,environments-responsive movements/metamorphoses,and optoelectrical detection and stimulation.Further improvements to a miniaturized,sophisticated system with material options enable in situ monitoring and treatment in envisioned areas such as biomedical implants. 展开更多
关键词 Untethered multimodal locomotion soft robotics soft electronics WIRELESS Reprogrammable magnetic soft robot
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Fuzzy N-Bipolar Soft Sets for Multi-Criteria Decision-Making:Theory and Application
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作者 Sagvan Y.Musa Baravan A.Asaad +2 位作者 Hanan Alohali Zanyar A.Ameen Mesfer H.Alqahtani 《Computer Modeling in Engineering & Sciences》 2025年第4期911-943,共33页
This paper introduces fuzzy N-bipolar soft(FN-BS)sets,a novel mathematical framework designed to enhance multi-criteria decision-making(MCDM)processes under uncertainty.The study addresses a significant limitation in ... This paper introduces fuzzy N-bipolar soft(FN-BS)sets,a novel mathematical framework designed to enhance multi-criteria decision-making(MCDM)processes under uncertainty.The study addresses a significant limitation in existing models by unifying fuzzy logic,the consideration of bipolarity,and the ability to evaluate attributes on a multinary scale.The specific contributions of the FN-BS framework include:(1)a formal definition and settheoretic foundation,(2)the development of two innovative algorithms for solving decision-making(DM)problems,and(3)a comparative analysis demonstrating its superiority over established models.The proposed framework is applied to a real-world case study on selecting vaccination programs across multiple countries,showcasing consistent DM outcomes and exceptional adaptability to complex and uncertain scenarios.These results position FN-BS sets as a versatile and powerful tool for addressing dynamic DM challenges. 展开更多
关键词 Fuzzy N-bipolar soft sets N-bipolar soft sets N-soft sets MCDM ALGORITHMS
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Soft-DDPG算法驱动的综合能源系统优化调度方法
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作者 韩光洁 邹昕莹 +1 位作者 张帆 徐政伟 《小型微型计算机系统》 北大核心 2025年第9期2258-2265,共8页
近年来,综合能源系统作为一种以多种能源形态和设备相互交互的能源系统方案得到了广泛应用和研究.然而,在面对动态复杂的多能源系统时,传统的优化调度方法往往无法满足其实时性和精准度需求.因此,本文设计了一种软深度确定性策略梯度(So... 近年来,综合能源系统作为一种以多种能源形态和设备相互交互的能源系统方案得到了广泛应用和研究.然而,在面对动态复杂的多能源系统时,传统的优化调度方法往往无法满足其实时性和精准度需求.因此,本文设计了一种软深度确定性策略梯度(Soft Deep Deterministic Policy Gradient,Soft-DDPG)算法驱动的综合能源系统优化调度方法,以最小化调度周期内系统总运行成本为目标,建立设备运行综合能效评估模型,再采用Soft-DDPG算法对每个能源设备的能效调度动作进行优化控制.Soft-DDPG算法将softmax算子引入到动作值函数的计算中,有效降低了Q值高估问题.与此同时,该算法在动作选择策略中加入了随机噪声,提高了算法的学习效率.实验结果显示,本文所提出的方法解决了综合能源系统能效调度实时性差、精准度低的瓶颈问题,实现了系统的高效灵活调度,降低了系统的总运行成本. 展开更多
关键词 深度强化学习 优化调度 综合能源系统 soft DDPG
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Programming ferromagnetic soft materials for miniature soft robots:Design,fabrication,and applications 被引量:1
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作者 Junliang Chen Dongdong Jin +1 位作者 Qianqian Wang Xing Ma 《Journal of Materials Science & Technology》 2025年第16期271-287,共17页
Due to the small size,active mobility,and intrinsic softness,miniature soft robots hold promising po-tentials in reaching the deep region inside living bodies otherwise inaccessible with compelling agility,adaptabilit... Due to the small size,active mobility,and intrinsic softness,miniature soft robots hold promising po-tentials in reaching the deep region inside living bodies otherwise inaccessible with compelling agility,adaptability and safety.Various materials and actuation strategies have been developed for creating soft robots,among which,ferromagnetic soft materials that self-actuate in response to external magnetic fields have attracted worldwide attention due to their remote controllability and excellent compatibil-ity with biological tissues.This review presents comprehensive and systematic research advancements in the design,fabrication,and applications of ferromagnetic soft materials for miniature robots,providing in-sights into their potential use in biomedical fields and beyond.The programming strategies of ferromag-netic soft materials