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Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology最新文献

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The concurrent validity and reliability of the My Jump Lab smartphone app for the real-time measurement of vertical jump performance 用于实时测量垂直跳跃成绩的 "我的跳跃实验室 "智能手机应用程序的并发有效性和可靠性
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-04-12 DOI: 10.1177/17543371241246439
Deniz Şentürk, Oğuzhan Yüksel, Zeki Akyildiz
The present study had two main objectives: (i) to assess the concurrent validity and agreement of real-time measurement of counter-movement jump (CMJ) height using the My Jump Lab (MJL) mobile application in comparison to a force plate and (ii) to evaluate the intra-session reliability and agreement of the force plate and the MJL application. This cross-sectional investigation involved 36 recreationally active, healthy men (mean age = 22.2 ± 2.9 years) who performed five CMJ repetitions on the force plate with a 2-min rest period. Their jump heights were concurrently recorded using both the force plate and the MJL application. The high validity between the two methods intraclass correlation coefficient >0.984) was observed for all cases. There was a nearly perfect correlation ( r = 0.968, p = 0.001, in all cases) between the force plate and MJL application, with very good agreement and a mean difference of 1.016 cm (95% confidence interval: −1.229 to −0.803 cm). High intra-session reliability was observed in the force platform (SEM, 0.42 cm; CV, 1.21%; MDC, 1.5; SWC, 1.12), and MJL (SEM, 0.43 cm; CV, 1.23%; MDC, 1.20; SWC, 1.17). The results demonstrate that the MJL application is a valid and reliable tool for measuring jump performance in real-time and assessing CMJ height.
本研究有两个主要目标:(i) 评估使用 "我的跳跃实验室"(MJL)移动应用程序实时测量逆向移动跳跃(CMJ)高度与测力板测量的并发有效性和一致性;(ii) 评估测力板和 MJL 应用程序的会内可靠性和一致性。这项横断面调查涉及 36 名参加娱乐活动的健康男性(平均年龄 = 22.2 ± 2.9 岁),他们在测力板上重复进行了五次 CMJ,休息时间为 2 分钟。同时使用测力板和 MJL 应用程序记录他们的跳跃高度。在所有情况下,两种方法的类内相关系数均为 0.984,具有很高的有效性。测力板和 MJL 应用之间几乎完全相关(r = 0.968,p = 0.001,在所有情况下),一致性非常好,平均差异为 1.016 厘米(95% 置信区间:-1.229 至 -0.803 厘米)。在测力平台(SEM,0.42 厘米;CV,1.21%;MDC,1.5;SWC,1.12)和 MJL(SEM,0.43 厘米;CV,1.23%;MDC,1.20;SWC,1.17)中观察到了较高的时段内可靠性。结果表明,MJL 应用程序是实时测量跳跃成绩和评估 CMJ 高度的有效而可靠的工具。
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引用次数: 0
Reliability and validity of the new portable Nordic hamstring test device (IVMES H-Bord) 新型便携式北欧腿筋测试装置(IVMES H-Bord)的可靠性和有效性
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-04-09 DOI: 10.1177/17543371241239725
Cengiz Akarçeşme, Elif Cengizel, Sümer Alvurdu, Emre Bağcı, Emre Altundağ, Çağdaş Özgür Cengizel, Ömer Şenel
The aim of this study is to determine the reliability and validity of the IVMES H-Bord eccentric hamstring strength measurement device. Thirty-eight healthy male athletes (age: 20.9 ± 2.11 years, height: 1.79 ± 0.03 m, body weight: 76.6 kg, body mass index: 22.6 ± 0.69 kg/m2) participated in this study. Each test protocol was applied in eccentric mode and isometric mode respectively. Between-session test-retest reliability of the IVMES H-Bord was analyzed for the intraclass correlation coefficient (ICC) with 95% coefficient intervals (CI). Validity of the IVMES H-Bord was examined for eccentric mode (NHTecc), and isometric mode (NHTiso) using Pearson’s correlation coefficient with 95% CI and limits of agreement. Bland-Altman plots were also created to provide a representation of the agreement between two test devices. Strong correlations, good ICC values and acceptable typical errors of the estimate were observed between the NHT and isokinetic strength testing (IST) during both limbs with no proportional bias for validity analysis. In conclusion, the “IVMES H-Bord” is a reliable and valid measurement device for eccentric hamstring muscle strength and it provides important advantages for medical staff, fitness coaches and practitioners because it is portable, low cost, and field-based assessment.
