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Enhancing Target Tracking: A Novel Grid-Based Beetle Antennae Search Algorithm and Confusion-Aware Detection. 增强目标跟踪:基于网格的新型甲虫天线搜索算法和感知混淆的检测。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-19 DOI: 10.3390/biomimetics9090567
Yixuan Lu, Chencong Ma, Dechao Chen

Unmanned aerial vehicle target tracking is a complex task that encounters challenges in scenarios involving limited computing resources, real-time requirements, and target confusion. This research builds on previous work and addresses challenges by proposing a grid-based beetle antennae search algorithm and designing a lightweight multi-target detection and positioning method, which integrates interference-sensing mechanisms and depth information. First, the grid-based beetle antennae search algorithm's rapid convergence advantage is combined with a secondary search and rollback mechanism, enhancing its search efficiency and ability to escape local extreme areas. Then, the You Only Look Once (version 8) model is employed for target detection, while corner detection, feature point extraction, and dictionary matching introduce a confusion-aware mechanism. This mechanism effectively distinguishes potentially confusing targets within the field of view, enhancing the system's robustness. Finally, the depth-based localization of the target is performed. To verify the performance of the proposed approach, a series of experiments were conducted on the grid-based beetle antennae search algorithm. Comparisons with four mainstream intelligent search algorithms are provided, with the results showing that the grid-based beetle antennae search algorithm excels in the number of iterations to convergence, path length, and convergence speed. When the algorithm faces non-local extreme-value-area environments, the speed is increased by more than 89%. In comparison with previous work, the algorithm speed is increased by more than 233%. Performance tests on the confusion-aware mechanism by using a self-made interference dataset demonstrate the model's high discriminative ability. The results also indicate that the model meets the real-time requirements.

无人飞行器目标跟踪是一项复杂的任务,在涉及有限计算资源、实时性要求和目标混淆的场景中会遇到各种挑战。本研究在前人工作的基础上,提出了一种基于网格的甲虫天线搜索算法,并设计了一种集成干扰感应机制和深度信息的轻量级多目标检测和定位方法,从而解决了这一难题。首先,基于网格的甲虫触角搜索算法的快速收敛优势与二次搜索和回滚机制相结合,提高了其搜索效率和摆脱局部极端区域的能力。然后,采用 You Only Look Once(版本 8)模型进行目标检测,同时在拐角检测、特征点提取和字典匹配中引入了混淆感知机制。这种机制能有效区分视野内可能混淆的目标,增强了系统的鲁棒性。最后,对目标进行基于深度的定位。为了验证所提方法的性能,我们在基于网格的甲虫触角搜索算法上进行了一系列实验。实验结果表明,基于网格的甲虫触角搜索算法在收敛迭代次数、路径长度和收敛速度方面表现优异。当该算法面对非局部极值区域环境时,速度提高了 89% 以上。与之前的工作相比,算法速度提高了 233% 以上。使用自制干扰数据集对混淆感知机制进行的性能测试表明,该模型具有很高的判别能力。结果还表明,该模型符合实时性要求。
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引用次数: 0
Influence of Trabecular Bone Presence on Osseodensification Instrumentation: An In Vivo Study in Sheep. 骨小梁的存在对骨质增生器械的影响:绵羊体内研究
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-19 DOI: 10.3390/biomimetics9090568
Zachary Stauber, Shangtao Wu, Justin E Herbert, Amanda Willers, Edmara T P Bergamo, Vasudev Vivekanand Nayak, Nicholas A Mirsky, Arthur Castellano, Sinan K Jabori, Marcelo V Parra, Estevam A Bonfante, Lukasz Witek, Paulo G Coelho

