Biomimetics最新文献

筛选
英文 中文
Adhesive κ-Carrageenan Hydrogels by Polyphenol Intervention. 多酚干预胶黏-卡拉胶水凝胶的研究。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-21 DOI: 10.3390/biomimetics11040290
Han-Yeol Yang, Jeongin Seo, Woongrak Choi, Eunu Kim, Sangho Yeo, Soeun Park, Haeshin Lee
{"title":"Adhesive κ-Carrageenan Hydrogels by Polyphenol Intervention.","authors":"Han-Yeol Yang, Jeongin Seo, Woongrak Choi, Eunu Kim, Sangho Yeo, Soeun Park, Haeshin Lee","doi":"10.3390/biomimetics11040290","DOIUrl":"https://doi.org/10.3390/biomimetics11040290","url":null,"abstract":"<p><p>Kappa-carrageenan (κ-CRG) forms thermo-reversible physical hydrogels via a coil-helix transition and helix bundling, but its sulfate-driven electrostatic repulsion limits mechanical robustness and control over aqueous disintegration. Here, we show that plant-derived polyphenols reprogram κ-CRG gel through sulfate-directed binding in a structure-dependent manner. Tannic acid (TA) selectively engages κ-CRG sulfate groups, yielding transparent gels and a >5-fold increase in storage modulus, whereas the same TA triggers turbidity and precipitation in sulfate-free agarose, supporting sulfate-mediated specificity. Using monomeric pyrogallol as a galloyl analogue, we demonstrate that monovalent interactions partially reinforce κ-CRG but lack cooperative stabilization. Intervention timing further separates mechanism. Pyrogallol produces pathway-dependent mechanics and gelation temperature, while TA is stage-insensitive, consistent with multivalent network annealing. In simulated gastric/intestinal fluids, pyrogallol/κ-CRG gels retain morphology longer, whereas TA/κ-CRG ones disintegrate rapidly yet exhibit strong adhesion to rough substrates and human skin. These findings provide a fully food-grade route to tune κ-CRG mechanics, thermal behavior, adhesion and programmed disintegration.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113741/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147761008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bioinspired Spatio-Temporal Cooperative Path Planning for Heterogeneous UAVs Driven by Bi-Level Games: An SSA-MPC Fusion Approach. 基于双级博弈驱动的异构无人机仿生时空协同路径规划:SSA-MPC融合方法。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-21 DOI: 10.3390/biomimetics11040286
Yaowei Yu, Meilong Le
{"title":"Bioinspired Spatio-Temporal Cooperative Path Planning for Heterogeneous UAVs Driven by Bi-Level Games: An SSA-MPC Fusion Approach.","authors":"Yaowei Yu, Meilong Le","doi":"10.3390/biomimetics11040286","DOIUrl":"https://doi.org/10.3390/biomimetics11040286","url":null,"abstract":"<p><p>Collaborative operation of heterogeneous UAV swarms in dense urban environments remains challenging because right-of-way allocation is often rigid, frequent replanning consumes considerable onboard computation, and paths obtained by purely mathematical optimization may not be easy to execute under real dynamic constraints. This paper presents a physics-informed, event-triggered path planning and control framework, termed Physics-Informed SSA-MPC. Its global search layer is built on the Sparrow Search Algorithm (SSA), whose search mechanism originates from sparrow foraging and anti-predatory behaviors. On this basis, the method combines an event-triggered Stackelberg game for airspace coordination, a physically constrained SSA for global path generation, and an event-triggered MPC for local replanning. Battery State of Health (SoH) is incorporated into the adaptive search process, while Lévy-flight updates are limited by the maximum available acceleration to avoid infeasible path mutations. Local replanning is activated only when predicted safety ellipsoids overlap or tracking errors exceed prescribed thresholds, which helps reduce redundant computation. Simulations in a digital twin of Lujiazui, Shanghai, show that the proposed method shortens path length by 3.3% to 14.9%, reduces obstacle-avoidance latency to 45 ms, and achieves a 100% engineering feasibility rate.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113438/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Strategy Improved Red-Billed Blue Magpie Optimization Algorithm and Its Engineering Applications. 多策略改进红嘴蓝喜鹊优化算法及其工程应用。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-21 DOI: 10.3390/biomimetics11040287
