Biomimetics最新文献

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An Improved Whale Optimization Algorithm for the Clean Production Transformation of Automotive Body Painting. 汽车车身涂装清洁生产转型的改进鲸鱼优化算法。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-28 DOI: 10.3390/biomimetics10050273
Qin Yang, Xinning Li, Teng Yang, Hu Wu, Liwen Zhang
{"title":"An Improved Whale Optimization Algorithm for the Clean Production Transformation of Automotive Body Painting.","authors":"Qin Yang, Xinning Li, Teng Yang, Hu Wu, Liwen Zhang","doi":"10.3390/biomimetics10050273","DOIUrl":"10.3390/biomimetics10050273","url":null,"abstract":"<p><p>Research on clean production in automotive painting processes is a core component of achieving green manufacturing, addressing environmental regulatory challenges, and advancing sustainable development in the automotive industry by reducing volatile organic compound (VOC) emissions, optimizing resource utilization, and minimizing energy consumption. To reduce pollutants generated by automotive painting processes and improve coating efficiency, this study proposes a clean production method for automotive body painting based on an improved whale optimization algorithm from the perspective of \"low-carbon consumption and emission-reduced production\". A multi-level, multi-objective decision-making model is developed by integrating three dimensions of clean production: material flow (optimizing material costs), energy flow (minimizing painting energy consumption), and environmental emission flow (reducing carbon emissions and processing time). The whale optimization algorithm is enhanced through three key modifications: the incorporation of nonlinear convergence factors, elite opposition-based learning, and dynamic parameter self-adaptation, which are then applied to optimize the automotive painting model. Experimental validation using the painting processes of TJ Corporation's New Energy Vehicles (NEVs) demonstrates the superiority of the proposed algorithm over the MHWOA, WOA-RBF, and WOA-VMD. Results show that the method achieves a 42.1% increase in coating production efficiency, over 98% exhaust gas purification rate, 18.2% average energy-saving improvement, and 17.9% reduction in manufacturing costs. This green transformation of low-carbon emission-reduction infrastructure in painting processes delivers significant economic and social benefits, positioning it as a sustainable solution for the automotive industry.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12108734/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149124","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
Biomimetic Design and Validation of an Adaptive Cable-Driven Elbow Exoskeleton Inspired by the Shrimp Shell. 受虾壳启发的自适应电缆驱动肘部外骨骼的仿生设计与验证。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-28 DOI: 10.3390/biomimetics10050271
Mengqian Tian, Yishan Liu, Zhiquan Chen, Xingsong Wang, Qi Zhang, Bin Liu
{"title":"Biomimetic Design and Validation of an Adaptive Cable-Driven Elbow Exoskeleton Inspired by the Shrimp Shell.","authors":"Mengqian Tian, Yishan Liu, Zhiquan Chen, Xingsong Wang, Qi Zhang, Bin Liu","doi":"10.3390/biomimetics10050271","DOIUrl":"10.3390/biomimetics10050271","url":null,"abstract":"<p><p>The application of exoskeleton robots has demonstrated promising effectiveness in promoting the recovery of motor skills in patients with upper limb dysfunction. However, the joint misalignment caused by rigid exoskeletons usually leads to an uncomfortable experience for users. In this work, an adaptive cable-driven elbow exoskeleton inspired by the structural characteristics of the shrimp shell was developed to facilitate the rehabilitation of the elbow joint and to provide more compliant human-exoskeleton interactions. The exoskeleton was specifically designed for elbow flexion and extension, with a total weight of approximately 0.6 kg. Based on the mechanical design and cable configuration of the exoskeleton, the kinematics and dynamics of driving cables were analyzed. Subsequently, a PID-based control strategy was designed with cable kinematics. To evaluate the practical performance of the proposed exoskeleton in elbow assistance, a prototype was established and experimented with six subjects. According to the experimental results, the measured elbow joint angle trajectory is generally consistent with the desired trajectory, with a mean position tracking accuracy of approximately 0.997, which supports motion stability in rehabilitation scenarios. Meanwhile, the collected sEMG values from biceps brachii and brachioradialis under the exoskeleton condition show a significant reduction in average muscle activation by 37.7% and 28.8%, respectively, compared to the condition without exoskeleton.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12109032/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149140","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
Biomimetic Hydrofoil Propulsion: Harnessing the Propulsive Capabilities of Sea Turtles and Penguins for Robotics. 仿生水翼推进:利用海龟和企鹅的机器人推进能力。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-28 DOI: 10.3390/biomimetics10050272
