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A Self-sensing TSA-actuated Anthropomorphic Robot Hand 自感应 TSA 驱动拟人机器人手
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-28 DOI: 10.1007/s42235-024-00491-w
Chanchan Xu, Shuai Dong, Yifan Ma, Jingwei Zhan, Yucheng Wang, Xiaojie Wang

This paper introduces a self-sensing anthropomorphic robot hand driven by Twisted String Actuators (TSAs). The use of TSAs provides several advantages such as muscle-like structures, high transmission ratios, large output forces, high efficiency, compactness, inherent compliance, and the ability to transmit power over distances. However, conventional sensors used in TSA-actuated robotic hands increase stiffness, mass, volume, and complexity, making feedback control challenging. To address this issue, a novel self-sensing approach is proposed using strain-sensing string based on Conductive Polymer Composite (CPC). By measuring the resistance changes in the strain-sensing string, the bending angle of the robot hand's fingers can be estimated, enabling closed-loop control without external sensors. The developed self-sensing anthropomorphic robot hand comprises a 3D-printed structure with five fingers, a palm, five self-sensing TSAs, and a 3D-printed forearm. Experimental studies validate the self-sensing properties of the TSA and the anthropomorphic robot hand. Additionally, a real-time Virtual Reality (VR) monitoring system is implemented for visualizing and monitoring the robot hand's movements using its self-sensing capabilities. This research contributes valuable insights and advancements to the field of intelligent prosthetics and robotic end grippers.

本文介绍了一种由扭曲弦致动器(TSA)驱动的自感应拟人机器人手。使用 TSA 具有多种优势,如类似肌肉的结构、高传动比、大输出力、高效率、紧凑性、固有顺应性以及远距离传输动力的能力。然而,TSA 驱动机械手上使用的传统传感器增加了刚度、质量、体积和复杂性,使得反馈控制具有挑战性。为解决这一问题,我们提出了一种新颖的自感应方法,即使用基于导电聚合物复合材料(CPC)的应变感应串。通过测量应变感应线的电阻变化,可以估算出机械手手指的弯曲角度,从而实现无需外部传感器的闭环控制。所开发的自感应拟人机械手由一个三维打印结构组成,包括五个手指、一个手掌、五个自感应 TSA 和一个三维打印前臂。实验研究验证了 TSA 和拟人机械手的自感应特性。此外,还实施了一个实时虚拟现实(VR)监控系统,用于可视化和监控机器人手利用其自感应功能所做的动作。这项研究为智能假肢和机器人末端抓手领域带来了宝贵的见解和进步。
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引用次数: 0
Design and Gait Planning of a Worm-inspired Metameric Robot for Pipe Crawling 用于管道爬行的蠕虫启发元机器人的设计与步态规划
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-27 DOI: 10.1007/s42235-024-00497-4
Yu Liu, Qingbiao Shi, Zhen Chen

The earthworm has been attracted much attention in the research and development of biomimetic robots due to their unique locomotion mechanism, compact structure, and small motion space. This paper presents a new design and prototype of a worm-inspired metameric robot with a movement pattern similar to that of earthworms. The robot consists of multiple telescopic modules connected in series through joint modules. The telescopic module mimics the contraction and elongation motion modes of the earthworm segments. A kinematic and dynamic analysis is conducted on the telescopic module, and an input torque calculation method is provided to ensure sufficient friction between the robot and the pipe wall. The gait modes of the prototype robot for straight and turning locomotion are introduced, and these modes are extended to robots constructed by different numbers of telescopic modules. In addition, a method is proposed to increase the friction between the robot and the pipe wall in the aforementioned gait modes without changing the robot structure, thereby improving the robot’s motion ability in pipelines. The theoretical model of gait modes has also been validated through gait experiments. The findings of this paper would provide a useful basis for the design, modeling, and control of future worm inspired robots.

