{"title":"SESinNZ:重新连接学者和实践者","authors":"C. Beaven, N. Gill","doi":"10.36905/jses.2019.0001","DOIUrl":null,"url":null,"abstract":"The analysis of human movement and performance is often complicated by the multivariate data that represent them. Analyses are further complicated by the potentially, non-linear relationships among many of the variables in the data sample. Self-organising maps (SOM), a machine learning approach, are useful for clustering and visualising multivariate data, while preserving non-linear relationships in the data distribution, which makes them attractive for studying human behaviour from many perspectives. My research groups have applied SOMs to many sub-disciplines within sport and exercise science – in particular biomechanics and performance analysis. We have used SOMs in biomechanics most recently as a method for classifying back pain, based on patients' movement patterns. The results have led to a more fine-grained distinction between pain groups than is achieved through conventional pain provocation tests. In rugby and netball performance analysis, we have clustered match data to represent 'game styles' for real-time assessment of the coupling between a team's game style and that of their opponent. Further applications of SOMs in other sub-disciplines of sport and exercise science are discussed. Pre-conditioning strategies that elevate muscle temperature when preparing for physical performance, while pre-cooling strategies are adopted in thermally challenging environments. We investigated the individual and combined effects of a passive heat maintenance strategy and the ingestion of an ice-water slurry on repeated sprint performance. In a random cross-over design, 12 performed one rectal the opposing increases in both antegrade and retrograde shear rates in response to exercise. pressure 36 20 mm Hg lower-body The influence of maturation on talent identification and development is often overlooked. The purpose of this study was to examine the relationship between maturity offset and athletic motor skills and differences between pre-PHV, circa-PHV and post-PHV males. One hundred boys age 12.9 to 14.9 with a maturity offset of -1.96 to 2.27 performed a 10 meter sprint (10m), an isometric mid-thigh pull (IMTP), a bilateral (BHJ), right leg (RHJ) and left leg (LHJ) horizontal jump and a countermovement jump (CMJ). Relative values for horizontal jumps and IMTP were obtained by dividing by leg length and weight, respectively. Maturity had a significant but small relationship with 10m, BHJ, RHJ, LHJ and CMJ (r ≈ 0.30) and a large relationship with IMTP (r = 0.70). Correlations between relative BHJ, RHJ, LHJ and IMTP were trivial (r < 0.10). When comparing between groups, effect sizes ranged from 0.11 to 1.99 for absolute measures but only 0.24 to 0.37 for relative measures. Lower body neuromuscular strength has a stronger relationship to maturity status than measures of lower body power while maturational differences are reduced with relative scores. Relative scores will reduce the influence of maturation on performance. Humans adapt powerfully to heat. Repeated bouts of clamped-or controlled-hyperthermia are deemed the ‘gold-standard’ approach to heat acclimation, and are used in research, but athletes typically self-regulate their exposures. The purpose of this study was to determine the efficacy of self-regulated intensity of heat exposures during heat acclimation. Athletes underwent a self-regulated HA regimen, whereby they cycled in a heated laboratory, manipulating their workload based on how they felt. Nine highly-trained (NZ universities) rowers (19 ± 1 y; 5 female) completed 7 days of self-regulated HA (60 min ⋅ d-1; 41 ± 1˚C; 48 ± 6% RH). On days 1 and 7, athletes cycled at 2.75 W ⋅ kg-1 for the first 7 min of their HA session. HA substantially reduced resting core temperature (-0.6 ± 0.5 ˚C), modestly expanded plasma volume (+2 ± 2%), and reduced exercising heart rate (-8 ± 7 beats ⋅ min-1). These data indicate that self-regulated HA elicits beneficial thermoregulatory and cardiovascular adaptations in well-trained individuals. Now we are comparing self-regulated HA against controlled-hyperthermia HA, assessing each regimen’s effectiveness in eliciting