Osseodensification enhances the stability of endosteal implants. However, pre-clinical studies utilizing osseodensification instrumentation do not account for the limited presence of trabeculae seen clinically. This study aimed to evaluate the effect of osseodensification instrumentation on osteotomy healing in scenarios with and without the presence of trabecular bone. A ~10 cm incision was made over the hip of twelve sheep. Trabecular bone was surgically removed from twelve sites (one site/animal; negative control (Neg. Ctrl)) and left intact at twelve sites (one site/animal; experimental group (Exp.)). All osteotomies were created using the osseodensification drilling protocol. Each osteotomy received an endosteal implant and was evaluated after 3 or 12 weeks of healing (n = 6 animals/time). Histology revealed increased woven and lamellar bone surrounding the implants in the Exp. group relative to the Neg. Ctrl group. The Exp. group demonstrated the presence of bone fragments, which acted as nucleating sites, thereby enhancing the bone formation and remodeling processes. Bone-to-implant contact (%BIC) and bone area fractional occupancy (%BAFO) were significantly higher in the Exp. group relative to the Neg. Ctrl group both at 3 weeks (p = 0.009 and p = 0.043) and 12 weeks (p = 0.010 and p = 0.008). Osseodensification instrumentation in the presence of trabecular bone significantly improved osseointegration. However, no negative influences such as necrosis, inflammation, microfractures, or dehiscence were observed in the absence/limited presence of trabeculae.

骨质增生可增强骨内植入物的稳定性。然而,利用骨强化器械进行的临床前研究并没有考虑到临床上有限的骨小梁存在。本研究旨在评估骨质增生器械在有骨小梁和无骨小梁情况下对截骨愈合的影响。在 12 只绵羊的髋部切开约 10 厘米的切口。从十二个部位(每个部位一只;阴性对照组(Neg. Ctrl))和十二个部位(每个部位一只;实验组(Exp.)所有截骨均采用骨强化钻孔方案。每个截骨部位都植入了骨内植入物,并在愈合 3 或 12 周后进行评估(n = 6 只动物/次)。组织学显示,相对于 Neg.对照组。Exp.组显示存在骨碎片,这些骨碎片可作为成核点,从而促进骨形成和重塑过程。相对于阴性对照组,阳性对照组的骨与种植体接触率(%BIC)和骨面积占比(%BAFO)都明显高于阴性对照组。在 3 周(p = 0.009 和 p = 0.043)和 12 周(p = 0.010 和 p = 0.008)时,Exp.在骨小梁存在的情况下,骨强化器械能明显改善骨结合。但是,在没有/仅有骨小梁的情况下,没有观察到坏死、炎症、微骨折或开裂等负面影响。
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引用次数: 0
Aerodynamic Noise Simulation of a Super-High-Rise Building Facade with Shark-Like Grooved Skin. 带有鲨鱼状凹槽表皮的超高层建筑外墙空气动力噪声模拟。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-19 DOI: 10.3390/biomimetics9090570
Xueqiang Wang, Guangcai Wen, Yangyang Wei

The wind-driven aerodynamic noise of super-high-rise building facades not only affects the experience of use inside the building but also reduces the life cycle of building facade materials to some extent. In this paper, we are inspired by the micro-groove structure of shark skin with damping and noise reduction properties and apply bionic skin to reduce the aerodynamic noise impact of super-high-rise buildings. The aerodynamic noise performance of smooth and super-high-rise building models with bionic grooves is simulated via CFD to investigate the noise reduction performance of different bionic groove patterns, such as I-shape, ∪-shape, V-shape, and ∩-shape patterns, and their corresponding acoustic noise reduction mechanisms. This study showed that the bionic shark groove skin has a certain noise reduction effect, and the I-shaped groove has the best noise reduction effect. By applying bionic skin, the aerodynamic noise of super-high-rise buildings can be effectively reduced to improve the use experience and environmental quality of the buildings and provide a new research idea and application direction for the aerodynamic noise reduction design of building facades.