本研究旨在确定 IVMES H-Bord 偏心腘绳肌力量测量装置的可靠性和有效性。38 名健康男性运动员(年龄:20.9 ± 2.11 岁,身高:1.79 ± 0.03 米,体重:76.6 公斤,体重指数:22.6 ± 0.69 公斤/平方米)参加了此次研究:22.6 ± 0.69 kg/m2)参加了此次研究。每个测试方案分别采用偏心模式和等长模式。对 IVMES H-Bord 的两次测试之间的可靠性进行了类内相关系数 (ICC) 分析,并得出了 95% 的系数区间 (CI)。使用皮尔逊相关系数(95% CI)和一致性限值检验了 IVMES H-Bord 偏心模式(NHTecc)和等长模式(NHTiso)的有效性。此外,还绘制了 "Bland-Altman "图,以显示两种测试设备之间的一致性。在进行有效性分析时,NHT 和双侧肢体等动力量测试 (IST) 之间的相关性很强,ICC 值良好,估计的典型误差可接受,且没有比例偏差。总之,"IVMES H-Bord "是一种可靠有效的偏心腘绳肌力量测量设备,由于其便携、低成本和现场评估的特点,为医务人员、健身教练和从业人员提供了重要的优势。
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引用次数: 0
Meta-analysis of the effects of VAR on goals scored and home advantage in football VAR 对足球进球数和主场优势影响的元分析
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-04-09 DOI: 10.1177/17543371241242914
Mike Rogerson, Daniel Knight, Reinhold Scherer, Ben Jones, Chris McManus, Sally Waterworth, Kelly Murray, Ed Hope
Video assistant referee (VAR) has been introduced to elite football (soccer) to avoid clear and obvious mistakes, especially for goal scoring situations. Some literature has reported on VAR’s impact on the game across particular league competitions. The current study meta-analysed data across two seasons (pre-VAR and post-VAR) from 20 competitions ( n = 9076 matches; men’s domestic leagues and both men’s and women’s international tournaments) to examine the overall impact that VAR initially had on number of goals scored, and the extent of inter-competition heterogeneity. A secondary aim was to determine any VAR-associated reduction in home advantage for goals scored, mean result direction and match closeness. Findings demonstrated that there were no overall statistically significant nor meaningful differences between pre and post-VAR seasons/competitions for total number of goals scored per match. Similarly, there were no VAR-associated reductions in home advantage in terms of goals scored, mean result direction and closeness of match outcome. There was moderate heterogeneity for some comparisons, and VAR lessened inter-competition variance for number of goals scored and match score closeness. Implications of findings are discussed. As the largest VAR-focused study and the first to use meta-analytic approach, the current findings are the most comprehensive and definitive to date.
视频助理裁判(VAR)已被引入精英足球比赛(足球),以避免明显和明显的错误,尤其是在进球的情况下。一些文献报道了 VAR 对特定联赛比赛的影响。本研究对来自 20 项赛事(n = 9076 场比赛;男子国内联赛以及男子和女子国际赛事)的两个赛季(VAR 前和 VAR 后)的数据进行了元分析,以研究 VAR 最初对进球数的总体影响,以及比赛间异质性的程度。另一个目的是确定 VAR 是否会减少主场优势的进球数、平均结果方向和比赛接近程度。研究结果表明,在每场比赛的总进球数方面,VAR 前和 VAR 后的赛季/比赛在总体统计上没有显著差异,也没有意义。同样,就进球数、平均结果走向和比赛结果的接近程度而言,主场优势也没有因 VAR 而减少。在一些比较中存在中等程度的异质性,而在进球数和比赛比分接近度方面,VAR 减少了比赛间的差异。本文讨论了研究结果的意义。作为规模最大的以 VAR 为重点的研究以及首个使用元分析方法的研究,目前的研究结果是迄今为止最全面、最权威的。
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引用次数: 0
The influence of seam orientation on the lift and drag of a rotating baseball in flight 接缝方向对飞行中旋转棒球的升力和阻力的影响
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-04-06 DOI: 10.1177/17543371241241846
Joseph Seydel
The effect of seam orientation relative to the spin axis on the forces of a rotating baseball has been studied, and debated, for as long as baseball has existed. Early debates centered on whether a spinning baseball could even curve and eventually changed to whether the orientation of seams had any impact on the forces acting on the ball during flight. This study uses Computational Fluid Dynamics to show that the seam orientation can have a significant influence on the lift force experienced by a baseball in flight, but that influence diminishes as the rate of spin approaches the natural shedding frequency of a sphere of the same size. Oscillations in the wake caused by the passing of seams across the upper and lower surface eventually give way to larger scale instabilities and the impact of seam orientation on the forces acting on the ball is significantly reduced.
