{"title":"Effects of Olympic Weightlifting and Weightlifting-Derivative Training on Vertical Jump Performance in Recreationally Trained Individuals: A Systematic Review and Network Meta-Analysis.","authors":"Bin Zhang","doi":"10.1155/abb/6006181","DOIUrl":"10.1155/abb/6006181","url":null,"abstract":"<p><strong>Background: </strong>Olympic weightlifting (OW) and weightlifting-derivative training are widely used to improve explosive performance. However, the relative effectiveness of OW-related training compared with other commonly used training interventions remains unclear. Therefore, this study used a systematic review and network meta-analysis to compare and rank competing training interventions for vertical jump performance in recreationally trained individuals.</p><p><strong>Methods: </strong>PubMed, Web of Science Core Collection, and Scopus were searched from inception to February 3, 2026. Randomized controlled trials (RCTs) involving recreationally trained adults were included. Eight studies involving 233 participants (221 males and 12 females) with intervention durations ranging from 6 to 10 weeks were eligible. Primary outcomes included countermovement jump height (CMJ-H), CMJ power (CMJ-P), squat jump height (SJ-H), and SJ power (SJ-P). A fixed-effect network meta-analysis was conducted to compare these outcomes.</p><p><strong>Results: </strong>Eight RCTs involving 233 participants were included, and six studies (188 males) were eligible for network meta-analysis. OW-related training significantly improved CMJ height compared with control, plyometric training (PLYO), and traditional resistance training (RT) (mean difference [MD] = 2.21-2.54 cm). Similarly, OW-related training significantly improved SJ height compared with control, PLYO, and RT (MD = 2.83-4.48 cm). For CMJ-P, OW-related training was superior to RT (MD = 3.22 W·kg<sup>-1</sup>, 95% confidence interval [CI]: 0.89-5.56). For SJ-P, combined training (COMB) was superior to control (MD = 7.26 W·kg<sup>-1</sup>, 95% CI: 2.08-12.43). OW-related training achieved the highest surface under the cumulative ranking curve (SUCRA) values for CMJ height (82.4%) and SJ height (90.2%).</p><p><strong>Conclusions: </strong>OW-related training appears to be an effective strategy for improving vertical jump performance in recreationally trained individuals, particularly for CMJ height and SJ height. Based on the available evidence network, OW-related training demonstrated relatively consistent positive effects across jump-height outcomes and may be considered a viable training option for enhancing lower-limb explosive performance.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"6006181"},"PeriodicalIF":1.7,"publicationDate":"2026-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13675844/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149215025","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Janet López-Romero, Alexandro López-González, Juan C Tejada
{"title":"A Soft Robotics-Based Approach to Elbow Rehabilitation: Design, Development, and Validation.","authors":"Janet López-Romero, Alexandro López-González, Juan C Tejada","doi":"10.1155/abb/6212800","DOIUrl":"10.1155/abb/6212800","url":null,"abstract":"<p><p>This paper presents the design, development, and validation of an innovative soft robotics-based elbow rehabilitation device. Unlike conventional rigid passive rehabilitators, the proposed system prioritizes safety in human-robot interaction while introducing a novel approach to enhancing elbow mobility. Functional tests were systematically conducted on pouch motors to assess their suitability for integration into the rehabilitator. The device achieved an elbow range of motion of 0°-90° and generated an optimal force of ~98 N at 2 bar of pressure. The experimental results revealed a distinct nonlinear performance behavior, which was thoroughly analyzed to refine system operation and modeling. The study establishes a comprehensive framework encompassing actuator manufacturing, experimental testing, dynamic system identification, and open-loop control validation. Collectively, these stages culminate in the validation of the proposed dynamic model. Overall, this work represents a meaningful advancement in rehabilitation technology, providing a safer and more adaptable alternative for elbow rehabilitation, with strong potential for application across diverse healthcare settings.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"6212800"},"PeriodicalIF":1.7,"publicationDate":"2026-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13675945/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149214992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Differences in Lower-Limb Kinematic-Electromyographic Coupling Patterns During Volleyball Spike Take-Off Between Outside Hitters and Middle Blockers.","authors":"Chen Chen, Jian Yu, Yang Wang, Cheng Chen, Youn-Poong Oh, Shuangrui Liu, Zhenhao Lin, Yuwen ShangGuan","doi":"10.1155/abb/2870235","DOIUrl":"https://doi.org/10.1155/abb/2870235","url":null,"abstract":"<p><strong>Background: </strong>This study compared lower-limb kinematics and electromyographic characteristics between outside hitters (OH) and middle blockers (MB) during volleyball spike take-off, aiming to delineate position-specific joint-angle profiles and relative muscle activation contributions.