超高层建筑外墙的风动气动噪声不仅影响建筑内部的使用体验,也在一定程度上降低了建筑外墙材料的使用寿命。本文从鲨鱼表皮具有阻尼降噪特性的微凹槽结构中汲取灵感,应用仿生表皮降低超高层建筑的气动噪声影响。通过 CFD 模拟了带有仿生凹槽的平滑和超高层建筑模型的气动噪声性能,研究了不同仿生凹槽模式(如 I 形、∪形、V 形和∩形模式)的降噪性能及其相应的声学降噪机理。研究表明,仿生鲨鱼槽皮肤具有一定的降噪效果,其中 I 形槽的降噪效果最好。应用仿生表皮可有效降低超高层建筑的空气动力噪声,改善建筑的使用体验和环境质量,为建筑外立面空气动力降噪设计提供了新的研究思路和应用方向。
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引用次数: 0
Unsteady Aerodynamic Forces of Tandem Flapping Wings with Different Forewing Kinematics. 具有不同前翼运动学的串联拍翼的非稳态空气动力。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-19 DOI: 10.3390/biomimetics9090565
Zengshuang Chen, Yuxin Xie, Xueguang Meng

Dragonflies can independently control the movement of their forewing and hindwing to achieve the desired flight. In comparison with previous studies that mostly considered the same kinematics of the fore- and hindwings, this paper focuses on the aerodynamic interference of three-dimensional tandem flapping wings when the forewing kinematics is different from that of the hindwing. The effects of flapping amplitude (Φ1), flapping mean angle (ϕ1¯), and pitch rotation duration (Δtr1) of the forewing, together with wing spacing (L) are examined numerically. The results show that Φ1 and ϕ1¯ have a significant effect on the aerodynamic forces of the individual and tandem systems, but Δtr1 has little effect. At a small L, a smaller Φ1, or larger ϕ1¯ of the forewing can increase the overall aerodynamic force, but at a large L, smaller Φ1 or larger ϕ1¯ can actually decrease the force. The flow field analysis shows that Φ1 and ϕ1¯ primarily alter the extent of the impact of the previously revealed narrow channel effect, downwash effect, and wake capture effect, thereby affecting force generation. These findings may provide a direction for designing the performance of tandem flapping wing micro-air vehicles by controlling forewing kinematics.

蜻蜓可以独立控制前翅和后翅的运动以实现理想的飞行。以往的研究大多考虑前翅和后翅运动学特性相同的情况,相比之下,本文主要研究前翅和后翅运动学特性不同时三维串联拍翼的气动干扰。本文对前翼的拍打振幅(Φ1)、拍打平均角(j1¯)和俯仰旋转持续时间(Δtr1)以及翼间距(L)的影响进行了数值研究。结果表明,Φ1 和 ϕ1¯ 对单个和串联系统的气动力有显著影响,但 Δtr1 的影响很小。在 L 较小的情况下,前翼的Φ1 较小或 ϕ1¯ 较大会增加整体气动力,但在 L 较大的情况下,Φ1 较小或 ϕ1¯ 较大实际上会减小气动力。流场分析表明,Φ1 和 ϕ1¯ 主要会改变之前揭示的窄通道效应、下冲效应和尾流捕获效应的影响程度,从而影响力的产生。这些发现可能为通过控制前翼运动学来设计串联拍翼微型飞行器的性能提供了一个方向。
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引用次数: 0
Biomimetic Adaptive Building Façade Modeling for Sustainable Urban Freshwater Ecosystems: Integration of Nature's Water-Harvesting Strategy into Sun-Breakers. 可持续城市淡水生态系统的仿生自适应建筑外墙模型:将大自然的集水策略融入遮阳板。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-19 DOI: 10.3390/biomimetics9090569
Berkan Kahvecioğlu, Güneş Mutlu Avinç, Semra Arslan Selçuk