蚯蚓以其独特的运动机理、紧凑的结构和较小的运动空间在仿生机器人的研究和开发中备受关注。本文介绍了一种受蚯蚓启发的元机器人的新设计和原型,其运动模式与蚯蚓相似。该机器人由多个通过关节模块串联的伸缩模块组成。伸缩模块模仿蚯蚓节段的收缩和伸长运动模式。对伸缩模块进行了运动学和动力学分析,并提供了一种输入扭矩计算方法,以确保机器人与管壁之间有足够的摩擦力。介绍了原型机器人直线运动和转弯运动的步态模式,并将这些模式扩展到由不同数量的伸缩模块构成的机器人。此外,还提出了一种在不改变机器人结构的情况下增加上述步态模式下机器人与管壁之间摩擦力的方法,从而提高机器人在管道中的运动能力。步态模式的理论模型也通过步态实验得到了验证。本文的研究结果将为未来蠕虫启发机器人的设计、建模和控制提供有用的依据。
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引用次数: 0
Fabrication of Bio-inspired Superamphiphobic Aluminum Alloy Surface with Oil-triggered Wenzel-Slippery Transition via Femtosecond Laser 通过飞秒激光制造具有油触发温泽尔-滑动转变的生物启发型超疏铝合金表面
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-27 DOI: 10.1007/s42235-024-00514-6
Weijian Liu, Feng Guan, Fulin Zhang, Chenrui Wang, Wei Zheng, Lu Zhai, Zhaohua Lin, Chunbao Liu

Surface-tension-confined microfluidic devices are platforms for manipulating 2D droplets based on patterned surfaces with special wettability. They have great potential for various applications, but are still in the early stages of development and face some challenges that need to be addressed. This study, inspired by the Wenzel and slippery transition of rose petal, develops a Patterned Oil-triggered Wenzel-slippery Surface (POWS) to examine the microfluidic devices. A laser-chemical composite method is established to fabricate POWSs, which take rose-petal-like microstructures as wettability pattern and a superamphiphobic surface as the background. The prepared POWSs switched between high adhesion superhydrophobic state and the slippery liquid-infused surface state through adding or removing the lubricant oil. In the high adhesion superhydrophobic state, the droplets can be sticked on the surface. In the slippery liquid-infused state, the droplet can slide along the wettability pattern as the designed route. A POWS-based droplet reactor is further constructed, on which, the droplets can be remotely controlled to move, mix and react, as required. Such a POWS, which manipulates droplets with surface tension controlled by the switchable wettability patterns, would be a promising candidate to construct multiple surface-tension-confined microfluidic devices. In addition, the fabrication technique and design principle proposed here may aid the development of various field related to the bio-inspired surfaces, such as water collection, desalination and high throughput analysis, etc.

表面张力约束微流控装置是基于具有特殊润湿性的图案化表面的二维液滴操作平台。它们在各种应用中具有巨大潜力,但目前仍处于早期开发阶段,面临着一些亟待解决的挑战。本研究受玫瑰花瓣文泽尔和滑动转变的启发,开发了一种图案化油触发文泽尔-滑动表面(POWS)来检测微流控装置。该方法以玫瑰花瓣状微结构为润湿图案,以超疏表面为背景。通过添加或去除润滑油,制备出的 POWS 可在高附着力超疏水性状态和液体浸润的湿滑表面状态之间切换。在高附着力超疏水状态下,液滴可以粘附在表面上。在注入滑液状态下,液滴可以按照设计路线沿着润湿模式滑动。我们还进一步建造了一个基于 POWS 的液滴反应器,可根据需要远程控制液滴移动、混合和反应。这种 POWS 可以操纵由可切换润湿性模式控制表面张力的液滴,是构建多种表面张力受限微流体设备的理想选择。此外,本文提出的制造技术和设计原理可能有助于开发与生物启发表面相关的各种领域,如水收集、海水淡化和高通量分析等。
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引用次数: 0
Design, Simulation and Kinematic Validation of a Hip Prosthetic Mechanism with a Multimotor Function 具有多种运动功能的髋关节假体机构的设计、模拟和运动学验证
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-27 DOI: 10.1007/s42235-024-00490-x
Majun Song, Zhongyi Li, Jingjing Jiang, Weihai Chen, Sheng Guo, Hao Zheng, Lianzheng Niu