</p><p><strong>Methods: </strong>Twelve national first-class male volleyball athletes were recruited (OH, <i>n</i> = 6; MB, <i>n</i> = 6), and three-dimensional kinematics (240 Hz) and surface electromyography (EMG; 2000 Hz) were synchronously collected. The analysis window was defined from right-foot contact in the final approach step to bilateral toe-off (T1-T4), with the braking phase set as T1-T3 and the propulsion phase as T3-T4; T3 was treated as the transition boundary between the two phases rather than as an independent phase. All participants were right-handed hitters; therefore, the right side was defined as the dominant hitting side and the left side as the non-dominant/non-hitting side. Sagittal-plane hip, knee, and ankle joint angles and phase-specific relative iEMG contribution percentages of seven muscles were calculated and compared between groups.</p><p><strong>Results: </strong>OH exhibited a smaller right/dominant hitting-side hip angle than MB at T1, indicating a more flexed sagittal-plane hip posture (<i>p</i> < 0.01), and a smaller left/non-dominant hitting-side hip angle during T2-T3 (<i>p</i> < 0.05). The right/dominant hitting-side knee angle was consistently smaller in OH than in MB throughout T1-T3, indicating greater knee flexion (<i>p</i> < 0.01). For the ankle joint, OH showed a greater left/non-dominant hitting-side sagittal-plane ankle included angle during T1-T3 (<i>p</i> < 0.01), whereas MB showed a greater right/dominant hitting-side sagittal-plane ankle included angle at T2 and T3 (<i>p</i> < 0.01). During braking, OH showed a right/dominant hitting-side iEMG contribution of 68.90% and a left/non-dominant hitting-side contribution of 31.09%, whereas MB showed 65.20% and 34.79%, respectively. During propulsion, OH primarily relied on the left/non-dominant hitting side (59.40% vs. 40.60%), whereas MB demonstrated a more balanced bilateral activation pattern (49.63% vs. 50.37%).</p><p><strong>Conclusion: </strong>OH and MB exhibited distinct lower-limb kinematic-EMG coupling patterns during spike take-off. OH showed greater sagittal-plane hip and knee flexion in the early take-off phase and a force-production shift from right/dominant hitting-side braking to left/non-dominant hitting-side propulsion, whereas MB demonstrated relatively larger joint angles and a more balanced bilateral activation pattern. These findings support position-specific take-off technique training and neuromuscular control strategies.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"2870235"},"PeriodicalIF":1.7,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13628560/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149102939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Finite Element Analysis of a PTFE Felt Interposition Pad for Relieving Vascular Compression of the Trigeminal Nerve.","authors":"Fang Wang, Zhong Yang, Yan Lv, Dan Jing, Min He","doi":"10.1155/abb/1115811","DOIUrl":"10.1155/abb/1115811","url":null,"abstract":"<p><p>Vascular compression of the trigeminal nerve is considered a major pathological factor in trigeminal neuralgia, a debilitating facial pain disorder. This study presents a contact mechanics analysis of the interaction between the blood vessels, particularly the superior cerebellar artery, and the trigeminal nerve. Using finite element method (FEM), the mechanical stresses acting on the nerve at the root entry zone, a common site of neurovascular compression, were investigated. The results indicate that vascular contact generates significant local compressive stress on the trigeminal nerve. Further FEM analysis predicts that polytetrafluoroethylene (PTFE) felt interposition substantially reduces contact compressive stress. Under the material properties and loading conditions adopted in the present model, the compressive stress acting on the trigeminal nerve was reduced by ~95%. Sensitivity analyses demonstrated that the qualitative conclusion of substantial stress reduction remained unchanged over a plausible range of nerve elastic moduli and contact friction coefficients. The proposed model provides a biomechanical framework for understanding neurovascular compression and the mechanical effects of PTFE felt interposition. In addition, the model may serve as a useful tool for evaluating the influence of interposition material properties and optimizing decompression strategies in microvascular decompression (MVD) surgery.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"1115811"},"PeriodicalIF":1.7,"publicationDate":"2026-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13602812/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149036157","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gang Ma, Chuanbao Cao, Xu Wang, Hai Bo, Peng Peng, Kaili Shao