Urban freshwater ecosystems have many critical functions, such as providing water to all living things and supporting biodiversity. Factors such as water pollution, increased water consumption, habitat loss, climate change, and drought threaten the health of urban freshwater ecosystems. Looking for solutions to these challenges, this article aims to recycle water and return it to its life cycle using a climate-sensitive water collection strategy. The model focuses on the biomimetic method as a basic strategy. In this regard, the concept of water-harvesting has been examined in detail by conducting a deep literature review, including architecture and engineering disciplines. With all these data obtained, a synthesis/integration study was carried out by developing a model proposal based on adaptive building façade elements to solve the water problems experienced in cities. The model proposal, which is directly related to the titles of "Clean Water and Sanitation (SDG 6)" and "Sustainable Cities and Communities (SDG 11)", which are among the Sustainable Development Goals (SDGs), aims to provide different perspectives on the disciplines with its superficial and functional features. In this context, it is anticipated that the article will become an indispensable resource for other researchers working on the subject.

城市淡水生态系统具有许多重要功能,例如为所有生物提供水源和支持生物多样性。水污染、用水量增加、栖息地丧失、气候变化和干旱等因素威胁着城市淡水生态系统的健康。本文旨在寻找应对这些挑战的解决方案,采用一种对气候敏感的集水策略,循环利用水资源,使其回归生命周期。该模型以生物仿生法为基本策略。在这方面,通过对建筑和工程等学科进行深入的文献综述,对集水概念进行了详细研究。根据获得的所有这些数据,进行了一项综合/整合研究,提出了一个基于自适应建筑立面元素的模型建议,以解决城市中遇到的水问题。该模型提案与可持续发展目标(SDGs)中的 "清洁水和卫生(SDG6)"和 "可持续城市和社区(SDG11)"直接相关,旨在从不同的视角来看待具有表面和功能特征的学科。在此背景下,预计这篇文章将成为其他从事该主题研究人员不可或缺的资源。
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引用次数: 0
Comparisons of Inverse Dynamics Formulations in a Spatial Redundantly Actuated Parallel Mechanism Constrained by Two Point Contact Higher Kinematic Pairs. 受两个点接触较高运动学对制约的空间冗余致动平行机构中的逆动力学公式比较。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-18 DOI: 10.3390/biomimetics9090564
Chen Cheng, Xiaojing Yuan, Yenan Li, Jian Liu

A spatial redundantly actuated parallel mechanism (RAPM) constrained by two point contact higher kinematic pairs (HKPs) has been designed, arising from the inspiration of mastication in human beings: the end effector is the lower jaw, the six kinematic chains are the primary chewing muscles, and the constraints at HKPs are the temporomandibular joints. In this paper, firstly, the constrained motions of the mechanism are described in detail; thereafter, five models are formulated by the well-known Newton-Euler's law, the Lagrangian equations, and the principle of virtual work, to explore its rigid-body inverse dynamics. The symbolic results show that the model structures based on these approaches are quite different: the model via the Newton-Euler law well reflects the nature of the mechanism in terms of the constraint forces from HKPs with six equations and eight unknowns, and the existence of reaction forces at the spherical joints is tightly dependent on the number of kinematic chains. In comparison, from the latter two methods, the constraint forces and the reaction forces at spherical joints do not appear in the four models in which there are only four equations and six unknowns. Further, by using the dynamics model of the non-redundantly actuated counterpart as the core in both the second models from the energy and virtual work-related methods, their computational cost is only about 16.7% and 36.63% of the two first models, respectively. Finally, the comparisons between the dynamics models of the RAPM and its counterpart clarify that the HKP constraints greatly alter the model structures and raise the technical difficulties.