We previously developed a powered hip prosthetic mechanism with kinematic functions of hip flexion–extension and abduction–adduction, and its theoretical and simulation-based kinematics were verified. Because internal–external hip rotation has a positive effect on the movements of human lower limbs according to medical research, we developed a novel hip prosthetic mechanism based on a previous hip prosthesis that possesses motion characteristics similar to those of a human bionic hip, and the motion characteristics of multiple Degrees-of-Freedom (DoFs) were analyzed after kinematic modeling. Then, a walking model of the human‒machine model was established, and the walking stability of an amputee, which reflects the rehabilitation effect, was explored while the hip prosthetic mechanism considered the internal–external rotation of the hip. Finally, a prototype and its verification platform were built, and kinematic validation of the hip prosthetic mechanism was carried out. The results showed that the designed Parallel Mechanism (PM) possesses human-like motion characteristics similar to those of a human bionic hip and can be used as a hip prosthesis. Moreover, the existing motion characteristic of internal–external hip rotation can enhance the walking stability of an amputee via this hip prosthetic mechanism.

摘要 我们之前开发了一种具有髋关节屈伸和外展内收运动功能的动力髋关节假体机构,并对其运动学理论和模拟进行了验证。根据医学研究,髋关节内旋-外旋对人体下肢运动有积极作用,因此我们在以前的髋关节假体基础上开发了一种新型髋关节假体机构,该机构具有类似于人体仿生髋关节的运动特性,并通过运动学建模分析了多个自由度(DoFs)的运动特性。然后,建立了人机模型的行走模型,在考虑髋关节内外旋转的前提下,探讨了截肢者的行走稳定性,以反映康复效果。最后,建立了原型机及其验证平台,并对髋关节假肢机构进行了运动学验证。结果表明,所设计的平行机构(PM)具有类似于人类仿生髋关节的运动特性,可用作髋关节假体。此外,现有的髋关节内外旋转运动特性可通过该假肢增强截肢者的行走稳定性。
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引用次数: 0
Bioinspired 4D Printing Shape-Memory Polyurethane Rhinoplasty Prosthesis for Dynamic Aesthetic Adjustment 用于动态美学调整的生物启发 4D 打印形状记忆聚氨酯隆鼻假体
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-27 DOI: 10.1007/s42235-024-00503-9
Jiaqi Liu, Guiwei Li, He Liu, Jincheng Wang, Hui Wang, Xue Gao, Qingping Liu, Chenyu Wang

The disparity between the postoperative outcomes of rhinoplasty and the expected results frequently necessitates secondary or multiple surgeries as a compensatory measure, greatly diminishing patient satisfaction. However, there is renewed optimism for addressing these challenges through the innovative realm of Four-Dimensional (4D) printing. This groundbreaking technology enables three-dimensional objects with shape-memory properties to undergo predictable transformations under specific external stimuli. Consequently, implants crafted using 4D printing offer significant potential for dynamic adjustments. Inspired by worms in our research, we harnessed 4D printing to fabricate a Shape-Memory Polyurethane (SMPU) for use as a nasal augmentation prosthesis. The choice of SMPU was guided by its Glass Transition Temperature (Tg), which falls within the acceptable temperature range for the human body. This attribute allowed for temperature-responsive intraoperative self-deformation and postoperative remodeling. Our chosen animal model for experimentation was rabbits. Taking into account the anatomical structure of the rabbit nose, we designed and produced nasal augmentation prostheses with superior biocompatibility. These prostheses were then surgically implanted in a minimally invasive manner into the rabbit noses. Remarkably, they exhibited successful temperature-controlled in-surgery self-deformation according to the predetermined shape and non-invasive remodeling within a mere 9 days post-surgery. Subsequent histological evaluations confirmed the practical viability of these prostheses in a living organism. Our research findings posit that worm-inspired 4D-printed SMPU nasal prostheses hold significant promise for achieving dynamic aesthetic adjustments.

