Plantar pressure

足底压力
  • 文章类型: Journal Article
    这项研究的目的是测量和比较足底压力,有和没有外翻的运动员的力量和步态参数。这是一项横断面研究,样本量为106[每组53例(哈氏外翻和无哈氏外翻)]。使用在Karasunpo软件上上传的数码照片计算Hallux外翻角度。选择仅具有中度和重度外翻角的参与者。对于双脚有外翻的参与者,选择了一个角度较大的外翻。没有外翻的参与者是外翻角度小于15度的参与者。要求两组的参与者以4.8kmph的预定速度行走。所用装置为ZebrisFDM-T(Zebris®MedicalGmbH,德国),用于足动脉造影和步态参数测量。平均而言,在所有受试者的不同步态阶段记录20步的测量值,并计算相应的平均值.记录并统计计算所有读数的平均值。使用SPSS(v.27.0.1)进行统计学分析,并进行非配对t检验,以比较两组之间的差异。Shapiro-Wilk检验用于检查数据的正常性。前足力的显著p值(0.001),发现前足压力(<0.001)和中足压力(0.002)。有明显的证据表明,在进行活动时,前脚和中脚区域有外翻的年轻成年运动员的脚部负荷增加。
    The aim of the study was to measure and compare plantar pressures, forces and gait parameters in athletes with and without hallux valgus. It was a cross sectional study with the sample Size: 106 [53 for each group (Hallux valgus and without hallux valgus)]. Hallux valgus angle was calculated with digital photographs uploaded on Karasunpo software. Participants only with the moderate and severe hallux valgus angle were selected. For participant having hallux valgus in both the feet, one with the greater angle of hallux valgus was selected. Participants without hallux valgus were the ones whose hallux valgus angle was less than 15 degrees. The participants of both groups were asked to walk on predetermined speed of 4.8 kmph. The device used was Zebris FDM-T (Zebris® Medical GmbH, Germany) for the pedobarographic and gait parameter measurement. On an average, measurement was recorded for 20 steps during the different phases of gait in all subjects and corresponding mean values were calculated. Mean values for all the readings were documented and statistically calculated. Statistical analysis was done using SPSS (v.27.0.1) with unpaired t-test to compare between both the groups. Shapiro-Wilk test was used to check normality of data. Significant p-values for forefoot forces (0.001), forefoot pressures (<0.001) and midfoot pressures (0.002) were found. There is clear evidence of increased foot loading in young adult athletes with hallux valgus on the forefoot and midfoot regions while performing activities.
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  • 文章类型: Journal Article
    目的:在社区居住的2型糖尿病成年人群中,探讨足部类型对足底压力的影响。
    方法:脚姿势指数-6(FPI-6)作为脚型的量度,赤脚足底压力(峰值压力和压力-时间积分),前足畸形的存在,周围神经病变,踝关节和第一meta趾关节(MTPJ)背屈活动度(ROM),并测量了人口统计学变量。使用标准多元回归模型来研究FPI-6对足底压力变量的独立贡献。前脚,和后脚。
    结果:招募了122名患有2型糖尿病的成年人(平均年龄70.9±9.3,n=58名女性)。较低(更多)的FPI-6显着促进了前足压力-时间积分的增加(β=-0.285,p=0.04)。FPI-6不是Hallux峰值压力的统计学显著独立预测因子,前脚或后脚。
    结论:在筛查成人2型糖尿病患者足底压力升高的风险部位时,临床医生应考虑执行FPI-6以及其他已显示与足底压力增加相关的临床措施,包括第一次MTPJ背屈ROM,和数字畸形的存在。然后应该考虑基于证据的治疗来卸载这些区域。
    OBJECTIVE: To investigate the contribution of foot type to plantar pressures in a community-dwelling adult population with type 2 diabetes.
    METHODS: Foot Posture Index-6 (FPI-6) as a measure of foot type, barefoot plantar pressure (peak pressures and pressure-time integrals), presence of forefoot deformities, peripheral neuropathy, ankle and first metatarsophalangeal joint (MTPJ) dorsiflexion range of motion (ROM), and demographic variables were measured. Standard multiple regression models were used to investigate the independent contribution of FPI-6 on plantar pressure variables at the hallux, forefoot, and rearfoot.