自棒球诞生以来,人们一直在研究和争论接缝方向相对于旋转轴对旋转棒球受力的影响。早期的争论主要集中在旋转棒球是否能形成曲线,最终转变为接缝方向是否对球在飞行过程中的受力有影响。这项研究利用计算流体动力学表明,接缝方向对棒球飞行时的升力有很大影响,但当旋转速度接近相同大小球体的自然脱落频率时,这种影响就会减弱。接缝穿过上下表面引起的尾流振荡最终会导致更大规模的不稳定性,接缝方向对作用在球上的力的影响也会显著减小。
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引用次数: 0
Improving diet through a recommendation system using physical activity data and healthy diet indexes of female futsal players 利用女子五人制足球运动员的体育活动数据和健康饮食指数,通过推荐系统改善饮食结构
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-04-06 DOI: 10.1177/17543371241241847
Iñigo Orue-Saiz, Markel Rico-González, José Pino-Ortega, Amaia Méndez-Zorrilla
Sports data analysis can revolutionize how coaches and athletes train, leading to enhanced skills and improved team outcomes by providing valuable insights into performance metrics, enabling personalized training programs, and fostering a data-driven approach to decision-making. Sports data analysis has evolved in tandem with the increasing availability of data and the widespread adoption of data-driven practices in sports. Futsal stands out as one of the most challenging team sports to analyze, particularly in the case of female futsal, which has received limited research attention. The high-paced nature of the game, the smaller playing area, and the emphasis on close ball control necessitate a specialized approach to data collection and analysis. This situation presents a significant opportunity for in-depth exploration. By recognizing a gap in utilizing nutrition and physical activity data for female futsal players, researchers embarked on the journey to design and develop a recommendation system based on diet and training data. The study enlisted 14 talented female futsal players, and data was collected using an advanced LPS (Local Positioning System) device. Despite having limited player information, researchers successfully addressed the well-known “cold start” challenge. They created a content-based filtering recommendation system that accurately predicts the caloric expenditure of futsal players, achieving an impressive determination coefficient of 0.94. This innovative system has the potential to revolutionize the training methods of female futsal players, paving the way for advancements in sports data analysis and opportunities to enhance the visibility of women’s futsal on a broader stage.
体育数据分析可以彻底改变教练员和运动员的训练方式,通过提供对成绩指标的宝贵见解、实现个性化训练计划以及促进以数据为导向的决策方法,提高技能并改善团队成果。随着数据可用性的不断提高以及数据驱动实践在体育运动中的广泛采用,体育数据分析也在同步发展。五人制足球是最难分析的团队运动之一,尤其是对研究关注有限的女子五人制足球。由于五人制足球比赛节奏快、比赛场地小、强调近距离控球,因此必须采用专门的方法进行数据收集和分析。这种情况为深入探索提供了重要机会。研究人员认识到在利用五人制足球女运动员的营养和体育锻炼数据方面存在差距,因此开始设计和开发基于饮食和训练数据的推荐系统。这项研究征集了 14 名优秀的女子五人制足球运动员,并使用先进的 LPS(本地定位系统)设备收集数据。尽管球员信息有限,研究人员还是成功解决了众所周知的 "冷启动 "难题。他们创建了一个基于内容的过滤推荐系统,该系统能准确预测五人制足球运动员的热量消耗,确定系数高达 0.94,令人印象深刻。这一创新系统有可能彻底改变女子五人制足球运动员的训练方法,为体育数据分析的进步和提高女子五人制足球在更广阔舞台上的知名度铺平道路。
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引用次数: 0
A laboratory method to measure deformation of baseball infield soil surfaces using cleated footwear 使用夹板鞋测量棒球内场土壤表面变形的实验室方法
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-03-28 DOI: 10.1177/17543371241237588
Evan Christopher Mascitti, Andrew Scott McNitt
Baseball and softball are played primarily on the infield skin. An ideal infield surface allows players’ cleats to penetrate the soil and provide adequate traction yet impart minimal surface disruption. This ideal state has been termed the “cleat-in/cleat-out effect.” As an infield soil dries, it transitions from the cleat-in/cleat-out state to a brittle condition in which the soil readily fractures into chips or clods. . Surface irregularities formed in the brittle condition may deflect batted balls and induce a fielding error or injury. The objective of this