本文从人类咀嚼的灵感出发,设计了一种由两个点接触高运动学对(HKPs)约束的空间冗余致动并联机构(RAPM):末端效应器是下颌,六个运动学链是主要咀嚼肌,HKPs的约束是颞下颌关节。本文首先详细描述了该机构的约束运动,然后利用著名的牛顿-欧拉定律、拉格朗日方程和虚功原理建立了五个模型,以探索其刚体逆动力学。符号结果表明,基于这几种方法的模型结构有很大不同:通过牛顿-欧拉定律建立的模型能很好地从六个方程和八个未知数的香港马会开奖结果的约束力方面反映机构的性质,而球形关节处反作用力的存在与运动链的数量密切相关。相比之下,在后两种方法中,只有四个方程和六个未知数的四个模型中不存在约束力和球形关节处的反作用力。此外,在能量法和虚拟工作相关法的第二个模型中,以非多余致动对应物的动力学模型为核心,其计算成本分别仅为两个第一个模型的约 16.7% 和 36.63%。最后,通过对 RAPM 动力学模型及其对应模型的比较,可以看出 HKP 约束极大地改变了模型结构,增加了技术难度。
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引用次数: 0
Deep Learning-Based Biomimetic Identification Method for Mask Wearing Standardization. 基于深度学习的仿生识别方法,用于口罩佩戴标准化。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-18 DOI: 10.3390/biomimetics9090563
Bin Yan, Xiameng Li, Wenhui Yan

Deep learning technology can automatically learn features from large amounts of data, with powerful feature extraction and pattern recognition capabilities, thereby improving the accuracy and efficiency of object detection. [The objective of this study]: In order to improve the accuracy and speed of mask wearing deep learning detection models in the post pandemic era, the [Problem this study aimed to resolve] was based on the fact that no research work has been reported on standardized detection models for mask wearing with detecting nose targets specially. [The topic and method of this study]: A mask wearing normalization detection model (towards the wearing style exposing the nose to outside, which is the most obvious characteristic of non-normalized style) based on improved YOLOv5s (You Only Look Once v5s is an object detection network model) was proposed. [The improved method of the proposed model]: The improvement design work of the detection model mainly includes (1) the BottleneckCSP (abbreviation of Bottleneck Cross Stage Partial) module was improved to a BottleneckCSP-MASK (abbreviation of Bottleneck Cross Stage Partial-MASK) module, which was utilized to replace the BottleneckCSP module in the backbone architecture of the original YOLOv5s model, which reduced the weight parameters' number of the YOLOv5s model while ensuring the feature extraction effect of the bonding fusion module. (2) An SE module was inserted into the proposed improved model, and the bonding fusion layer in the original YOLOv5s model was improved for better extraction of the features of mask and nose targets. [Results and validation]: The experimental results indicated that, towards different people and complex backgrounds, the proposed mask wearing normalization detection model can effectively detect whether people are wearing masks and whether they are wearing masks in a normalized manner. The overall detection accuracy was 99.3% and the average detection speed was 0.014 s/pic. Contrasted with original YOLOv5s, v5m, and v5l models, the detection results for two types of target objects on the test set indicated that the mAP of the improved model increased by 0.5%, 0.49%, and 0.52%, respectively, and the size of the proposed model compressed by 10% compared to original v5s model. The designed model can achieve precise identification for mask wearing behaviors of people, including not wearing a mask, normalized wearing, and wearing a mask non-normalized.