Junchao Ni, Jianhua Miao, Yejun Zheng, Li Cao, Yang Qiu, Yinggao Yue
{"title":"Multi-Strategy Improved Red-Billed Blue Magpie Optimization Algorithm and Its Engineering Applications.","authors":"Junchao Ni, Jianhua Miao, Yejun Zheng, Li Cao, Yang Qiu, Yinggao Yue","doi":"10.3390/biomimetics11040287","DOIUrl":"https://doi.org/10.3390/biomimetics11040287","url":null,"abstract":"<p><p>In response to the decline in population diversity, the imbalance between exploration and exploitation, and the low convergence efficiency in the middle and later stages of the Red-billed Blue Magpie Optimizer (RBMO) when addressing complex optimization problems, this study proposes a multi-strategy enhanced variant termed CLD-RBMO. The proposed algorithm improves the original search mechanism from three perspectives: strengthened global exploration, enhanced local refinement, and directed exploitation in the middle and later stages. During the exploration phase, a hierarchical perturbation mechanism based on Logistic chaotic mapping and Lévy flight is introduced to enhance randomness and spatial coverage in the early search process. In the local exploitation phase, a Cauchy-Gauss hybrid mutation operator is employed to improve the algorithm's capability to escape from local optima. In the middle and later search stages, a stochastic differential mutation strategy is incorporated to provide population-structure-based directional guidance for individuals, thereby accelerating convergence and improving optimization accuracy. Simulation results on the CEC2017 benchmark test functions indicate that CLD-RBMO demonstrates clear superiority over the original algorithm and several representative swarm intelligence optimization algorithms in terms of optimization accuracy, stability, and overall performance ranking. Convergence curve analysis confirms its dynamic performance improvements across different search stages, and the Wilcoxon rank-sum test further statistically validates the significance of the performance enhancement achieved by the proposed improvements compared with the original algorithm. Moreover, evaluations on two representative mechanical engineering optimization case studies further demonstrate the algorithm's strong stability and engineering generalization capability.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113007/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
BioLAMR: A Biomimetically Inspired Large Language Model Adaptation Framework for Automatic Modulation Recognition. BioLAMR:一种基于仿生学的大语言模型自适应框架,用于自动调制识别。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-21 DOI: 10.3390/biomimetics11040288
Yubo Mao, Wei Xu, Jijia Sang, Haoan Liu
{"title":"BioLAMR: A Biomimetically Inspired Large Language Model Adaptation Framework for Automatic Modulation Recognition.","authors":"Yubo Mao, Wei Xu, Jijia Sang, Haoan Liu","doi":"10.3390/biomimetics11040288","DOIUrl":"https://doi.org/10.3390/biomimetics11040288","url":null,"abstract":"<p><p>Automatic modulation recognition (AMR) is increasingly relevant to communication-sensing front ends in robotic and human-robot collaborative systems, where reliable spectrum awareness and adaptive wireless reception are desired. However, existing methods often degrade sharply at low signal-to-noise ratios (SNRs), and large language models (LLMs) are not natively compatible with continuous I/Q signals due to the inherent modality gap. We propose BioLAMR, a GPT-2 adaptation framework for AMR inspired by the auditory system's parallel time-frequency processing and cortical hierarchy. The framework combines bio-inspired dual-domain feature extraction with parameter-efficient LLM adaptation. BioLAMR includes three components. First, a lightweight dual-domain fusion (LDDF) module extracts complementary time- and frequency-domain features and fuses them through channel and spatial attention. Second, a convolutional embedding module converts continuous I/Q signals into GPT-2-compatible sequences without discrete tokenization. Third, a hierarchical fine-tuning strategy updates only 8.9% of