    RESULTS: 122 adults (mean age 70.9 ± 9.3, n = 58 female) with type 2 diabetes were recruited. A lower (more supinated) FPI-6 significantly contributed to an increased forefoot pressure-time integral (β = -0.285, p = 0.04). FPI-6 was not a statistically significant independent predictor of peak pressure at the hallux, forefoot or rearfoot.
    CONCLUSIONS: When screening for at-risk sites of elevated plantar pressure in adults with type 2 diabetes, clinicians should consider performing the FPI-6 along with other clinical measures that have been shown to be associated with increased plantar pressures including first MTPJ dorsiflexion ROM, and presence of digital deformities. Evidence-based treatments to offload these areas should then be considered.
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  • 文章类型: Journal Article
    目的:研究静态足部姿势之间的关系,内侧膝骨关节炎(OA)患者的动态足底力和膝关节疼痛。
    方法:来自164名有症状的参与者的数据,对中度至重度影像学膝关节内侧OA进行了分析。使用数字评定量表(NRS;得分0-10;得分较高;得分较差)和膝关节损伤和骨关节炎结果评分疼痛子量表(KOOS;得分0-100;得分较低)自我报告膝关节疼痛。静态足部姿势使用临床测试进行评估(足部姿势指数,脚活动度大小,舟状下降)。动态足底力(横向,中间,整只脚,内侧-外侧比,足弓指数)是在行走时使用鞋内足底压力系统测量的。使用线性回归模型评估足部姿势与足底力(自变量)和疼痛(因变量)之间的关系,对性别没有调整和调整,步行速度,KL级,鞋类,和身体质量(动态足底力)。
    结果:静态足部姿势的测量与任何膝关节疼痛测量都没有关联。中间位置的内侧-外侧脚力比更高,在整体立场上有更高的足弓指数,在NRS(回归系数=0.69,95%置信区间(CI)0.09至1.28)和KOOS(系数=3.03,95%CI0.71至5.35)疼痛量表上,分别。
    结论:动态足底力,但不是静态的脚姿势,与膝关节内侧OA患者的膝关节疼痛有关。然而,足底力量的增加所解释的疼痛量很小,因此,这些关联不太可能具有临床意义.
    OBJECTIVE: To investigate relationships between static foot posture, dynamic plantar foot forces and knee pain in people with medial knee osteoarthritis (OA).
    METHODS: Data from 164 participants with symptomatic, moderate to severe radiographic medial knee OA were analysed. Knee pain was self-reported using a numerical rating scale (NRS; scores 0-10; higher scores worse) and the Knee Injury and Osteoarthritis Outcome Score pain subscale (KOOS; scores 0-100; lower scores worse). Static foot posture was assessed using clinical tests (foot posture index, foot mobility magnitude, navicular drop). Dynamic plantar foot forces (lateral, medial, whole foot, medial-lateral ratio, arch index) were measured using an in-shoe plantar pressure system while walking. Relationships between foot posture and plantar forces (independent variables) and pain (dependent variables) were evaluated using linear regression models, unadjusted and adjusted for sex, walking speed, Kellgren & Lawrence grade, shoe category, and body mass (for dynamic plantar foot forces).
    RESULTS: No measure of static foot posture was associated with any knee pain measure. Higher medial-lateral foot force ratio at midstance, and a higher arch index during overall stance, were weakly associated with higher knee pain on the NRS (regression coefficient = 0.69, 95% confidence interval (CI) 0.09 to 1.28) and KOOS (coefficient=3.03, 95% CI 0.71 to 5.35) pain scales, respectively.
    CONCLUSIONS: Dynamic plantar foot forces, but not static foot posture, were associated with knee pain in people with medial knee OA. However, the amount of pain explained by increases in plantar foot force was small; thus, these associations are unlikely to be clinically meaningful.
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  • 文章类型: Journal Article
    背景:慢性踝关节不稳(CAI)与下肢缺陷有关,下肢缺陷可导致动态任务期间生物力学改变。迄今为止,在踝关节和髋关节生物力学方面存在矛盾的发现,受运动任务的多样性和CAI条件的不同定义的影响。
    目的:下肢的生物力学变量在步行过程中如何不同,跑步,与没有CAI的个体相比,有CAI的个体的跳跃着陆?