are summarized and classified,including mold-assisted programming,3D printing-assisted programming,microassembly-assisted programming,and magnetization reprogramming.Each approach possesses unique advantages in manipulating the magnetic responsiveness of ferromagnetic soft materials to achieve outstanding actuation and deformation performances.We then discuss the biomedi-cal applications of ferromagnetic soft material-based soft robots(e.g.,minimally invasive surgery,targeted delivery,and tissue engineering),highlighting their potentials in revolutionizing biomedical technologies.This review also points out the current challenges and provides insights into future research directions,which we hope can serve as a useful reference for the development of next-generation adaptive miniature robots. 展开更多
关键词 Ferromagnetic soft materials Miniature soft robots Magnetic actuation Magnetization programming strategies Biomedical applications
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Soft Locally Compact Spaces and Soft Paracompact Spaces 被引量:1
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作者 Sadi Bayramov Cigdem Gunduz 《Journal of Mathematics and System Science》 2013年第3期122-130,共9页
The concept of soft topological space was introduced by some authors. In the present paper, we investigate some basic notions of soft topological spaces by using new soft point concept. Later we give soft locally comp... The concept of soft topological space was introduced by some authors. In the present paper, we investigate some basic notions of soft topological spaces by using new soft point concept. Later we give soft locally compact space and the relationships between them are discussed in detail. Finally, we define soft paracompactness and explore some of its basic properties. 展开更多
关键词 soft set soft point soft topology soft locally compactness soft paracompactness.
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Optimizing the high-frequency magnetic properties of soft magnetic composites via surface nanoengineering
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作者 Rongsheng Bai Liliang Shao +5 位作者 Huaping Ding Xuesong Li Jing Zhou Zhiyong Xue Haibo Ke Weihua Wang 《Journal of Materials Science & Technology》 2025年第8期82-88,共7页
Owing to the presence of large residual internal stress during cold compaction,it is difficult to optimize the multiple high-frequency magnetic properties of amorphous soft magnetic composites(ASMCs)simultaneously.Her... Owing to the presence of large residual internal stress during cold compaction,it is difficult to optimize the multiple high-frequency magnetic properties of amorphous soft magnetic composites(ASMCs)simultaneously.Here,a surface nanoengineering strategy was proposed to address the above dilemma by constructing a stress buffer layer composed of amorphous nano-particles,between amorphous powder and insulation coating.The amorphous FeSiBCCr@x wt.%FeB(x=0.5,1,3)composite powders with coreshell structures were successfully prepared via an in-situ chemical reduction method.Especially,when the composite ratio of nano-particles is 1 wt.%,the comprehensive properties of the ASMC reach the best balance.Compared with the FeSiBCCr ASMC,the saturation magnetization of the modified ASMC enhances from 153 to 171 emu/g.Meanwhile,the core loss decreases by 28.25%,while the effective permeability increases by 25% and can stabilize to∼20 MHz.Therefore,our work provides a strategy for achieving superior comprehensive soft magnetic properties of ASMCs via surface nanoengineering,which presents enormous application potential in high-frequency electric devices. 展开更多
关键词 Amorphous soft magnetic composites soft magnetic properties Surface nanoengineering NANO-PARTICLES Core-shell structure
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Review: Advanced Drive Technologies for Bionic Soft Robots
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作者 Chengyao Deng Zhenkun Li 《Journal of Bionic Engineering》 2025年第2期419-457,共39页