parameters to preserve pretrained knowledge while adapting to modulation recognition. Experiments on the RadioML2016.10a and RadioML2016.10b benchmarks show that BioLAMR achieves overall accuracies of 64.99% and 67.43%, outperforming the strongest competing method by 2.60 and 2.47 percentage points, respectively. Under low-SNR conditions, it reaches 36.78% and 38.14%, the best results among the compared methods. Ablation studies verify the contribution of each component. These results demonstrate that combining dual-domain signal modeling with parameter-efficient GPT-2 adaptation is an effective route to robust AMR in challenging wireless environments.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13114044/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Generative Design of 3D-Printed Biomimetic Interlocking Blocks Inspired by the Cellular 3D Puzzle Structure of the Walnut Shell. 受核桃壳细胞三维拼图结构启发的3D打印仿生连锁块的生成设计。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-21 DOI: 10.3390/biomimetics11040289
Alexandros Efstathiadis, Ioanna Symeonidou, Konstantinos Tsongas, Emmanouil K Tzimtzimis, Dimitrios Tzetzis
{"title":"Generative Design of 3D-Printed Biomimetic Interlocking Blocks Inspired by the Cellular 3D Puzzle Structure of the Walnut Shell.","authors":"Alexandros Efstathiadis, Ioanna Symeonidou, Konstantinos Tsongas, Emmanouil K Tzimtzimis, Dimitrios Tzetzis","doi":"10.3390/biomimetics11040289","DOIUrl":"https://doi.org/10.3390/biomimetics11040289","url":null,"abstract":"<p><p>The goal of the present paper is to apply a novel biomimetic design strategy for the analysis, emulation, and technical evaluation of design solutions inspired by the morphogenetic logic of the walnut shell microstructure. The shell consists of specialized cells, called sclereids, which develop protrusions and mechanically interlock with neighboring cells, providing exceptional toughness through increased surface contact. To extract and transfer this biological principle, a generative algorithm was developed using the evolutionary solver Galapagos within the Grasshopper visual programming environment. The algorithm generates protrusions on the interfaces of structural blocks and optimizes their contact surface area while maintaining constant block volume. Additional design constraints, including symmetry and manufacturability considerations, were introduced to improve structural performance and computational efficiency. A series of physical specimens with variations in key geometric parameters, such as protrusion number and height, were fabricated using fused filament fabrication (FFF) with PLA material and evaluated through in-plane and out-of-plane three-point bending tests. The results show that increasing the number of protrusions significantly enhances mechanical performance, while increasing their height improves stiffness and interlocking up to a certain threshold, beyond which structural performance decreases due to stress concentration effects. This behavior can be attributed to improved load transfer and stress distribution across the enlarged interfacial area, as well as progressive mechanical engagement between complementary protrusions. The computational model is in good agreement with the experimental results, confirming the validity of the proposed approach. The study demonstrates that biomimetic optimization of interfacial geometry can enhance the mechanical behavior of interlocking systems and provides a framework for translating biological morphogenetic principles into engineering design applications.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113894/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147761040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Gait In-Pipe Locomotion via Programmable Friction Reorientation. 基于可编程摩擦重定向的多步态管道内运动。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-20 DOI: 10.3390/biomimetics11040285
Jaehyun Lee, Jongwoo Kim