摘要 鼻整形术的术后效果与预期效果之间存在差距,经常需要进行二次或多次手术作为补偿措施,从而大大降低了患者的满意度。然而,通过创新的四维(4D)打印技术,解决这些难题的前景重新变得乐观起来。这项突破性技术可使具有形状记忆特性的三维物体在特定外部刺激下发生可预测的变化。因此,使用四维打印技术制作的植入物具有很大的动态调整潜力。受研究中蠕虫的启发,我们利用 4D 打印技术制造了一种形状记忆聚氨酯(SMPU),用作鼻假体。之所以选择 SMPU,是因为它的玻璃转化温度(Tg)在人体可接受的温度范围内。这一特性允许术中自我变形和术后重塑的温度反应。我们选择的实验动物模型是兔子。考虑到兔鼻的解剖结构,我们设计并制作了生物相容性极佳的鼻假体。然后,我们通过微创手术将这些假体植入兔鼻中。值得注意的是,这些假体在手术中成功地按照预定形状进行了温控自我变形,并在术后短短 9 天内实现了非侵入性重塑。随后的组织学评估证实了这些假体在活体中的实际可行性。我们的研究结果表明,由蠕虫启发的 4D 打印 SMPU 鼻假体在实现动态美学调整方面前景广阔。
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引用次数: 0
Magnesium-reinforced Electrospun Synthetic-polymer Nanofibers Designed for Promoting Tissue Growth 用于促进组织生长的镁增强电纺合成聚合物纳米纤维
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-26 DOI: 10.1007/s42235-024-00495-6
Muheeb Rafiq, Anjum Hamid Rather, Rumysa Saleem Khan, Taha Umair Wani, Haseeb A. Khan, Abdullah S. Alhomida, Faheem A. Sheikh

The creation of 3D nanofibers offering desirable functions for bone regeneration is developed due to the latest improvisations to the electrospinning technique. Synthetic polymers are among the best choices for medical usage due to their lower costs, high tensile properties, and ease of spinnability compared to natural polymers. In this communication, we report a series of interventions to polymers modified with Mg-based fillers for ideal tissue engineering applications. The literature survey indicated that these filler materials (e.g., nano-sized particles) enhanced biocompatibility, antibacterial activity, tensile strength, and anti-corrosive properties. This review discusses electrospinning parameters, properties, and applications of the poly(ε-caprolactone), poly(lactic acid), poly(3-hydroxybutyric acid-co-3-hydroxy valeric acid), polyurethane, and poly(vinyl pyrrolidone) nanofibers when modified with Mg-based fillers. This report encourages researchers to use synthetic polymers with Mg as fillers and validate them for tissue engineering applications.

摘要 由于电纺丝技术的最新改进,三维纳米纤维的制造得到了发展,为骨再生提供了理想的功能。与天然聚合物相比,合成聚合物成本低、拉伸性能高且易于纺丝,是医疗用途的最佳选择之一。在这篇通讯中,我们报告了一系列针对理想组织工程应用的镁基填料改性聚合物的干预措施。文献调查显示,这些填充材料(如纳米级颗粒)增强了生物相容性、抗菌活性、拉伸强度和抗腐蚀性。本综述讨论了聚(ε-己内酯)、聚(乳酸)、聚(3-羟基丁酸-co-3-羟基戊酸)、聚氨酯和聚乙烯吡咯烷酮纳米纤维用镁基填料改性后的电纺丝参数、性能和应用。本报告鼓励研究人员使用含镁的合成聚合物作为填充物,并对其在组织工程方面的应用进行验证。
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引用次数: 0
A Bio-inspired Mutual-hook Strategy for the Soft Finger to Improve Load-bearing Capacity and Grasping Stability 提高软指承重能力和抓握稳定性的生物启发互钩策略
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-20 DOI: 10.1007/s42235-024-00492-9
Jie Huang, Lingjie Gai, Xiaofeng Zong, Yunquan Li

Soft grippers have great potential applications in daily life, since they can compliantly grasp soft and delicate objects. However, the highly elastic fingers of most soft grippers are prone to separate from each other while grasping objects due to their low stiffness, thus reducing the grasping stability and load-bearing capacity. To tackle this problem, inspired from the venus flytrap plant, this work proposes a mutual-hook mechanism to restrain the separation and improve the grasping performance of soft fingers. The novel soft gripper design consists of three modules, a soft finger-cot, two Soft Hook Actuators(SHAs) and two sliding mechanisms. Here, the soft finger-cot covers on the soft finger, increasing the contact area with the target object, two SHAs are fixed to the left and right sides of the finger-cot, and the sliding mechanisms are designed to make SHAs stretch flexibly. Experiments demonstrate that the proposed design can restrain the separation of soft fingers substantially, and the soft fingers with the finger-cots can grasp objects three times heavier than the soft fingers without the proposed design. The proposed design can provide invaluable insights for soft fingers to restrain the separation while grasping, thus improving the grasping stability and the load-bearing capacity.