research was to develop a laboratory test for identifying the critical water content [Formula: see text] corresponding to the cleat-in/cleat-out behavioral threshold for any soil. A pneumatically driven apparatus was fabricated to emulate an athlete’s footstrike by applying normal, shearing, and torsional stresses using baseball cleats removed from a commercially available shoe. The test produced several cleat indentations on a cylindrical soil sample. A 3D scanning technique quantified surface disruption via Dirichlet Normal Energy. Volumetric water content was measured using a combination of 3D scanning and gravimetric methods. A given soil sample was tested at several water contents. [Formula: see text] was determined by plotting Dirichlet Normal Energy against θ and fitting a curve to solve for the local minimum. The method successfully detected differences in [Formula: see text] between infield soils containing identical clay mineralogy but differing sand content (60% and 75%; p < 0.001). Reasonable correspondence was achieved across test replicates, with a coefficient of variation of 8.5%. It is envisaged that the method will find utility in future investigations of infield mix design.
棒球和垒球主要在内野表层进行。理想的内场表面可以让球员的球鞋穿透土壤,提供足够的牵引力,同时将表面破坏降到最低。这种理想状态被称为 "球鞋穿进/穿出效应"。随着内场土壤的干燥,它会从 "鞋垫进/鞋垫出 "状态转变为脆性状态,在这种状态下,土壤很容易断裂成碎屑或泥块。在脆性状态下形成的表面不规则可能会使击球发生偏转,从而导致击球失误或受伤。本研究的目的是开发一种实验室测试方法,用于确定与任何土壤的裂入/裂出行为阈值相对应的临界含水量[公式:见正文]。我们制作了一个气动装置,通过使用从市售鞋中拆下的棒球鞋垫施加法向、剪切和扭转应力来模拟运动员的脚部击球。测试在圆柱形土壤样本上产生了多个鞋垫压痕。三维扫描技术通过 Dirichlet 法向能量对表面破坏进行量化。体积含水量的测量结合使用了三维扫描和重量测量方法。在多个含水量条件下对特定土壤样本进行测试。[公式:见正文]是通过绘制 Dirichlet Normal Energy 与 θ 的关系图并拟合曲线以求解局部最小值来确定的。该方法成功地检测出了含有相同粘土矿物性但含沙量不同(60% 和 75%;p <;0.001)的田间土壤之间[公式:见正文]的差异。各测试重复之间实现了合理的对应,变异系数为 8.5%。预计该方法将在未来的内场混合设计研究中发挥作用。
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引用次数: 0
Comparison of collision dynamics of soccer balls with energy dissipation method 用能量耗散法比较足球的碰撞动力学
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-03-26 DOI: 10.1177/17543371241237589
Asım Tunçel, Nihat Özgören, Serdar Aritan
This study aimed to understand the collision characteristics of different soccer balls by determining energy dissipation (ED) during collisions. Soccer balls from five different brands were kicked towards a framed tempered glass. The kicks were performed with the balls inflated under three inner pressure conditions. The motion of each ball was recorded using two high-speed cameras at 6000 Hz. The contact surface area (CSA), ball indentation amount (IA), reaction forces (RF) and energetic coefficient of restitution (CoR) during contact were calculated via image processing methods. A new methodological approach was developed to determine the ED during the collision (EDDC). The accuracy of the estimated RF was validated using force plate data, and the CSA values validated the calculated IA. The EDDC were then reduced to a single value to compare with the CoR values obtained using the traditional formula. Differences between CoR and EDDC were statistically tested. One-way ANOVA tests were performed separately to compare the effect of the ball brand on the IA and EDDC for each inner pressure condition. The CoR and EDDC showed no significant difference, proving that the developed method is a valid measure of ED. At 1.0 bar inner pressure, IA and EDDC showed significant differences according to the brands. EDDC, depending on the ball quality, decreased at higher inner pressure values regardless of the brand. Consequently, the present study exhibited that ball quality becomes a critical factor in collision dynamics at high inner pressure values, considering that ball inner pressure may vary between 0.6 and 1.0 bar in official soccer matches.