thermoregulatory, cardiovascular, and behavioural adaptations. increased flexibility can improve sprint performance, to evaluate the effect of an 8-week structured yoga intervention on flexibility and an experimental (EG) two a for 8 weeks and a control (CG) continued normal rugby for the 8 weeks. Data were collected during pre-season and mid-season and included hamstring flexibility (sit and reach) and sprint performance (electronic timing). The EG had a small but non-significant increase in the sit and reach test of 3.0±11.9 cm (mean ± SD) compared to the CG. Additionally, compared to CG, the 5, 10, and 30 metre sprint time EG a but improvement of -0.08 ± 0.11 s in sprint time. The changes in the flexibility from pre- to - post-test was moderately correlated with change in sprint time (r=-0.25, p <.01). Results indicate that improved hamstring a small to moderate beneficial effect on kinetics","PeriodicalId":140385,"journal":{"name":"SESinNZ: reconnecting Academics and Practitioners","volume":"2014 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"SESinNZ: reconnecting Academics and Practitioners\",\"authors\":\"C. Beaven, N. Gill\",\"doi\":\"10.36905/jses.2019.0001\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The analysis of human movement and performance is often complicated by the multivariate data that represent them. Analyses are further complicated by the potentially, non-linear relationships among many of the variables in the data sample. Self-organising maps (SOM), a machine learning approach, are useful for clustering and visualising multivariate data, while preserving non-linear relationships in the data distribution, which makes them attractive for studying human behaviour from many perspectives. My research groups have applied SOMs to many sub-disciplines within sport and exercise science – in particular biomechanics and performance analysis. We have used SOMs in biomechanics most recently as a method for classifying back pain, based on patients' movement patterns. The results have led to a more fine-grained distinction between pain groups than is achieved through conventional pain provocation tests. In rugby and netball performance analysis, we have clustered match data to represent 'game styles' for real-time assessment of the coupling between a team's game style and that of their opponent. Further applications of SOMs in other sub-disciplines of sport and exercise science are discussed. Pre-conditioning strategies that elevate muscle temperature when preparing for physical performance, while pre-cooling strategies are adopted in thermally challenging environments. We investigated the individual and combined effects of a passive heat maintenance strategy and the ingestion of an ice-water slurry on repeated sprint performance. In a random cross-over design, 12 performed one rectal the opposing increases in both antegrade and retrograde shear rates in response to exercise. pressure 36 20 mm Hg lower-body The influence of maturation on talent identification and development is often overlooked. The purpose of this study was to examine the relationship between maturity offset and athletic motor skills and differences between pre-PHV, circa-PHV and post-PHV males. One hundred boys age 12.9 to 14.9 with a maturity offset of -1.96 to 2.27 performed a 10 meter sprint (10m), an isometric mid-thigh pull (IMTP), a bilateral (BHJ), right leg (RHJ) and left leg (LHJ) horizontal jump and a countermovement jump (CMJ). Relative values for horizontal jumps and IMTP were obtained by dividing by leg length and weight, respectively. Maturity had a significant but small relationship with 10m, BHJ, RHJ, LHJ and CMJ (r ≈ 0.30) and a large relationship with IMTP (r = 0.70). Correlations between relative BHJ, RHJ, LHJ and IMTP were trivial (r < 0.10). When comparing between groups, effect sizes ranged from 0.11 to 1.99 for absolute measures but only 0.24 to 0.37 for relative measures. Lower body neuromuscular strength has a stronger relationship to maturity status than measures of lower body power while maturational differences are reduced with relative scores. Relative scores will reduce the influence of maturation on performance. Humans adapt powerfully to heat. Repeated bouts of clamped-or controlled-hyperthermia