This article provides a comprehensive exploration of the current research landscape in the field of soft actuation technology applied to bio-inspired soft robots. In sharp contrast to their conventional rigid counterp... This article provides a comprehensive exploration of the current research landscape in the field of soft actuation technology applied to bio-inspired soft robots. In sharp contrast to their conventional rigid counterparts, bio-inspired soft robots are primarily constructed from flexible materials, conferring upon them remarkable adaptability and flexibility to execute a multitude of tasks in complex environments. However, the classification of their driving technology poses a significant challenge owing to the diverse array of employed driving mechanisms and materials. Here, we classify several common soft actuation methods from the perspectives of the sources of motion in bio-inspired soft robots and their bio-inspired objects, effectively filling the classification system of soft robots, especially bio-inspired soft robots. Then, we summarize the driving principles and structures of various common driving methods from the perspective of bionics, and discuss the latest developments in the field of soft robot actuation from the perspective of driving modalities and methodologies. We then discuss the application directions of bio-inspired soft robots and the latest developments in each direction. Finally, after an in-depth review of various soft bio-inspired robot driving technologies in recent years, we summarize the issues and challenges encountered in the advancement of soft robot actuation technology. 展开更多
关键词 Bionic soft robots Bionic soft drive technologies BIOMIMETIC Application
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Soft Resource Slicing for Industrial Mixed Traffic in 5G Networks
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作者 Jingfang Ding Meng Zheng Haibin Yu 《IEEE/CAA Journal of Automatica Sinica》 2025年第2期463-465,共3页
Dear Editor,This letter proposes a dynamic switching soft slicing strategy for industrial mixed traffic in 5G networks. Considering two types of traffic, periodic delay-sensitive (PDS) traffic and sporadic delay-toler... Dear Editor,This letter proposes a dynamic switching soft slicing strategy for industrial mixed traffic in 5G networks. Considering two types of traffic, periodic delay-sensitive (PDS) traffic and sporadic delay-tolerant (SDT) traffic, we design a dynamic switching strategy based on a traffic-Qo S-aware soft slicing (TQASS) scheme and a resource-efficiency-aware soft slicing (REASS) scheme. 展开更多
关键词 G networks industrial mixed traffic dynamic switching soft slicing strategy periodic delay sensitive traffic soft slicing dynamic switching g networks dynamic switching strategy
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Advances and challenges in the mechanics of biological soft tissues:test methods,modeling,and applications
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作者 Wei Kang Lingyan Li +4 位作者 Haoyu Song Yanfei Li Min Zhang Lizhen Wang Yubo Fan 《Acta Mechanica Sinica》 2025年第9期251-283,共33页
The mechanical properties of biological soft tissues play a critical role in the study of biomechanics and the development of protective measures against human injury.Various testing techniques at different scales hav... The mechanical properties of biological soft tissues play a critical role in the study of biomechanics and the development of protective measures against human injury.Various testing techniques at different scales have been employed to characterize the mechanical behavior of soft tissues,which is essential for developing accurate tissue simulants and numerical models.This review comprehensively explores the mechanical properties of soft tissues,examining experimental methods,mechanical models,numerical simulations,and the progress in materials that mimic the mechanical performance of soft tissues.Finally,it reviews the damage and protection of human tissues under kinetic impacts,anticipating the future construction of soft tissue surrogate targets.The aim is to provide a systematic theoretical foundation and the latest advancements in the field,addressing the design,preparation,and quantitative modeling of biomimetic materials,thereby promoting the in-depth development of soft tissue mechanics and its applications. 展开更多