Yayi Shen, Zheming Ding, Xin Wang, Zebing Mao, Zhong Huang, Bai Chen
{"title":"Biomimetic Hydrofoil Propulsion: Harnessing the Propulsive Capabilities of Sea Turtles and Penguins for Robotics.","authors":"Yayi Shen, Zheming Ding, Xin Wang, Zebing Mao, Zhong Huang, Bai Chen","doi":"10.3390/biomimetics10050272","DOIUrl":"10.3390/biomimetics10050272","url":null,"abstract":"<p><p>This review synthesizes current research on hydrofoil-propelled robots inspired by the swimming mechanisms of sea turtles and penguins. It begins by summarizing the swimming kinematics of these organisms, highlighting their superior aquatic performance as the primary motivation for biomimetic design. Next, established analytical methods for characterizing hydrofoil locomotion patterns are presented, along with a clear delineation of the decoupled motion components exhibited by sea turtle flippers and penguin wings. Such decoupling provides a systematic framework for guiding the design of driving mechanisms. Building on this biomechanical foundation, the review critically examines recent advances in biomimetic flexible hydrofoils that enhance propulsion efficiency through three synergistic mechanisms to enhance thrust generation, while identifying key challenges in material durability and non-linear fluid-structure interactions. The review then surveys existing hydrofoil actuation systems, which commonly reproduce coupled motions with multiple degrees of freedom (DOFs). Finally, representative biomimetic robots are examined: sea turtle-inspired forelimbs typically incorporate three DOFs, whereas penguin-inspired wings usually offer two DOFs. By aligning robotic designs with the decoupled motion patterns of the source organisms, this review offers critical insights to advance the development of hydrofoil propulsion systems for enhanced aquatic performance.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12108592/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149142","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
The Use of Platelet-Rich Fibrin-Coated Three-Dimensionally (3D) Printed Scaffolds in Salvage of Complex Hindfoot Cases. 富血小板纤维蛋白包被三维打印支架在复杂后足病例修复中的应用。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-27 DOI: 10.3390/biomimetics10050269
Ken Meng Tai, Justin Mooteeram, Anand Pillai
{"title":"The Use of Platelet-Rich Fibrin-Coated Three-Dimensionally (3D) Printed Scaffolds in Salvage of Complex Hindfoot Cases.","authors":"Ken Meng Tai, Justin Mooteeram, Anand Pillai","doi":"10.3390/biomimetics10050269","DOIUrl":"10.3390/biomimetics10050269","url":null,"abstract":"<p><p><b>Background:</b> Complex hindfoot pathologies involving critical-sized bone defects of the talus are difficult to manage. The current management involves arthrodesis and bone grafting with the defective talus, which have limitations in restoring structural integrity and functional goals. The advancement of 3D-printed scaffolds has opened new avenues to address such complex hindfoot pathologies, which may potentially improve treatment outcomes. The addition of platelet-rich fibrin further enhances healing potential. <b>Method:</b> This is a retrospective study involving six patients with severe talar bone loss secondary to osteomyelitis or avascular necrosis, where 3D-printed scaffolds coated with PRF were implemented in salvage surgery performed from 2023 to 2024. We intended to investigate the clinical outcomes in terms of healing time and union rate. Additionally, we evaluated the degree of deformity corrections and the patients' clinical outcomes. <b>Results:</b> This study reports six complex reconstructions which achieved CT-confirmed union after a mean duration of 20.2 weeks. All patients were able to ambulate with full weight bearing after an average duration of 23.3 weeks. The patients demonstrated improved radiological parameters, VAS scores from 7.5 ± 1.4 points to 2.3 ± 1.2, and functional scores in all domains for AOFAS, FFI and SF-36. <b>Conclusion:</b> This study demonstrates the benefits of PRF-coated 3D-printed scaffolds in managing complex hindfoot cases, especially in the presence of significant bony defects. This modality has the potential to achieve a good union rate, near-anatomical correction and good functional outcomes.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12109498/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149146","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
White Shark Optimization for Solving Workshop Layout Optimization Problem. 求解车间布局优化问题的白鲨算法。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-27 DOI: 10.3390/biomimetics10050268
Bin Guo, Yuanfei Wei, Qifang Luo, Yongquan Zhou