are deemed the ‘gold-standard’ approach to heat acclimation, and are used in research, but athletes typically self-regulate their exposures. The purpose of this study was to determine the efficacy of self-regulated intensity of heat exposures during heat acclimation. Athletes underwent a self-regulated HA regimen, whereby they cycled in a heated laboratory, manipulating their workload based on how they felt. Nine highly-trained (NZ universities) rowers (19 ± 1 y; 5 female) completed 7 days of self-regulated HA (60 min ⋅ d-1; 41 ± 1˚C; 48 ± 6% RH). On days 1 and 7, athletes cycled at 2.75 W ⋅ kg-1 for the first 7 min of their HA session. HA substantially reduced resting core temperature (-0.6 ± 0.5 ˚C), modestly expanded plasma volume (+2 ± 2%), and reduced exercising heart rate (-8 ± 7 beats ⋅ min-1). These data indicate that self-regulated HA elicits beneficial thermoregulatory and cardiovascular adaptations in well-trained individuals. Now we are comparing self-regulated HA against controlled-hyperthermia HA, assessing each regimen’s effectiveness in eliciting thermoregulatory, cardiovascular, and behavioural adaptations. increased flexibility can improve sprint performance, to evaluate the effect of an 8-week structured yoga intervention on flexibility and an experimental (EG) two a for 8 weeks and a control (CG) continued normal rugby for the 8 weeks. Data were collected during pre-season and mid-season and included hamstring flexibility (sit and reach) and sprint performance (electronic timing). The EG had a small but non-significant increase in the sit and reach test of 3.0±11.9 cm (mean ± SD) compared to the CG. Additionally, compared to CG, the 5, 10, and 30 metre sprint time EG a but improvement of -0.08 ± 0.11 s in sprint time. The changes in the flexibility from pre- to - post-test was moderately correlated with change in sprint time (r=-0.25, p <.01). 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引用次数: 0
摘要
对人类运动和表现的分析常常因为代表它们的多变量数据而变得复杂。数据样本中许多变量之间潜在的非线性关系使分析进一步复杂化。自组织映射(SOM)是一种机器学习方法,可用于聚类和可视化多变量数据,同时保留数据分布中的非线性关系,这使得它们对从许多角度研究人类行为具有吸引力。我的研究小组已经将SOMs应用于体育和运动科学的许多分支学科,特别是生物力学和性能分析。我们最近在生物力学中使用SOMs作为一种基于患者运动模式对背部疼痛进行分类的方法。结果导致疼痛组之间的更细粒度的区别比通过传统的疼痛刺激测试实现。在橄榄球和无板篮球的表现分析中,我们将比赛数据聚类来表示“比赛风格”,以便实时评估球队和对手的比赛风格之间的耦合。讨论了SOMs在体育和运动科学的其他分支学科中的进一步应用。预适应策略是在准备体能表现时提高肌肉温度,而预冷却策略是在热挑战环境中采用的。我们研究了被动热维持策略和摄入冰水泥浆对重复冲刺性能的单独和联合影响。在一项随机交叉设计中,12例患者在锻炼后,顺行和逆行剪切率均相反增加。成熟度对人才识别和发展的影响往往被忽视。本研究的目的是研究成熟期偏移与运动技能之间的关系,以及phv前、phv前后和phv后男性之间的差异。100名年龄为12.9 ~ 14.9,成熟偏移量为-1.96 ~ 2.27的男孩进行了10米短跑(10米)、大腿中部等距牵拉(IMTP)、双侧(BHJ)、右腿(RHJ)和左腿(LHJ)水平跳跃和反动作跳跃(CMJ)。水平跳跃和IMTP的相对值分别除以腿长和体重。成熟度与10m、BHJ、RHJ、LHJ、CMJ的关系不显著(r≈0.30),与IMTP的关系不显著(r = 0.70)。相对BHJ、RHJ、LHJ与IMTP相关性不显著(r < 0.10)。在组间比较时,绝对测量的效应值为0.11至1.99,而相对测量的效应值仅为0.24至0.37。下体神经肌肉力量与成熟状态的关系比下体力量的关系更强,而成熟度差异随着相对得分而减小。相对分数会降低成熟度对绩效的影响。人类对热的适应能力很强。反复进行固定或控制的高温治疗被认为是热适应的“黄金标准”方法,也被用于研究,但运动员通常会自我调节自己的暴露程度。本研究的目的是确定热驯化过程中自我调节热暴露强度的有效性。运动员们接受了一种自我调节的HA疗法,他们在一个加热的实验室里骑自行车,根据自己的感受来控制他们的工作量。9名训练有素的(新西兰大学)赛艇运动员(19±1岁;5名女性)完成7天的自我调节HA (60 min⋅d-1;41±1℃;48±6% rh)。在第1天和第7天,运动员在HA的前7分钟以2.75 W·kg-1的速度骑行。HA可显著降低静息核心温度(-0.6±0.5˚C),适度增加血浆容量(+2±2%),降低运动心率(-8±7 beats⋅min-1)。这些数据表明,在训练有素的个体中,自我调节的血凝素会引起有益的体温调节和心血管适应。现在,我们正在比较自我调节的HA和控制热疗的HA,评估每个方案在诱导体温调节、心血管和行为适应方面的有效性。增加柔韧性可以提高短跑成绩,评估为期8周的结构化瑜伽干预对柔韧性的影响,以及8周的实验性(EG)两项运动和8周的对照组(CG)持续的正常橄榄球。数据收集于赛季前和赛季中期,包括腿筋柔韧性(坐姿和伸展)和冲刺表现(电子计时)。与CG相比,EG组的坐姿和伸入测试增加了3.0±11.9 cm (mean±SD),但没有显著性差异。此外,与CG相比,5米、10米和30米冲刺时间EG的冲刺时间提高了-0.08±0.11秒。测试前后柔韧性的变化与冲刺时间的变化呈中度相关(r=-0.25, p < 0.01)。 结果表明,腿筋的改善对动力学有小到中等程度的有益影响
The analysis of human movement and performance is often complicated by the multivariate data that represent them. Analyses are further complicated by the potentially, non-linear relationships among many of the variables in the data sample. Self-organising maps (SOM), a machine learning approach, are useful for clustering and visualising multivariate data, while preserving non-linear relationships in the data distribution, which makes them attractive for studying human behaviour from many perspectives. My research groups have applied SOMs to many sub-disciplines within sport and exercise science – in particular biomechanics and performance analysis. We have used SOMs in biomechanics most recently as a method for classifying back pain, based on