关键词 soft tissue mechanics Mechanical behavior Computational modeling soft tissue simulation material
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Urban Transportation Strategy Selection for Multi-Criteria Group Decision-Making Using Pythagorean Fuzzy N-Bipolar Soft Expert Sets
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作者 Sagvan Y.Musa Zanyar A.Ameen +1 位作者 Wafa Alagal Baravan A.Asaad 《Computer Modeling in Engineering & Sciences》 2025年第9期3493-3529,共37页
Urban transportation planning involves evaluating multiple conflicting criteria such as accessibility,cost-effectiveness,and environmental impact,often under uncertainty and incomplete information.These complex decisi... Urban transportation planning involves evaluating multiple conflicting criteria such as accessibility,cost-effectiveness,and environmental impact,often under uncertainty and incomplete information.These complex decisions require input from various stakeholders,including planners,policymakers,engineers,and community representatives,whose opinions may differ or contradict.Traditional decision-making approaches struggle to effectively handle such bipolar and multivalued expert evaluations.To address these challenges,we propose a novel decisionmaking framework based on Pythagorean fuzzy N-bipolar soft expert sets.This model allows experts to express both positive and negative opinions on a multinary scale,capturing nuanced judgments with higher accuracy.It introduces algebraic operations and a structured aggregation algorithm to systematically integrate and resolve conflicting expert inputs.Applied to a real-world case study,the framework evaluated five urban transport strategies based on key criteria,producing final scores as follows:improving public transit(−0.70),optimizing traffic signal timing(1.86),enhancing pedestrian infrastructure(3.10),expanding bike lanes(0.59),and implementing congestion pricing(0.77).The results clearly identify enhancing pedestrian infrastructure as the most suitable option,having obtained the highest final score of 3.10.Comparative analysis demonstrates the framework’s superior capability in modeling expert consensus,managing uncertainty,and supporting transparent multi-criteria group decision-making. 展开更多
关键词 Pythagorean fuzzy N-bipolar soft expert sets N-soft sets pythagorean fuzzy sets MCGDM urban transportation
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A study on distributive and modular lattice ordered fuzzy soft group and its duality
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作者 J Arockia Reeta J Vimala 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2016年第4期491-502,共12页
Soft set theory has a rich potential application in several fields. A soft group is a parameterized family of subgroups and a fuzzy soft group is a parameterized family of fuzzy subgroups. The concept of fuzzy soft gr... Soft set theory has a rich potential application in several fields. A soft group is a parameterized family of subgroups and a fuzzy soft group is a parameterized family of fuzzy subgroups. The concept of fuzzy soft group is the generalization of soft group. Abdulkadir Aygunoglu and Halis Aygun introduced the notion of fuzzy soft groups in 2009[1]. In this paper, the concept of lattice ordered fuzzy soft groups and its duality has been introduced. Then distributive and modular lattice ordered fuzzy soft groups are analysed. The objective of this paper is to study the lattice theory over the collection of fuzzy soft group in a parametric manner. Some pertinent properties have been analysed and hence established duality principle. 展开更多
关键词 Fuzzy soft set fuzzy soft group lattice ordered fuzzy soft groups distributive lattice orderedfuzzy soft groups modular lattice ordered fuzzy soft groups.
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正规soft群 被引量:7
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作者 刘先平 《湖北民族学院学报(自然科学版)》 CAS 2009年第2期168-170,共3页
提出正规soft群的概念,讨论了正规soft群的一些性质,并给出了soft群的三个同构定理.