{"title":"Cadence Control Training Alters Patellofemoral Joint Mechanics and Lower-Limb Joint Work Distribution in Runners.","authors":"Gang Ma, Chuanbao Cao, Xu Wang, Hai Bo, Peng Peng, Kaili Shao","doi":"10.1155/abb/5515480","DOIUrl":"10.1155/abb/5515480","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to examine the effects of a 12-week cadence control training program on patellofemoral joint mechanics and lower-limb joint work distribution in runners, thereby providing a theoretical basis for optimizing running strategies and reducing running-related injury (RRI) risk.</p><p><strong>Methods: </strong>A total of 44 recreational runners were randomly assigned to a control (<i>n</i> = 22) and an experimental group (EG; <i>n</i> = 22). The former performed conventional running training, while the latter underwent cadence control training for 12 weeks. Three-dimensional (3D) kinematic and kinetic data were collected before and after the intervention using the Simi Motion capture system and Kistler force platforms, respectively. Patellofemoral joint mechanical parameters and joint work contribution ratios were subsequently calculated.</p><p><strong>Results: </strong>Posttraining, the EG exhibited a significant increase in cadence and positive ankle joint work contribution and a significant reduction in patellofemoral joint stress (PFJS), compared with pretraining values.</p><p><strong>Conclusions: </strong>Twelve weeks of cadence control training significantly modified the patellofemoral joint mechanics and joint work distribution in runners. An increased cadence reduced patellofemoral joint loading and induced a distal shift in the relative contribution of lower-limb joint work from proximal to distal segments, which may represent a biomechanical mechanism underlying the alleviation of knee joint load. Therefore, cadence-increasing running strategies are recommended, particularly for runners experiencing patellofemoral pain (PFP), to mitigate the risk of knee joint injury.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"5515480"},"PeriodicalIF":1.7,"publicationDate":"2026-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13530404/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148872682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Bioinspired Hybrid of Electrolysis and Fluidic Reaction (HEFR) Soft Actuator, Mimicking Natural Muscle Filament Motion With Electricity Generation Capability.","authors":"Ramin Zakeri, Marjan Zahirinejad","doi":"10.1155/abb/6656808","DOIUrl":"10.1155/abb/6656808","url":null,"abstract":"<p><p>This study employs the hybrid of electrolysis and fluidic reaction (HEFR) technique to investigate an experimental soft actuator model designed as an artificial myosin. Energy is generated through chemical reactions involving acetic acid (CH<sub>3</sub>COOH), bicarbonate (NaHCO<sub>3</sub>), and water (H<sub>2</sub>O), combined with chemical electrolysis, which powers the soft actuator to produce muscle-like movements. Conversely, when the actuator relaxes under external stimuli, it can generate an electric current. The performance of the artificial myosin was assessed through three test cases. In the first case, the actuator, designed as a simple expanding mechanism, unfolded under pressurized fluid, demonstrating its ability to push weights ranging from 0 to 500 g in approximately 1 s. Additionally, in relaxation mode, the actuator produced electricity (~0.5 mW). The second test case examined the reciprocating motion of two opposing artificial myosins. Using the asymmetric principle of folding lines for each myosin and an edged actin on one side, this configuration achieved a 15 mm contraction per cycle within 2 s while also generating electricity during relaxation. In the third case, multiple artificial muscles were incorporated, combined with the asymmetric principle and variations in actuator stiffness, enabling contractile movements and curved rotations that mimic natural myosin function. This research demonstrates that integrating chemical reactions, electrolysis, and multiple soft actuators while applying the asymmetric principle can replicate myosin contraction similar to natural muscle while also enabling energy harvesting. The proposed approach holds significant potential for further development and optimization across various applications.