深度学习技术可以从海量数据中自动学习特征,具有强大的特征提取和模式识别能力,从而提高物体检测的准确性和效率。[本研究的目的]本研究旨在解决的问题]是基于目前还没有关于佩戴口罩时专门检测鼻部目标的标准化检测模型的研究工作报道,为了提高后大流行时代佩戴口罩深度学习检测模型的准确性和速度。[本研究的主题和方法]:提出了一种基于改进的 YOLOv5s(You Only Look Once v5s 是一种对象检测网络模型)的口罩佩戴规范化检测模型(针对鼻子暴露在外部的佩戴方式,这是非规范化佩戴方式的最明显特征)。[提出模型的改进方法]:该检测模型的改进设计工作主要包括:(1)将 BottleneckCSP(Bottleneck Cross Stage Partial 的缩写)模块改进为 BottleneckCSP-MASK(Bottleneck Cross Stage Partial-MASK 的缩写)模块,利用该模块替代原 YOLOv5s 模型主干架构中的 BottleneckCSP 模块,在保证粘合融合模块特征提取效果的同时,减少了 YOLOv5s 模型的权重参数个数。(2)在改进后的模型中加入 SE 模块,改进了原 YOLOv5s 模型中的结合融合层,从而更好地提取面罩和鼻子目标的特征。[结果与验证]实验结果表明,对于不同的人和复杂的背景,所提出的戴口罩归一化检测模型可以有效地检测出人是否戴口罩以及是否以归一化的方式戴口罩。总体检测准确率为 99.3%,平均检测速度为 0.014 s/pic。与原有的 YOLOv5s、v5m 和 v5l 模型相比,测试集上两类目标对象的检测结果表明,改进模型的 mAP 分别比原有的 v5s 模型提高了 0.5%、0.49% 和 0.52%,体积压缩了 10%。所设计的模型可以实现对人们戴口罩行为的精确识别,包括不戴口罩、规范化戴口罩和非规范化戴口罩。
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引用次数: 0
Emotion Recognition Using EEG Signals through the Design of a Dry Electrode Based on the Combination of Type 2 Fuzzy Sets and Deep Convolutional Graph Networks. 基于第 2 类模糊集和深度卷积图网络的干电极设计,利用脑电信号进行情感识别。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-18 DOI: 10.3390/biomimetics9090562
Shokoufeh Mounesi Rad, Sebelan Danishvar

Emotion is an intricate cognitive state that, when identified, can serve as a crucial component of the brain-computer interface. This study examines the identification of two categories of positive and negative emotions through the development and implementation of a dry electrode electroencephalogram (EEG). To achieve this objective, a dry EEG electrode is created using the silver-copper sintering technique, which is assessed through Scanning Electron Microscope (SEM) and Energy Dispersive X-ray Analysis (EDXA) evaluations. Subsequently, a database is generated utilizing the designated electrode, which is based on the musical stimulus. The collected data are fed into an improved deep network for automatic feature selection/extraction and classification. The deep network architecture is structured by combining type 2 fuzzy sets (FT2) and deep convolutional graph networks. The fabricated electrode demonstrated superior performance, efficiency, and affordability compared to other electrodes (both wet and dry) in this study. Furthermore, the dry EEG electrode was examined in noisy environments and demonstrated robust resistance across a diverse range of Signal-To-Noise ratios (SNRs). Furthermore, the proposed model achieved a classification accuracy of 99% for distinguishing between positive and negative emotions, an improvement of approximately 2% over previous studies. The manufactured dry EEG electrode is very economical and cost-effective in terms of manufacturing costs when compared to recent studies. The proposed deep network, combined with the fabricated dry EEG electrode, can be used in real-time applications for long-term recordings that do not require gel.

情绪是一种错综复杂的认知状态,一旦被识别,就能成为脑机接口的重要组成部分。本研究通过开发和实施干电极脑电图(EEG),对积极和消极两类情绪进行识别。为实现这一目标,我们采用银铜烧结技术制作了干式脑电图电极,并通过扫描电子显微镜(SEM)和能量色散 X 射线分析(EDXA)对其进行了评估。随后,利用指定电极生成基于音乐刺激的数据库。收集到的数据被输入一个改进的深度网络,用于自动特征选择/提取和分类。该深度网络架构结合了第二类模糊集(FT2)和深度卷积图网络。在这项研究中,与其他电极(包括湿电极和干电极)相比,所制造的电极在性能、效率和经济性方面都更胜一筹。此外,干式脑电图电极还在嘈杂环境中进行了检测,并在各种信噪比(SNR)范围内表现出了强大的抗干扰能力。此外,所提出的模型在区分积极情绪和消极情绪方面达到了 99% 的分类准确率,比以前的研究提高了约 2%。与最近的研究相比,所制造的干式脑电图电极在制造成本方面非常经济和划算。建议的深度网络与制造的干式脑电图电极相结合,可用于不需要凝胶的长期记录的实时应用。
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引用次数: 0
A Method for Assessing the Reliability of the Pepper Robot in Handling Office Documents: A Case Study. 评估 Pepper 机器人处理办公室文件可靠性的方法:案例研究
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-16 DOI: 10.3390/biomimetics9090558
Marius Misaroș, Ovidiu Petru Stan, Szilárd Enyedi, Anca Stan, Ionuț Donca, Liviu Cristian Miclea