{"title":"Multi-Gait In-Pipe Locomotion via Programmable Friction Reorientation.","authors":"Jaehyun Lee, Jongwoo Kim","doi":"10.3390/biomimetics11040285","DOIUrl":"https://doi.org/10.3390/biomimetics11040285","url":null,"abstract":"<p><p>In-pipe robots must navigate narrow, curved passages where rigid mechanisms often require bulky steering units. Soft crawlers offer better compliance but typically rely on multiple actuators or reconfigurable contacts to achieve multi-directional motion. Drawing inspiration from biological soft crawlers that exploit directional friction and coordinated anchor-slip patterns, this study focuses on locomotion principles observed in caterpillars, water boatmen, and whirligig beetles. Based on these bioinspired concepts, we present a tendon-driven soft in-pipe robot that combines continuum bending-twisting deformation with modular anisotropic friction pads (AFPs), enabling three locomotion modes using only two motors. AFP inclination, curvature, and ridge geometry were optimized through friction tests, constant-curvature modeling, and finite element analysis to enhance directional adhesion on flat and curved surfaces. A deformation-based locomotion framework was developed to couple tendon actuation with friction orientation, achieving longitudinal crawling, transverse translation, in-place rotation, and smooth transitions via programmed twisting. Driving experiments demonstrated repeatable anchor-slip locomotion with average speeds of 28.6 mm/s, 15.7 mm/s, and 11.5°/s for the three modes. Pipe tests in straight, curved, and T-junction sections further validated stable contact and reliable gait transitions. These findings highlight the potential of friction-programmed continuum robots as compact, bioinspired platforms for advanced in-pipe inspection and diagnostic tasks.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113877/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bio-Inspired Flexible-Wall Squeezing Mixer with ALE-CFD-Based Actuation Optimization and Fluorescence-Imaging Assessment of Outlet Mixing Uniformity. 基于ale - cfd驱动的仿生柔性壁挤压混合器优化及出口混合均匀性荧光成像评估。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-20 DOI: 10.3390/biomimetics11040284
Wen Yuan, Zhihong Zhang
{"title":"Bio-Inspired Flexible-Wall Squeezing Mixer with ALE-CFD-Based Actuation Optimization and Fluorescence-Imaging Assessment of Outlet Mixing Uniformity.","authors":"Wen Yuan, Zhihong Zhang","doi":"10.3390/biomimetics11040284","DOIUrl":"https://doi.org/10.3390/biomimetics11040284","url":null,"abstract":"<p><p>Efficient mixing is a persistent bottleneck in agricultural and agrochemical processing, where rapid and uniform mixing must be achieved under laminar flow with low energy input and gentle shear. Inspired by peristaltic transport in biological systems, this study investigates a bio-inspired flexible-wall squeezing mixer and establishes a two-dimensional computational framework to quantify how periodic wall deformation governs scalar homogenization in a flexible conduit. An Arbitrary Lagrangian-Eulerian dynamic mesh approach is implemented to resolve moving boundaries and to prescribe actuation, enabling the systematic evaluation of the separate and coupled effects of peak wall-normal velocity amplitude <i>A</i> and actuation frequency <i>f</i> on mixing performance. Mixing effectiveness is quantified using a variance-based mixing index MI and a sustained-threshold mixing time ts, and response surface methodology is employed to map the A-f design space and interpret the roles of time-dependent shear, interfacial stretching and folding, and vortex intensification. Relative to a non-actuated baseline, a peak wall-normal velocity amplitude of 3 × 10<sup>-3</sup> m s<sup>-1</sup> at 2 Hz reduces <i>t</i><sub>s</sub> by 21.3%. At fixed <i>f</i> = 3 Hz, increasing <i>A</i> from 1 × 10<sup>-3</sup> to 4 × 10<sup>-3</sup> m s<sup>-1</sup> shortens <i>t</i><sub>s</sub> by 10.2%, while at fixed <i>A</i> = 3 × 10<sup>-3</sup> m s<sup>-1</sup>, raising f from 1 to 5 Hz further decreases <i>t</i><sub>s</sub> by 6.6% with diminishing gains at the lowest frequencies. The response surface identifies an operating optimum at <i>A</i> = 4 × 10<sup>-3</sup> m s<sup>-1</sup> and <i>f</i> = 5 Hz, achieving a peak MI of 0.9557 and a minimum <i>t</i><sub>s</sub> of 7.81 s. A periodically squeezed physical mixing loop was further examined using fluorescence imaging to assess outlet homogeneity trends. The stabilized outlet coefficient of variation (CV) decreased from about 0.65 without squeezing to 0.60 at 1 Hz and 10 mm s<sup>-1</sup>, 0.58 at 2 Hz and 10 mm s<sup>-1</sup>, and 0.54 at 2 Hz and 30 mm s<sup>-1</sup>, indicating that stronger and faster actuation improves outlet uniformity. The numerical and experimental results are therefore interpreted jointly as mechanistic and trend-level evidence, while a rigorous quantitative prediction for the cylindrical compliant device will require future three-dimensional, compliance-resolved simulations and broader experimental benchmarking.