patients' movement patterns. The results have led to a more fine-grained distinction between pain groups than is achieved through conventional pain provocation tests. In rugby and netball performance analysis, we have clustered match data to represent 'game styles' for real-time assessment of the coupling between a team's game style and that of their opponent. Further applications of SOMs in other sub-disciplines of sport and exercise science are discussed. Pre-conditioning strategies that elevate muscle temperature when preparing for physical performance, while pre-cooling strategies are adopted in thermally challenging environments. We investigated the individual and combined effects of a passive heat maintenance strategy and the ingestion of an ice-water slurry on repeated sprint performance. In a random cross-over design, 12 performed one rectal the opposing increases in both antegrade and retrograde shear rates in response to exercise. pressure 36 20 mm Hg lower-body The influence of maturation on talent identification and development is often overlooked. The purpose of this study was to examine the relationship between maturity offset and athletic motor skills and differences between pre-PHV, circa-PHV and post-PHV males. One hundred boys age 12.9 to 14.9 with a maturity offset of -1.96 to 2.27 performed a 10 meter sprint (10m), an isometric mid-thigh pull (IMTP), a bilateral (BHJ), right leg (RHJ) and left leg (LHJ) horizontal jump and a countermovement jump (CMJ). Relative values for horizontal jumps and IMTP were obtained by dividing by leg length and weight, respectively. Maturity had a significant but small relationship with 10m, BHJ, RHJ, LHJ and CMJ (r ≈ 0.30) and a large relationship with IMTP (r = 0.70). Correlations between relative BHJ, RHJ, LHJ and IMTP were trivial (r < 0.10). When comparing between groups, effect sizes ranged from 0.11 to 1.99 for absolute measures but only 0.24 to 0.37 for relative measures. Lower body neuromuscular strength has a stronger relationship to maturity status than measures of lower body power while maturational differences are reduced with relative scores. Relative scores will reduce the influence of maturation on performance. Humans adapt powerfully to heat. Repeated bouts of clamped-or controlled-hyperthermia are deemed the ‘gold-standard’ approach to heat acclimation, and are used in research, but athletes typically self-regulate their exposures. The purpose of this study was to determine the efficacy of self-regulated intensity of heat exposures during heat acclimation. Athletes underwent a self-regulated HA regimen, whereby they cycled in a heated laboratory, manipulating their workload based on how they felt. Nine highly-trained (NZ universities) rowers (19 ± 1 y; 5 female) completed 7 days of self-regulated HA (60 min ⋅ d-1; 41 ± 1˚C; 48 ± 6% RH). On days 1 and 7, athletes cycled at 2.75 W ⋅ kg-1 for the first 7 min of their HA session. HA substantially reduced resting core temperature (-0.6 ± 0.5 ˚C), modestly expanded plasma volume (+2 ± 2%), and reduced exercising heart rate (-8 ± 7 beats ⋅ min-1). These data indicate that self-regulated HA elicits beneficial thermoregulatory and cardiovascular adaptations in well-trained individuals. Now we are comparing self-regulated HA against controlled-hyperthermia HA, assessing each regimen’s effectiveness in eliciting thermoregulatory, cardiovascular, and behavioural adaptations. increased flexibility can improve sprint performance, to evaluate the effect of an 8-week structured yoga intervention on flexibility and an experimental (EG) two a for 8 weeks and a control (CG) continued normal rugby for the 8 weeks. Data were collected during pre-season and mid-season and included hamstring flexibility (sit and reach) and sprint performance (electronic timing). The EG had a small but non-significant increase in the sit and reach test of 3.0±11.9 cm (mean ± SD) compared to the CG. Additionally, compared to CG, the 5, 10, and 30 metre sprint time EG a but improvement of -0.08 ± 0.11 s in sprint time. The changes in the flexibility from pre- to - post-test was moderately correlated with change in sprint time (r=-0.25, p <.01). Results indicate that improved hamstring a small to moderate beneficial effect on kinetics