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"6656808"},"PeriodicalIF":1.7,"publicationDate":"2026-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13337545/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148403230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Parametric Modeling of Cochlear Electrode Arrays Using Design of Experiments and Finite Element Analysis (FEA).","authors":"Abdulaziz S Alaboodi, Jamal Alsamri","doi":"10.1155/abb/6620284","DOIUrl":"10.1155/abb/6620284","url":null,"abstract":"<p><p>Cochlear implant (CI) electrode arrays must navigate the delicate, spiraling microanatomy of the human cochlea. Optimizing their intrinsic mechanical properties is crucial for ensuring smooth surgical insertion and preventing extracochlear buckling. This study presents a parametric, bench-type biomechanical evaluation of tapered cochlear electrode arrays, combining three-dimensional (3D) finite element analysis (FEA) with a design of experiments (DOE) methodology. The array was modeled as a heterogeneous composite, comprising platinum-iridium (Pt-Ir) conductors embedded in a polydimethylsiloxane (PDMS) (silicone) matrix and evaluated as a free-space cantilever under simulated surgical deflection conditions of up to 30°. This approach isolates the intrinsic bending stiffness and longitudinal column strength independent of complex tribological friction. A 15-run factorial design varying apical radius, basal radius, and array length was utilized to quantify their interactive effects on tip deflection and reaction force. The FEA results demonstrated that across the parametric sweeps, maximum tip deflection ranged from 6.16 to 8.27 mm, while the reaction force varied between 1.096 and 4.66 mN. Peak Von Mises stress localized at the fixed basal end at 205.86 MPa, operating safely within the elastic limit of the composite's alloy. Analysis of variance (ANOVA) revealed that array length is the dominant driver of tip deflection, whereas the basal radius governs reaction force due to its fourth-power scaling of the area moment of inertia. Predictive regression models achieved adjusted <i>R</i>-squared values approaching unity; as the experimental runs are derived from deterministic FEA simulations rather than stochastic physical trials, this near-perfect fit reflects exact mathematical mapping of the response surface rather than real-world physical variance. To validate this deterministic numerical framework, the outputs were successfully correlated against previously published experimental data using optical fibers as structural proxies under precision force measurement. Ultimately, these findings provide an efficient, predictive parametric design framework for benchmarking and comparing tapered electrode array geometries, utilizing flexural rigidity and reaction forces as fundamental proxies for safe surgical handling and structural trackability.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"6620284"},"PeriodicalIF":1.7,"publicationDate":"2026-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13285585/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148306656","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sanling Fu, Zijun Chen, Tianhua Chen, Yafei Wang, Fu Zhang
{"title":"Mathematical Model Construction of the Bionic Irregular Surface of Turtle Shell.","authors":"Sanling Fu, Zijun Chen, Tianhua Chen, Yafei Wang, Fu Zhang","doi":"10.1155/abb/5546243","DOIUrl":"10.1155/abb/5546243","url":null,"abstract":"<p><p>The irregular surface morphology of the turtle shell can be applied to the design of the floating plate of a rice transplanter to mitigate the serious problems of mud and water resistance. An adult Brazilian turtle was selected as the research object in this study. A 7-axis absolute arm measuring machine and Geomagic Studio software were used to acquire and process point cloud data of the turtle's plastron. Based on the structural characteristics of the turtle shell, four curved surfaces with dense point cloud distributions were segmented, filtered using CATIA software, and exported as three-dimensional coordinate data. MATLAB was used to perform polynomial fitting of the three-dimensional point cloud data. The fitting equations for the four surfaces, as well as the sum of squared errors (SSEs), root mean square error (RMSE), and coefficient of determination (<i>R</i> <sup>2</sup>), were obtained. The results showed that the maximum relative errors between the fitted and actual values for the front, rear, and side models were 8.96%, 9.36%, and 5.86%, respectively. The corresponding mean relative errors were 4.58%, 4.67%, and 2.98%, respectively. These mean relative errors fall within the ±5% tolerance permitted in engineering design, thereby verifying the validity of the models and enabling the transformation of the turtle plastron surface from a biological form into a mathematical model. This study provides a theoretical foundation for the bionic application of the turtle plastron surface morphology and offers a reference for the bionic design of floating plates for rice transplanters.