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113079/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pigeon-Inspired Depth-Reasoning-Driven Decision Framework for Autonomous Traversal Flight of Quadrotors in Unmapped 3D Spaces. 鸽子启发的深度推理驱动的四旋翼飞行器在未映射的三维空间自主穿越飞行决策框架。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-19 DOI: 10.3390/biomimetics11040283
Yongbin Sun, Rongmao Su
{"title":"Pigeon-Inspired Depth-Reasoning-Driven Decision Framework for Autonomous Traversal Flight of Quadrotors in Unmapped 3D Spaces.","authors":"Yongbin Sun, Rongmao Su","doi":"10.3390/biomimetics11040283","DOIUrl":"https://doi.org/10.3390/biomimetics11040283","url":null,"abstract":"<p><p>Autonomous traversal flight in unknown 3D environments remains challenging due to mapping bottlenecks and computational latency. Inspired by pigeons navigating cluttered forests through instantaneous visual perception rather than constructing global metric maps, this paper presents a pigeon-inspired depth-reasoning-driven decision framework for agile quadrotor traversal in unmapped spaces without explicit map construction. To ensure feasibility, we leverage a robust state estimation backbone enhanced by deep-learning-based feature matching, providing stable pose feedback under aggressive maneuvers. The core contribution is a pigeon-inspired depth-reasoning framework that translates raw sensory depth data into a hybrid optimization framework, integrating both hard safety constraints and soft geometric smoothness constraints, directly emulating the three avian mechanisms: gap selection via instantaneous depth gradients, path selection that minimizes posture changes, and a safety field driven by the looming effect. By bypassing time-consuming mapping and spatial discretization processes, the framework significantly reduces perception-to-control latency. Finally, validated via simulations and real-world experiments on a resource-constrained quadrotor platform, our map-less approach achieves superior decision frequencies and comparable safety margins to those of state-of-the-art map-based planners. This framework offers a practical, high-frequency solution for autonomous flight where computational resources and environmental knowledge are strictly limited.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113588/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Aerodynamic Optimization of Relay Nozzle Using a Chebyshev KAN Surrogate Model Integration and an Improved Multi-Objective Red-Billed Blue Magpie Optimizer. 基于Chebyshev KAN代理模型集成和改进的多目标红嘴蓝鹊优化器的中继喷管气动优化。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-18 DOI: 10.3390/biomimetics11040282
Min Shen, Ziqing Zhang, Guanxing Qin, Dahongnian Zhou, Lizhen Du, Lianqing Yu
{"title":"Aerodynamic Optimization of Relay Nozzle Using a Chebyshev KAN Surrogate Model Integration and an Improved Multi-Objective Red-Billed Blue Magpie Optimizer.","authors":"Min Shen, Ziqing Zhang, Guanxing Qin, Dahongnian Zhou, Lizhen Du, Lianqing Yu","doi":"10.3390/biomimetics11040282","DOIUrl":"https://doi.org/10.3390/biomimetics11040282","url":null,"abstract":"<p><p>In air jet looms, relay nozzles are critical components in governing airflow velocity and air consumption during the weft insertion process. Although computational fluid dynamics (CFD) offers high-fidelity simulation for aerodynamic analysis, its computational burden hinders its practicality in iterative aerodynamic design of relay nozzles. To address the challenge, this study proposes a data-driven framework integrating a Chebyshev polynomial Kolmogorov-Arnold Network (Chebyshev KAN) surrogate