软抓手在日常生活中有着巨大的应用潜力,因为它们可以顺畅地抓取柔软而精致的物体。然而,大多数软爪的高弹性手指由于刚度较低,在抓取物体时容易相互分离,从而降低了抓取稳定性和承载能力。为解决这一问题,本文从捕蝇草中汲取灵感,提出了一种互钩机制,以抑制软手指的分离,提高其抓取性能。新型软抓手设计由三个模块组成:一个软指套、两个软钩致动器(SHA)和两个滑动机构。其中,软指套覆盖在软手指上,增加了与目标物体的接触面积,两个软钩致动器固定在软指套的左右两侧,滑动机构的设计使软钩致动器可以灵活伸展。实验证明,所提出的设计能极大地抑制软手指的分离,带有指套的软手指能抓住比没有指套的软手指重三倍的物体。建议的设计可以为软手指在抓取时抑制分离,从而提高抓取稳定性和承重能力提供宝贵的启示。
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引用次数: 0
Recent Progress in Bionic Hydrogels for Articular Cartilage: Tribological and Mechanical Characteristics 关节软骨仿生水凝胶的最新进展:摩擦学和机械特性
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-19 DOI: 10.1007/s42235-024-00480-z
Mohammad Javan Almasi, Dangsheng Xiong

Cartilage regeneration and repair are considered clinical challenges since cartilage has limited capability for reconstruction. Although tissue-engineered materials have the ability to repair cartilage, they have weak mechanical characteristics and cannot resist long-term overload. On the other hand, surgery to replace the joint is frequently done to treat significant cartilage deterioration these days. However, the materials that are being used for replacement have high friction coefficients, lack shock absorption functions, and lack cushioning. Further research on natural articular cartilage structure and function may lead to bionic hydrogels, which have suitable physicochemical and biological characteristics (e.g., tribological and mechanical properties and the ability to support loadbearing capability), but need improvements. Based on their tribological and mechanical characteristics, the current review highlights the most recent advancements of bionic hydrogels used for articular cartilage, highlighting both the field's recent progress and its potential for future research. For this reason, firstly, some important property improvement methods of bionic hydrogels are discussed and then, the recent findings of various research on the making of those bionic materials are provided and compared. It seems that by using some modifications such as product design, surface treatments, animal tests, controlling the isoelectric point of hydrogels, and computer simulation, the intended mechanical and tribological characteristics of natural articular cartilage may be attained by the bionic hydrogels.

软骨再生和修复被认为是临床难题,因为软骨的重建能力有限。虽然组织工程材料具有修复软骨的能力,但其机械特性较弱,无法承受长期超负荷。另一方面,如今在治疗软骨严重退化时,经常会进行关节置换手术。然而,用于替换的材料摩擦系数高,缺乏减震功能,也没有缓冲作用。对天然关节软骨结构和功能的进一步研究可能会开发出仿生水凝胶,它们具有合适的物理化学和生物学特性(如摩擦学和机械特性以及承重能力),但需要改进。根据其摩擦学和机械特性,本综述重点介绍了用于关节软骨的仿生水凝胶的最新进展,强调了该领域的最新进展及其未来研究的潜力。为此,首先讨论了仿生水凝胶的一些重要性能改进方法,然后提供并比较了有关制作这些仿生材料的各种最新研究成果。通过对产品设计、表面处理、动物试验、水凝胶等电点控制和计算机模拟等方面的改进,仿生水凝胶似乎可以达到天然关节软骨预期的机械和摩擦学特性。
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引用次数: 0
Multilevel Micro Structures of the Clam Make the Sealing Even Tighter 蛤蜊的多层微结构使密封更加严密
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-18 DOI: 10.1007/s42235-024-00488-5
Daobing Chen, Xiaolong Zhang, Junqiu Zhang, Zhiwu Han, Ruteng Wang, Zhen Lin, Yifeng Lei, Longjian Xue, Sheng Liu