    方法:32名个体(17名CAI和15名对照)参加了这项回顾性病例对照研究。矢状面和额面踝关节和髋关节的角度和力矩,在任务期间计算中外侧足平衡(MLFB)。统计参数映射(SPM)用于整个轨迹分析以检测组差异。离散变量,包括初始接触(IC)和峰值角度和力矩,另外进行了比较。
    结果:两组在行走过程中没有发现差异。在运行过程中,与对照组相比,CAI组在站立中期表现出较低的足底屈指矩(p<0.001)和更多的横向偏离MLFB(p=0.014)。此外,有CAI的参与者在早期站立时的足底屈曲角峰值显著增大(p=0.022),足底屈矩峰值减小(p=0.002).在跳跃着陆中,CAI组显示髋关节伸肌力矩增加(p=0.008),与对照组相比,地面接触后不久,髋关节内收角度峰值更大(p=0.039)。
    结论:在跑步和跳跃着陆过程中观察到两组之间踝关节和髋关节生物力学的差异,但不是在走路的时候。这些差异可能表明感觉运动系统的损伤或为尽量减少不稳定和伤害风险而采用的学习策略,并有助于为未来的干预设计提供信息。
    BACKGROUND: Chronic ankle instability (CAI) has been associated with lower limb deficits that can lead to altered biomechanics during dynamic tasks. There have been contradictory findings in terms of ankle and hip joint biomechanics to date, influenced by the variety of movement tasks and varying definitions of the CAI condition.
    OBJECTIVE: How do biomechanical variables of the lower extremity differ during walking, running, and jump-landing in individuals with CAI compared with those without CAI?
    METHODS: Thirty-two individuals (17 CAI and 15 controls) participated in this retrospective case-control study. Sagittal and frontal plane ankle and hip joint angles and moments, and mediolateral foot balance (MLFB) were calculated during the tasks. Statistical parametric mapping (SPM) was used for the whole trajectory analysis to detect group differences. Discrete variables, including initial contact (IC) and peak angles and moments, were additionally compared.
    RESULTS: No differences were found between groups during walking. During running, the CAI group exhibited a lower plantar flexor moment (p < 0.001) and more laterally deviated MLFB (p = 0.014) during mid-stance when compared to controls. Additionally, participants with CAI had a significantly greater peak plantar flexion angle in early stance (p = 0.022) and a reduced peak plantar flexor moment (p = 0.002). In the jump-landing, the CAI group demonstrated an increased hip extensor moment (p = 0.008), and a greater peak hip adduction angle (p = 0.039) shortly after ground contact compared to the control group.
    CONCLUSIONS: Differences in ankle and hip biomechanics were observed between groups during running and jump landing, but not during walking. These differences may be indicative of impairments in the sensorimotor system or of learnt strategies adopted to try to minimise instability and injury risk and can help to inform future intervention design.
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  • 文章类型: Journal Article
    背景:没有鞋内系统,测量足底负荷的两个组成部分(足底压力和剪切应力)可用于糖尿病患者。STAMPS(足底表面的STrain分析和映射)系统利用数字图像相关(DIC)来确定可变形鞋垫承受的应变,提供了一个更完整的理解足底剪切载荷的界面。
    目的:通过STAMPS系统测量的健康人群足表界面的正常应变范围和模式是什么?STAMPS是否是测量足底负荷影响的有效工具?
    方法:对健康参与者进行了横断面研究。包括没有足部病理或糖尿病的健康成人。参与者穿着标准化的鞋子穿着STAMPS鞋垫走了20步。参与者还在标准鞋内使用新颖的Pedar®足底压力测量鞋垫行走10m。两次测量重复三次。感兴趣的结果是峰值结果菌株(SMAG)和峰值足底压力(PPP)的全球和区域值。
    结果:在18名参与者中,中峰SMAG和PPP分别为35.01%和410.6kPa。拇指和脚跟区域的SMAG最高(分别为29.31%(IQR24.56-31.39)和20.50%(IQR15.59-24.12))和PPP(分别为344.8kPa(IQR268.3-452.5)和279.3kPa(IQR231.3-302.1))。SMAG与PPP中度相关(r=0.65,p<0.001)。在55.6%的参与者中,SMAG峰值位于Hallux,在第一跖骨头(MTH)占16.7%,脚跟在16.7%,脚趾3-5占11.1%,MTH2占5.6%。
    结论:结果表明STAMPS系统是测量足底菌株的有效工具。需要进一步的研究来研究应变升高的影响以及与糖尿病足溃疡形成的关系。
    BACKGROUND: No in-shoe systems, measuring both components of plantar load (plantar pressure and shear stress) are available for use in patients with diabetes. The STAMPS (STrain Analysis and Mapping of the Plantar Surface) system utilises digital image correlation (DIC) to determine the strain sustained by a deformable insole, providing a more complete understanding of plantar shear load at the foot-surface interface.