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"5546243"},"PeriodicalIF":1.7,"publicationDate":"2026-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13169166/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147940063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Finite Element Analysis on the Effect of Activation Time on Cervical Spine Biomechanical Response During Pilot Ejection.","authors":"Jiongxiang Zhao, Zanni Zhang, Zsolt Radak, Xuanzhen Cen, Ee-Chon Teo, Minjun Liang, Yaodong Gu","doi":"10.1155/abb/7484728","DOIUrl":"10.1155/abb/7484728","url":null,"abstract":"<p><p>This study uses finite element analysis (FEA) to investigate different muscle activation times on the cervical spine biomechanical responses in pilot ejection. A validated C0-T1 cervical spine model, incorporating vertebrae, intervertebral discs, ligaments, and 13 major active muscles, was subjected to simulated ejection conditions of 10G vertical acceleration over 150 ms. Activation times ranging from 26 to 92 ms were analyzed to evaluate their impact on vertebral rotation, disc stress, and injury risk. Results demonstrated that shorter activation times (26-46 ms) reduced excessive flexion at C3-C4 and C4-C5; these earlier muscle engagements enhance spinal stability. Conversely, longer delays (76-92 ms) increased rotational angles at C5-C7, exacerbating hyperflexion-related injury risks. An optimal activation time of approximately 46 ms minimized flexion without inducing compensatory hyperextension, balancing load distribution across cervical segments. These findings emphasize the critical role of neuromuscular response timing in mitigating cervical spine injuries during high-G ejection. The study provides insights for optimizing pilot safety through tailored muscle activation strategies, sophisticated artificial intelligence (AI) protective equipment design, and training protocols.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"7484728"},"PeriodicalIF":1.7,"publicationDate":"2026-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13131905/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147809823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bahareh Ahkami, Kirstin Ahmed, Morten B Kristoffersen, Max Ortiz-Catalan, Andrea Tigrini
{"title":"Locomotion Decoding (<i>LocoD</i>): An Open-Source and Modular Platform for Researching Control Algorithms for Lower Limb Assistive Devices.","authors":"Bahareh Ahkami, Kirstin Ahmed, Morten B Kristoffersen, Max Ortiz-Catalan, Andrea Tigrini","doi":"10.1155/abb/3160186","DOIUrl":"10.1155/abb/3160186","url":null,"abstract":"<p><strong>Background and objective: </strong>Commercially available motorized prosthetic legs use exclusively nonbiological signals to control movements, such as those provided by load cells, pressure sensors, and inertial measurement units (IMUs). Although the use of biological signals of neuromuscular origin can provide more natural control of leg prostheses, these signals cannot yet be captured and decoded reliably enough to be used in daily life. Indeed, decoding motor intention from bioelectric signals obtained from the residual limb holds great potential, and therefore, the study of decoding algorithms has increased in the past years, with standardized methods lacking.</p><p><strong>Methods: </strong>In the absence of shared tools to record and process lower limb bioelectric signals, such as electromyography (EMG), we developed an open-source software platform to unify the recording and processing (preprocessing, feature extraction, and classification) of EMG and nonbiological signals amongst researchers with the goal of investigating and benchmarking control algorithms. We validated our locomotion decoding (LocoD) software by comparing the accuracy in the classification of locomotion mode using three different combinations of sensors (1 = IMU + pressure sensor + EMG, 2 = EMG, 3 = IMU + pressure sensor). EMG and nonbiological signals (from the IMU and pressure sensor) were recorded while able-bodied participants (<i>n</i> = 21) walked on different surfaces, such as stairs and ramps, and this data set is also released publicly along with this publication. <i>LocoD</i> was used for all recording, preprocessing, feature extraction, and classification of the recorded signals. We tested the statistical hypothesis that there was a difference in predicted locomotion mode accuracy between sensor combinations using the Wilcoxon signed-rank test.</p><p><strong>Results: </strong>We found that the sensor combination 1 (IMU + pressure sensor + EMG) led to significantly more accurate and improved locomotion mode prediction (Accuracy = 93.4 ± 3.9) than using EMG (Accuracy = 74.56 ± 5.8) or IMU + pressure sensor alone (Accuracy = 90.77 ± 4.6) with <i>p</i>-value <0.001.</p><p><strong>Conclusions: </strong>In this study, we introduced and validated the functionality of <i>LocoD</i> as an open-source and modular platform to research control algorithms for prosthetic legs that incorporate bioelectric signals.</p>","PeriodicalId":8029,"journal":{"name":"Applied Bionics and Biomechanics","volume":"2026 ","pages":"3160186"},"PeriodicalIF":1.7,"publicationDate":"2026-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12766071/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}