本研究旨在通过测定碰撞过程中的能量耗散(ED)来了解不同足球的碰撞特性。研究人员将五个不同品牌的足球踢向有边框的钢化玻璃。踢球时,足球在三种内压条件下充气。使用两台高速摄像机以 6000 Hz 的频率记录每个球的运动。通过图像处理方法计算了接触过程中的接触表面积(CSA)、球压痕量(IA)、反作用力(RF)和能量恢复系数(CoR)。还开发了一种新的方法来确定碰撞过程中的反作用力(EDDC)。使用测力板数据验证了估计 RF 的准确性,CSA 值验证了计算的 IA。然后,将 EDDC 还原为一个单一值,与使用传统公式获得的 CoR 值进行比较。对 CoR 和 EDDC 之间的差异进行了统计检验。分别进行了单因素方差分析测试,以比较球品牌对每种内压条件下 IA 和 EDDC 的影响。结果表明,CoR 和 EDDC 没有显著差异,证明所开发的方法是衡量 ED 的有效方法。在 1.0 巴内压条件下,不同品牌的 IA 和 EDDC 有显著差异。EDDC 取决于球的质量,无论品牌如何,内压值越高,EDDC 越小。因此,本研究表明,考虑到正式足球比赛中球的内压可能在 0.6 至 1.0 巴之间变化,在高内压值下,球的质量成为碰撞动力学的关键因素。
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引用次数: 0
Hydrodynamic performance of windsurfing boards with bottom modifications at high speed in calm water 风帆冲浪板底部改装后在平静水域高速运动时的水动力性能
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-03-22 DOI: 10.1177/17543371241240627
Konstantin I Matveev
Hydrodynamic performance of windsurfing boards is greatly affected by geometrical details of their bottom surfaces. In this study, computational fluid dynamics is applied to simulate flow around boards with several bottom modifications, including deadrise, rocker, step, wedge, and wing-tail profile. These simulations are conducted in steady-state, calm-water regimes at high planing speeds. It is found that at similar board trim angles and vertical positions, the largest lift is produced by setups with the bottom wedge and the wing-tail profile that enhance the downward deflection of the incident water flow. The highest lift-drag ratio is achieved by the variants with the bottom step and wedge that enable partial air ventilation of the bottom surface, which leads to reduced wetted surface and lower frictional resistance. The center of lift is located more forward on the rocker and stepped configurations, while it is positioned more rearward for the wedge and wing-tail setups. The obtained results can be used for guiding board designs aimed at maximizing the board hydrodynamic performance in calm water.
风帆冲浪板的流体动力学性能在很大程度上受到其底面几何细节的影响。在这项研究中,计算流体动力学被用于模拟帆板底部的几种改型,包括死角、摇杆、阶梯、楔形和翼尾轮廓。这些模拟是在稳定状态、平静水域和高速刨削状态下进行的。结果发现,在类似的船板修整角和垂直位置下,底部楔形和翼尾剖面的设置可产生最大的升力,从而增强入射水流的向下偏转。带有底部台阶和楔形的变体可实现最高的升阻比,这种变体可使底面部分通风,从而减少润湿面和摩擦阻力。在摇臂和阶梯结构中,升力中心位于更靠前的位置,而在楔形和翼尾结构中,升力中心则位于更靠后的位置。所获得的结果可用于指导冲浪板的设计,以最大限度地提高冲浪板在平静水域中的水动力性能。
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引用次数: 0
Evolution of sport wearable global navigation satellite systems’ receivers: A look at the Garmin Forerunner series 运动型可穿戴全球卫星导航系统接收器的演变:看看 Garmin 先行者系列
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-03-21 DOI: 10.1177/17543371241237319
Tomasz Szot
Global Navigation Satellite Systems (GNSSs) have revolutionised many areas of human life by providing location, navigation, tracking, mapping and timing capabilities. The use of this technology would not be possible without receivers designed for specific applications. One of these areas is sport. The article discusses the advancements made in wearable sport devices over the past two decades (2003–2023) and uses Garmin’s Forerunner receivers as an example. Nineteen of the most advanced models were analysed chronologically and reviewed in three sections: physical properties, internal and external sensors and other functional aspects. The lists are preceded by a description of the historical background of the technology, an explanation of the general principles of operation and the identification of ground-breaking mobile devices before the year 2003. The summary identifies the most likely changes that will affect the publicly available, wearable sports GNSS receivers in the near future.