    OBJECTIVE: What is the normal range and pattern of strain at the foot-surface interface within a healthy population as measured by the STAMPS system? Is STAMPS a valid tool to measure the effects of plantar load?
    METHODS: A cross-sectional study of healthy participants was undertaken. Healthy adults without foot pathology or diabetes were included. Participants walked 20 steps with the STAMPS insole in a standardised shoe. Participants also walked 10 m with the Novel Pedar® plantar pressure measurement insole within the standardised shoe. Both measurements were repeated three times. Outcomes of interest were global and regional values for peak resultant strain (SMAG) and peak plantar pressure (PPP).
    RESULTS: In 18 participants, median peak SMAG and PPP were 35.01 % and 410.6kPa respectively. The regions of the hallux and heel sustained the highest SMAG (29.31 % (IQR 24.56-31.39) and 20.50 % (IQR 15.59-24.12) respectively) and PPP (344.8kPa (IQR 268.3 - 452.5) and 279.3kPa (IQR 231.3-302.1) respectively). SMAG was moderately correlated with PPP (r= 0.65, p < 0.001). Peak SMAG was located at the hallux in 55.6 % of participants, at the 1st metatarsal head (MTH) in 16.7 %, the heel in 16.7 %, toes 3-5 in 11.1 % and the MTH2 in 5.6 %.
    CONCLUSIONS: The results demonstrate the STAMPS system is a valid tool to measure plantar strain. Further studies are required to investigate the effects of elevated strain and the relationship with diabetic foot ulcer formation.
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  • 文章类型: Journal Article
    对孩子的投入是父母共同关心的问题,但是我们对这些儿童叶子中足部发展角(FPA)的影响的理解仍然有限。本研究考察了FPA与足底负荷模式之间的关系,以及儿童的步态对称性。样本包括30名胫骨内扭转引起内趾的儿童,统一分为三组:单边内趾,双侧轻度向内,和双侧轻度-中度进入。FPA与足底载荷模式的关系,和步态对称性在组内和组间进行了评估,使用动态pedobographic和时空数据。结果表明,FPA与峰值压力之间存在显着相关性,最大力,前足内侧和中央的足底冲动,以及两个双侧内趾组的内侧和外侧脚跟区。仅在细分的物质阶段观察到显着差异,包括加载响应,单一支持,和摆动前阶段,在单侧进入群和双侧轻度进入群之间。这些发现表明,FPA显著影响前足和脚跟区,可能会增加支撑结构上的载荷并导致横向拱变形。虽然有运动的儿童表现出动态的自我调整能力,以保持步态对称,这种能力开始动摇,因为intoeing变得更加明显。
    Intoeing in children is a common parental concern, but our understanding of the impact of foot progression angle (FPA) in these children leaves remains limited. This study examines the relationship between FPA and plantar loading pattern, as well as gait symmetry in children with intoeing. The sample included 30 children with intoeing caused by internal tibial torsion, uniformly divided into three groups: unilateral intoeing, bilateral mild intoeing, and bilateral mild-moderate intoeing. The relationship between FPA and plantar loading pattern, and gait symmetry within and among groups were assessed using dynamic pedobarographic and spatiotemporal data. Results indicated a significant correlation between FPA and peak pressure, maximum force, and plantar impulse in the medial and central forefoot, and also the medial and lateral heel zones for both bilateral intoeing groups. Significant differences were observed only in subdivided stance phase, including loading response, single support, and pre-swing phases, between the unilateral intoeing and bilateral mild intoeing groups. These findings suggest that FPA significantly affects the forefoot and heel zones, potentially increasing the load on the support structures and leading to transverse arch deformation. While children with intoeing demonstrate a dynamic self-adjustment capability to maintain gait symmetry, this ability begins to falter as intoeing becomes more pronounced.