{"title":"White Shark Optimization for Solving Workshop Layout Optimization Problem.","authors":"Bin Guo, Yuanfei Wei, Qifang Luo, Yongquan Zhou","doi":"10.3390/biomimetics10050268","DOIUrl":"10.3390/biomimetics10050268","url":null,"abstract":"<p><p>The workshop is a crucial site for ensuring the smooth operation of production activities within an enterprise, playing a significant role in its long-term development. A well-designed workshop layout can reduce material-handling costs during production and enhance the overall efficiency of the enterprise. This paper establishes a mathematical model for the workshop layout problem, aiming to minimize logistics transportation costs and maximize non-logistics relationships. Using a real-world case study, the White Shark Optimizer (WSO) algorithm is applied to solve the model. The results show that the transportation distance of the layout scheme obtained by the WSO algorithm is reduced by 381 m, 82 m, and 56 m, respectively, compared with the original layout, the Genetic Algorithm (GA), and the Sparrow Search Algorithm (SSA), and the non-logical relationship is increased by 24.84% and 1.6%, respectively. The layout scheme obtained by using the WSO algorithm is more excellent and can effectively improve the production efficiency of enterprises.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12108714/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148984","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
Materials and Structures Inspired by Human Heel Pads for Advanced Biomechanical Function. 受人类脚垫启发的先进生物力学功能材料和结构。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-27 DOI: 10.3390/biomimetics10050267
Zhiqiang Zhuang, Congtian Gu, Shunlin Li, Hu Shen, Ning Liu, Ziwei Li, Dakai Wang, Cong Wang, Linpeng Liu, Kaixian Ba, Bin Yu, Guoliang Ma
{"title":"Materials and Structures Inspired by Human Heel Pads for Advanced Biomechanical Function.","authors":"Zhiqiang Zhuang, Congtian Gu, Shunlin Li, Hu Shen, Ning Liu, Ziwei Li, Dakai Wang, Cong Wang, Linpeng Liu, Kaixian Ba, Bin Yu, Guoliang Ma","doi":"10.3390/biomimetics10050267","DOIUrl":"10.3390/biomimetics10050267","url":null,"abstract":"<p><p>The heel pad, located under the calcaneus of the human foot, is a hidden treasure that has been subjected to harsh mechanical conditions such as impact, vibration, and cyclic loading. This has resulted in a unique compartment structure and material composition, endowed with advanced biomechanical functions including cushioning, vibration reduction, fatigue resistance, and touchdown stability, making it an ideal natural bionic prototype in the field of bionic materials. It has been shown that the highly specialized structure and material composition of the heel pad endows it with biomechanical properties such as hyperelasticity, viscoelasticity, and mechanical anisotropy. These complex biomechanical properties underpin its advanced functions. Although it is known that these properties interact with each other, the detailed influence mechanism remains unclear, which restricts its application as a bionic prototype in the field of bionic materials. Therefore, this study provides a comprehensive review of the structure, materials, biomechanical properties, and functions of the heel pad. It focuses on elucidating the relationships between the structure, materials, biomechanical properties, and functions of heel pads and proposes insights for the study of bionic materials using the heel pad as a bionic prototype. Finally, a research idea to analyze the advanced mechanical properties of heel pads by integrating sophisticated technologies is proposed, aiming to provide directions for further in-depth research on heel pads and inspiration for the innovative design of advanced bionic materials.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12109304/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148957","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
An Investigation into the Structure of Wound-Healing Materials, Chemical Materials, Nature-Based Materials, and Wound Monitoring. 创面愈合材料、化学材料、自然基材料及创面监测结构研究。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-27 DOI: 10.3390/biomimetics10050270
HyeRee Han
{"title":"An Investigation into the Structure of Wound-Healing Materials, Chemical Materials, Nature-Based Materials, and Wound Monitoring.","authors":"HyeRee Han","doi":"10.3390/biomimetics10050270","DOIUrl":"10.3390/biomimetics10050270","url":null,"abstract":"<p><p>With the recent development of advanced industries, in addition to simple abrasions, the demand for wound dressing is gradually increasing in fields such as diabetes care. Factors affecting wound healing include pH, temperature, genetic factors, stress, smoking, and obesity, and studies on these are also increasing. In addition, studies on hydrogels, electrospun nanofibers, foams, films, plant-based materials, chitosan, gelatin, 3D printing, and chemosensors for wound healing are also increasing. However, although there are many data related to wound healing, there are not many studies that have systematically divided them into structures, materials, and monitoring through a review of the literature. Therefore, based on various studies on wound healing, wound-healing materials were classified into structures (films, foams, gauzes, and electrospun nanofibers), chemical materials, nature-based materials, and monitoring sensors, and a literature review was conducted.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12108578/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149128","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