model with an Improved Multi-objective Red-billed Blue Magpie Optimizer (IMORBMO). The accuracy of the Chebyshev KAN model was benchmarked against conventional multilayer perceptrons (MLP), convolutional neural networks (CNN), and the standard Kolmogorov-Arnold Network (KAN). Experimental results demonstrate that the Chebyshev KAN model achieves the lowest mean absolute error (MAE) of 0.103 for airflow velocity and 0.115 for air consumption. Building upon the non-dominated sorting and crowding distance strategies, IMORBMO was developed, incorporating an adaptive mutation mechanism by information entropy for improvement of convergence, diversity, and uniformity of the Pareto-optimal solutions. Comprehensive evaluations on the ZDT and WFG benchmark suites confirm that the IMORBMO consistently attains the best and highly competitive performance, yielding the lowest generation distance (GD), inverted generational distance (IGD) values and the highest hypervolume (HV). Applied to the aerodynamic optimization of a relay nozzle, the proposed framework delivers an optimal aerodynamic design that increases airflow velocity by 10.5% while reducing air consumption by 15.4%, as verified by CFD simulation. The steady-state flow field was simulated by solving the Reynolds-Average NavierStokes equations with the <i>k</i>-<i>ω</i> turbulent model, utilizing Fluent 2025.R2. No-slip wall, inlet pressure and outlet pressures are boundary conditions to the relay nozzle surfaces. This work establishes a computationally efficient and accurate optimization paradigm that holds significant promise for aerodynamic design and other complex real-world engineering applications.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113966/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147760984","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Calcium Silicate-Based Cements for Vital Pulp Therapy: Integrated Assessment of Radiopacity, Elemental Composition, and 24-h Pulp Cell Responses. 硅酸钙基水泥用于重要牙髓治疗:综合评估放射不透性、元素组成和24小时牙髓细胞反应。
IF 3.9 3区 医学
Biomimetics Pub Date : 2026-04-17 DOI: 10.3390/biomimetics11040280
Belen Şirinoğlu Çapan, Vasfiye Işık, Tugba Elgün, Zeynep Hale Keleş, Soner Şişmanoğlu
{"title":"Calcium Silicate-Based Cements for Vital Pulp Therapy: Integrated Assessment of Radiopacity, Elemental Composition, and 24-h Pulp Cell Responses.","authors":"Belen Şirinoğlu Çapan, Vasfiye Işık, Tugba Elgün, Zeynep Hale Keleş, Soner Şişmanoğlu","doi":"10.3390/biomimetics11040280","DOIUrl":"https://doi.org/10.3390/biomimetics11040280","url":null,"abstract":"<p><p>This study investigated the radiopacity, elemental composition, cytotoxicity, and cytokine responses of contemporary calcium silicate-based cements containing different radiopacifiers. Four cement materials (NeoMTA2, NeoPUTTY, TheraCal PT, and One-Fil PT) were evaluated. Radiopacity was measured using digital radiography with a 10-step aluminum wedge and expressed in mm Al in accordance with ISO 6876; among three calibration models compared, the quadratic provided the best fit. Elemental composition was analyzed by SEM/EDX. Cytotoxicity was assessed on human dental pulp cells using the MTT assay, and IL-6 and IL-10 levels were quantified by ELISA. One-Fil PT (6.61 mm Al) and NeoPUTTY (6.09 mm Al) showed the highest radiopacity, whereas TheraCal PT (1.61 mm Al) did not meet ISO standards. SEM/EDX revealed tantalum in NeoMTA2 and NeoPUTTY, and zirconium in One-Fil PT and TheraCal PT. NeoPUTTY and NeoMTA2 demonstrated superior cell viability, while One-Fil PT showed the lowest. TheraCal PT and One-Fil PT increased IL-6 expression, whereas NeoPUTTY and NeoMTA2 promoted higher IL-10 levels. Within the limitations of this 24-h in vitro assessment, NeoMTA2 and NeoPUTTY exhibited more favorable short-term cytocompatibility and inflammatory profiles together with adequate radiopacity. These findings require confirmation through long-term in vivo and clinical studies.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"11 4","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13113473/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147761026","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书