Excellent fluid sealing performance is crucial to ensuring the safety of important equipment, especially in aerospace field, such as space capsule and fuel chamber. The frequently opening and closing of the sealing devices is particularly important. Driven by this background, clams (Mactra chinensis) which can open and close their double shells with superior sealing performance, are studied in this work. Here, we show that the clam’s sealing ability is the result of its unique multilevel intermeshing microstructures, including hinge teeth and micro-blocks. These microstructures, which resemble gear teeth, engage with each other when the shell closes, forming a tight structure that prevents the infiltration of water from the outside. Furthermore, the presence of micron blocks prevents the penetration of finer liquids. The simulation results of the bionic end seal components show that the multilevel microstructure has a superior sealing effect. This research is expected to be applied to undersea vehicles that require frequent door opening and closing.

出色的流体密封性能对于确保重要设备的安全至关重要,尤其是在航天领域,如太空舱和燃料室。密封装置的频繁开启和关闭尤为重要。在这一背景的推动下,本研究对能开合双壳且密封性能优越的蛤蜊(Mactra chinensis)进行了研究。在这里,我们展示了蛤蜊的密封能力是其独特的多层次啮合微结构(包括铰链齿和微块)的结果。这些微结构类似于齿轮齿,在外壳闭合时相互啮合,形成一个紧密的结构,防止水从外部渗入。此外,微米块的存在还能防止更细的液体渗入。仿生端面密封元件的模拟结果表明,多级微结构具有卓越的密封效果。这项研究有望应用于需要频繁开关舱门的水下航行器。
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引用次数: 0
Gaussian Backbone-Based Spherical Evolutionary Algorithm with Cross-search for Engineering Problems 基于高斯骨干的球形进化算法与工程问题的交叉搜索
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-13 DOI: 10.1007/s42235-023-00476-1
Yupeng Li, Dong Zhao, Ali Asghar Heidari, Shuihua Wang, Huiling Chen, Yudong Zhang

In recent years, with the increasing demand for social production, engineering design problems have gradually become more and more complex. Many novel and well-performing meta-heuristic algorithms have been studied and developed to cope with this problem. Among them, the Spherical Evolutionary Algorithm (SE) is one of the classical representative methods that proposed in recent years with admirable optimization performance. However, it tends to stagnate prematurely to local optima in solving some specific problems. Therefore, this paper proposes an SE variant integrating the Cross-search Mutation (CSM) and Gaussian Backbone Strategy (GBS), called CGSE. In this study, the CSM can enhance its social learning ability, which strengthens the utilization rate of SE on effective information; the GBS cooperates with the original rules of SE to further improve the convergence effect of SE. To objectively demonstrate the core advantages of CGSE, this paper designs a series of global optimization experiments based on IEEE CEC2017, and CGSE is used to solve six engineering design problems with constraints. The final experimental results fully showcase that, compared with the existing well-known methods, CGSE has a very significant competitive advantage in global tasks and has certain practical value in real applications. Therefore, the proposed CGSE is a promising and first-rate algorithm with good potential strength in the field of engineering design.

近年来,随着社会生产需求的不断增长,工程设计问题逐渐变得越来越复杂。为了解决这一问题,人们研究并开发了许多新颖且性能良好的元启发式算法。其中,球形进化算法(SE)是近年来提出的具有代表性的经典方法之一,其优化性能令人赞叹。然而,在解决某些特定问题时,它往往会过早地停滞在局部最优状态。因此,本文提出了一种集成了交叉搜索突变(CSM)和高斯骨干策略(GBS)的 SE 变体,称为 CGSE。在本研究中,CSM 可以增强其社会学习能力,从而提高 SE 对有效信息的利用率;GBS 则与 SE 的原有规则配合,进一步提高 SE 的收敛效果。为了客观展示CGSE的核心优势,本文基于IEEE CEC2017设计了一系列全局优化实验,利用CGSE求解了6个带约束的工程设计问题。最终的实验结果充分表明,与现有的知名方法相比,CGSE 在全局任务中具有非常明显的竞争优势,在实际应用中具有一定的实用价值。因此,所提出的 CGSE 是一种有前途的一流算法,在工程设计领域具有很好的潜在优势。
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引用次数: 0
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