Improved Manta Ray Foraging Optimization for PID Control Parameter Tuning in Artillery Stabilization Systems. 基于改进蝠鲼觅食优化的火炮稳定系统PID控制参数整定。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-26 DOI: 10.3390/biomimetics10050266
Xiuye Wang, Xiang Li, Qinqin Sun, Chenjun Xia, Ye-Hwa Chen
{"title":"Improved Manta Ray Foraging Optimization for PID Control Parameter Tuning in Artillery Stabilization Systems.","authors":"Xiuye Wang, Xiang Li, Qinqin Sun, Chenjun Xia, Ye-Hwa Chen","doi":"10.3390/biomimetics10050266","DOIUrl":"10.3390/biomimetics10050266","url":null,"abstract":"<p><p>In this paper, an Improved Manta Ray Foraging Optimization (IMRFO) algorithm is proposed to address the challenge of parameter tuning in traditional PID controllers for artillery stabilization systems. The proposed algorithm introduces chaotic mapping to optimize the initial population, enhancing the global search capability; additionally, a sigmoid function and Lévy flight-based dynamic adjustment strategy regulate the selection factor and step size, improving both convergence speed and optimization accuracy. Comparative experiments using five benchmark test functions demonstrate that the IMRFO algorithm outperforms five commonly used heuristic algorithms in four cases. The proposed algorithm is validated through co-simulation and physical platform experiments. Experimental results show that the proposed approach significantly improves control accuracy and response speed, offering an effective solution for optimizing complex nonlinear control systems. By introducing heuristic optimization algorithms for self-tuning artillery stabilization system parameters, this work provides a new approach to enhancing the intelligence and adaptability of modern artillery control.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12108941/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148988","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
Correction: Almutary et al. Development of 3D-Bioprinted Colitis-Mimicking Model to Assess Epithelial Barrier Function Using Albumin Nano-Encapsulated Anti-Inflammatory Drugs. Biomimetics 2023, 8, 41. 更正:Almutary等人。开发生物3d打印模拟结肠炎模型,用白蛋白纳米包封抗炎药物评估上皮屏障功能。中国生物工程学报,2016,31(1):481 - 481。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-25 DOI: 10.3390/biomimetics10050265
Abdulmajeed G Almutary, Abdullah M Alnuqaydan, Saleh A Almatroodi, Hamid A Bakshi, Dinesh Kumar Chellappan, Murtaza M Tambuwala
{"title":"Correction: Almutary et al. Development of 3D-Bioprinted Colitis-Mimicking Model to Assess Epithelial Barrier Function Using Albumin Nano-Encapsulated Anti-Inflammatory Drugs. <i>Biomimetics</i> 2023, <i>8</i>, 41.","authors":"Abdulmajeed G Almutary, Abdullah M Alnuqaydan, Saleh A Almatroodi, Hamid A Bakshi, Dinesh Kumar Chellappan, Murtaza M Tambuwala","doi":"10.3390/biomimetics10050265","DOIUrl":"10.3390/biomimetics10050265","url":null,"abstract":"<p><p>In the original publication [...].</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12109535/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148858","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
PDCG-Enhanced CNN for Pattern Recognition in Time Series Data. pdcg增强CNN用于时间序列数据的模式识别。
IF 3.4 3区 医学
Biomimetics Pub Date : 2025-04-24 DOI: 10.3390/biomimetics10050263
Feng Xie, Ming Xie, Cheng Wang, Dongwei Li, Xuan Zhang
{"title":"PDCG-Enhanced CNN for Pattern Recognition in Time Series Data.","authors":"Feng Xie, Ming Xie, Cheng Wang, Dongwei Li, Xuan Zhang","doi":"10.3390/biomimetics10050263","DOIUrl":"10.3390/biomimetics10050263","url":null,"abstract":"<p><p>This study compares the effectiveness of three methods-Fréchet Distance, Dynamic Time Warping (DTW), and Convolutional Neural Networks (CNNs)-in detecting similarities and pattern recognition in time series. It proposes a Pattern-Driven Case Generator (PDCG) framework to automate the creation of labeled time series data for training CNN models, addressing the challenge of manual dataset curation. By injecting controlled noise and interpolating diverse shapes (e.g., W/M/nAn/vVv), a PDCG synthesizes realistic training data that enhances model robustness. Experimental results demonstrate that the CNN model, trained with 10,000 PDCG-generated cases, achieves 86-98% accuracy in pattern recognition, outperforming traditional methods (Fréchet and DTW) for complex, misaligned, and variable-length sequences. The PDCG-enhanced CNN's scalability and adaptability improve with larger datasets, validating the PDCG's efficacy in bridging simulation and real-world applications.</p>","PeriodicalId":8907,"journal":{"name":"Biomimetics","volume":"10 5","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12109212/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144149129","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
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