关键词 正规soft soft群同态 soft群同构
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基于Soft均值滤波的鲁棒主成分分析算法
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作者 吴沁停 王新景 +3 位作者 潘金艳 张海峰 邵桂芳 高云龙 《光学精密工程》 北大核心 2025年第6期961-978,共18页
降维对于数据的可视化和预处理具有重要意义,主成分分析作为最常用的无监督降维算法之一,在实际应用中面临着对噪声和离群点敏感的问题。为了解决这个问题,研究者们提出了多种鲁棒主成分分析算法,通过减小整体样本的重构误差来减小离群... 降维对于数据的可视化和预处理具有重要意义,主成分分析作为最常用的无监督降维算法之一,在实际应用中面临着对噪声和离群点敏感的问题。为了解决这个问题,研究者们提出了多种鲁棒主成分分析算法,通过减小整体样本的重构误差来减小离群点的影响。然而,这些算法忽略了数据的固有局部结构,导致数据的本质结构信息丢失,从而影响了对噪声和离群点的准确辨识和移除,进而影响了后续算法的性能。因此,该文提出了基于Soft均值滤波的鲁棒主成分分析(Robust Principal Component Analysis Based on Soft Mean Filtering,RPCA-SMF)算法。RPCA-SMF采用Soft均值滤波的思想,通过两步走的形式,不仅在模型学习前对噪声处理,同时在模型学习后也引入了噪声处理机制。具体而言,RPCA-SMF算法首先引入了均值滤波的相关思想,通过对比样本与其局部近邻这两者和局部均值的偏差对样本进行Soft加权,从而对噪声进行判定。随后,通过第一步获取的关于噪声的“判别知识”处理噪声信息。由于均值滤波能有效保留数据的整体轮廓信息,因此对于被识别为噪声的样本,RPCA-SMF算法强调保留其低频整体轮廓信息,而非高频的噪声信息。这样能够有效地保留数据中的有用信息,提高对数据整体结构特征的保留能力,使得算法具有较强的鲁棒性和较好的泛化性。 展开更多
关键词 降维 无监督特征提取 主成分分析 soft均值滤波 鲁棒性
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基于改进Soft-DTW的人类示教轨迹模板生成方法 被引量:1
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作者 薛俊楠 李志海 于洪鹏 《小型微型计算机系统》 北大核心 2025年第3期528-534,共7页
针对人类示教轨迹样本存在的时间和空间不对齐导致难以提取运动特征的问题,首先提出了基于典型时间规整(Canonical Time Warping,CTW)算法用于多条轨迹对齐的方法,并将其引入到软-动态时间规整(soft-dynamic time warping,soft-DTW)算... 针对人类示教轨迹样本存在的时间和空间不对齐导致难以提取运动特征的问题,首先提出了基于典型时间规整(Canonical Time Warping,CTW)算法用于多条轨迹对齐的方法,并将其引入到软-动态时间规整(soft-dynamic time warping,soft-DTW)算法中以提取轨迹模板,其次在CTW算法中引入了一个新的变量,以提升CTW算法在对齐多条轨迹方面的能力;最后,在实验中利用多种轨迹验证了所提出的轨迹模板提取方法,实验结果表明所提出的方法可以从人类示教轨迹中快速地提取共有的运动特征,并且对示教轨迹在时间和空间上的差异具有较好的鲁棒性. 展开更多
关键词 示教学习 人类示教轨迹 轨迹模板 CTW soft-DTW
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Decision Making Algorithmic Approaches Based on Parameterization of Neutrosophic Set under Hypersoft Set Environment with Fuzzy, Intuitionistic Fuzzy and Neutrosophic Settings 被引量:4
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作者 Atiqe Ur Rahman Muhammad Saeed +1 位作者 Sultan S.Alodhaibi Hamiden Abd El-Wahed Khalifa 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第8期743-777,共35页
Hypersoft set is an extension of soft set as it further partitions each attribute into its corresponding attribute-valued set.This structure is more flexible and useful as it addresses the limitation of soft set for d... Hypersoft set is an extension of soft set as it further partitions each attribute into its corresponding attribute-valued set.This structure is more flexible and useful as it addresses the limitation of soft set for dealing with the scenarios having disjoint attribute-valued sets corresponding to distinct attributes.The main purpose of this study is to make the existing literature regarding neutrosophic parameterized soft set in line with the need of multi-attribute approximate function.Firstly,we conceptualize the neutrosophic parameterized hypersoft sets under the settings of fuzzy set,intuitionistic fuzzy set and neutrosophic set along with some of their elementary properties and set theoretic operations.Secondly,we propose decision-making-based algorithms with the help of these theories.Moreover,illustrative examples are presented which depict the structural validity for successful application to the problems involving vagueness and uncertainties.Lastly,the generalization of the proposed structure is discussed. 展开更多
关键词 Neutrosophic set hypersoft set neutrosophic hypersoft set parameterized soft set parameterized hypersoft set
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