全球导航卫星系统(GNSS)通过提供定位、导航、跟踪、制图和计时功能,彻底改变了人类生活的许多领域。如果没有为特定应用而设计的接收器,就不可能使用这种技术。体育就是其中的一个领域。文章讨论了可穿戴运动设备在过去二十年(2003-2023 年)取得的进步,并以 Garmin 的先行者接收器为例。文章按时间顺序对 19 种最先进的型号进行了分析,并分三个部分进行了评述:物理特性、内部和外部传感器以及其他功能方面。在列表之前,首先介绍了技术的历史背景,解释了一般操作原理,并确定了 2003 年之前的突破性移动设备。摘要确定了在不久的将来最有可能影响公开提供的可穿戴运动型全球导航卫星系统接收器的变化。
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引用次数: 0
Multi-sensor fusion based optimized deep convolutional neural network for boxing punch activity recognition 基于多传感器融合的优化深度卷积神经网络用于拳击活动识别
IF 1.5 4区 医学 Q4 ENGINEERING, MECHANICAL Pub Date : 2024-03-14 DOI: 10.1177/17543371241237085
Brindha Jayakumar, Nallavan Govindarajan
Recent advancements in deep learning have significantly enhanced the recognition of player activities in sports by enabling automatic feature extraction. In our proposed work, we focus on recognizing six distinct punches in the context of boxing. We incorporate the sliding window technique during the pre-processing stage to transform the time-series data obtained from Inertial Measurement Unit (IMU) sensors in a boxing punch activity recognition system. Our approach influences a sensor fusion-based Deep Convolutional Neural Network (DCNN) classification model to identify various boxing punches accurately, achieving an impressive F1 score. The system demonstrates proficiency in distinguishing similar activities, such as jab and hook punches where the existing systems made misclassifications due to subtle variations in arm flexion that differentiate the two. Through experimentation, we identify an optimal window size for boxing punch activity recognition, which falls within the range of 15–20 frames (equivalent to 0.15–0.25 s). This window size selection results in a notable reduction in inference time. To evaluate our proposed model, we conduct comparisons with a standard DCNN and an optimized DCNN model. Our proposed optimized DCNN model demonstrates enhanced recognition accuracy, achieving an impressive 99%, coupled with an improved F1 score of 87%. Furthermore, the model displays a remarkable reduction in inference time, clocking in at less than 1 ms. Overall, our research contributes to the field of sports-related player activity recognition by employing the power of deep learning. By expertly combining these techniques, we achieve remarkable accuracy, precision, and efficiency in recognizing various boxing punches.
通过自动特征提取,深度学习的最新进展极大地增强了对体育运动中运动员活动的识别能力。在我们提出的工作中,我们专注于识别拳击运动中的六种不同拳法。我们在预处理阶段采用了滑动窗口技术,在拳击活动识别系统中转换从惯性测量单元(IMU)传感器获得的时间序列数据。我们的方法影响了基于传感器融合的深度卷积神经网络(DCNN)分类模型,从而准确识别出各种拳击动作,并获得了令人印象深刻的 F1 分数。该系统熟练地区分了类似的活动,例如刺拳和勾拳,由于手臂弯曲的微妙变化,现有系统对这两种拳法的分类出现了错误。通过实验,我们确定了拳击活动识别的最佳窗口大小,即 15-20 帧(相当于 0.15-0.25 秒)。窗口大小的选择显著缩短了推理时间。为了评估我们提出的模型,我们将其与标准 DCNN 和优化 DCNN 模型进行了比较。我们提出的优化 DCNN 模型提高了识别准确率,达到了令人印象深刻的 99%,F1 分数也提高了 87%。此外,该模型还显著缩短了推理时间,不到 1 毫秒。总之,我们的研究通过利用深度学习的力量,为体育相关的球员活动识别领域做出了贡献。通过将这些技术巧妙地结合在一起,我们在识别各种拳击时实现了出色的准确性、精确性和效率。
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引用次数: 0
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Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology
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