Humanoid robots are increasingly being utilized in various activities involving humans, as they can facilitate certain tasks and provide benefits to users. Humanoid service robots possess capabilities akin to human performance, often proving advantageous due to their operational speed and immunity to fatigue. Within the scope of this study, Pepper, a humanoid robot renowned for its fidelity in mimicking human gestures and behavior, serves as the focal point. Tasked with aiding office occupants in object manipulation and relocation, Pepper underwent a targeted reliability assessment. This assessment encompassed the development of a reliability block diagram (RBD), alongside meticulous analyses of individual components and system functionality across diverse operational scenarios.

仿人机器人越来越多地被用于涉及人类的各种活动中,因为它们可以为某些任务提供便利,并为用户带来益处。仿人服务机器人拥有与人类类似的能力,由于其操作速度快、不易疲劳,往往被证明具有优势。在本研究范围内,Pepper 是一个仿人机器人,以模仿人类的手势和行为而闻名。Pepper 的任务是帮助办公室人员操作和搬移物品,它接受了有针对性的可靠性评估。这项评估包括绘制可靠性框图(RBD),以及对各个组件和系统功能在不同操作场景下的细致分析。
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引用次数: 0
A Multi-Strategy Improved Northern Goshawk Optimization Algorithm for Optimizing Engineering Problems. 用于优化工程问题的多策略改进型北方大鹰优化算法。
IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-09-16 DOI: 10.3390/biomimetics9090561
Haijun Liu, Jian Xiao, Yuan Yao, Shiyi Zhu, Yi Chen, Rui Zhou, Yan Ma, Maofa Wang, Kunpeng Zhang

Northern Goshawk Optimization (NGO) is an efficient optimization algorithm, but it has the drawbacks of easily falling into local optima and slow convergence. Aiming at these drawbacks, an improved NGO algorithm named the Multi-Strategy Improved Northern Goshawk Optimization (MSINGO) algorithm was proposed by adding the cubic mapping strategy, a novel weighted stochastic difference mutation strategy, and weighted sine and cosine optimization strategy to the original NGO. To verify the performance of MSINGO, a set of comparative experiments were performed with five highly cited and six recently proposed metaheuristic algorithms on the CEC2017 test functions. Comparative experimental results show that in the vast majority of cases, MSINGO's exploitation ability, exploration ability, local optimal avoidance ability, and scalability are superior to those of competitive algorithms. Finally, six real world engineering problems demonstrated the merits and potential of MSINGO.

Northern Goshawk Optimization(NGO)是一种高效的优化算法,但它存在容易陷入局部最优和收敛速度慢的缺点。针对这些缺点,我们提出了一种改进的非政府组织算法,即多策略改进北高沙鹰优化算法(MSINGO),它在原有非政府组织算法的基础上增加了立方映射策略、新型加权随机差分突变策略和加权正余弦优化策略。为了验证 MSINGO 的性能,我们在 CEC2017 测试函数上与五种被广泛引用的元启发式算法和六种最新提出的元启发式算法进行了一组对比实验。对比实验结果表明,在绝大多数情况下,MSINGO 的开发能力、探索能力、局部最优回避能力和可扩展性均优于竞争算法。最后,六个实际工程问题证明了 MSINGO 的优点和潜力。
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引用次数: 0
期刊
Biomimetics
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