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  • 文章类型: Journal Article
    糖尿病足溃疡是世界范围内的严重挑战,它带来了下肢截肢的巨大风险,在许多情况下可能导致死亡。所提出的工作侧重于使用主动方法的卸载要求,并考虑使用基于磁流变流体的模块来重新分配高足底压力(PPs)。
    实验验证了阈值峰值压力为450kPa的单个模块,而使用三模块阵列和完整鞋类的卸载测试验证了42.5%和34.6%的最大压力降低,分别。
    据我们所知,还没有这样的主动且电可控的卸载鞋被报道,其已经通过实验证明在卸载部位上PP减少超过30%。
    UNASSIGNED: Diabetic foot ulceration is a serious challenge worldwide which imposes an immense risk of lower extremity amputation and in many cases may lead to the death. The presented work focuses on the offloading requirements using an active approach and considers the use of magnetorheological fluid-based modules to redistribute high plantar pressures (PPs).
    UNASSIGNED: Experimentation validated a single module with a threshold peak pressure of 450 kPa, whereas an offloading test with a three-module array and complete footwear validated a maximum pressure reduction of 42.5% and 34.6%, respectively.
    UNASSIGNED: To our knowledge, no such active and electrically controllable offloading footwear has been reported yet that has experimentally demonstrated PP reduction of more than 30% over the offloading site.
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  • 文章类型: Journal Article
    背景:摇杆鞋可用于减轻脚部压力并调节各种患者人群的下肢动力学,如糖尿病周围神经病变患者。选择摇臂鞋底的适当性能对于其功效非常重要。这项研究调查了人在环优化(HILO)的能力,以单独优化顶点位置和角度的摇臂鞋,同时减少峰值压力和碰撞功。
    方法:峰值压力,动力学,记录了10名健康参与者的运动学数据,这些参与者穿着具有可调顶点位置和角度的摇杆鞋,以首选速度行走。使用进化算法来找到最佳的顶点参数,以减少前足内侧和碰撞工作中的峰值压力。将优化的鞋(HILO鞋)与通用最佳摇杆设置(Chapman设置)和普通鞋进行比较。
    结果:与普通鞋相比,HILO鞋的足底压力较低(pHILO=0.007;pChapman=0.044),Chapman鞋的碰撞功较高(pHILO=0.025;pChapman=0.014)。HILO和Chapman鞋的推脱工作均小于普通鞋(pHILO=0.001;pChapman<0.001),而Chapman鞋的推脱开始较早(pHILO=0.257;pChapman=0.016)。
    结论:人在环优化方法导致个性化的顶点设置,其平均性能类似于查普曼设置,但,在选定的情况下是优越的。在这些情况下,内侧前足可以进一步卸载与顶角大于一般设置。较大的顶角可能会增加外部脚踝力矩臂和推离工作。然而,与通用设置相比,碰撞工作的改进空间有限。
    BACKGROUND: Rocker shoes can be used to reduce foot pressure and adjust lower limb kinetics for various patient population, such as people with diabetic peripheral neuropathy. Selecting adequate properties of the rocker sole is of great importance for its efficacy. This study investigated the capability of human-in-the-loop optimization (HILO) to individually optimize apex position and angle of rocker shoe to reduce peak pressure and collision work simultaneously.
    METHODS: Peak pressure, kinetic, and kinematic data were recorded from 10 healthy participants while walking at preferred speed wearing rocker shoes with adjustable apex position and angle. An evolutionary algorithm was used to find optimal apex parameters to reduce both peak pressure in medial forefoot and collision work. The optimized shoe (HILO shoe) was compared with generic optimal rocker settings (Chapman settings) and normal shoe.
    RESULTS: Compared to normal shoe, the HILO shoe had lower plantar pressure (pHILO = 0.007; pChapman = 0.044) and Chapman shoe showed higher collision work (pHILO = 0.025; pChapman = 0.014). Both HILO and Chapman shoe had smaller push-off work than normal shoe (pHILO = 0.001; pChapman < 0.001) with the Chapman shoe exhibited earlier push-off onset (pHILO = 0.257; pChapman = 0.016).
    CONCLUSIONS: The Human-in-the-loop optimization approach resulted in individualized apex settings which performed on average similar to Chapman settings but, were superior in selected cases. In these cases, medial forefoot could be further offloaded with apex angles larger than generic settings. The larger apex angle might increase the external ankle moment arm and push-off work. However, there is limited room for improvement on collision work compared to generic settings.
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  • 文章类型: Journal Article
    背景:治疗性鞋类在降低糖尿病患者的峰值压力和保护感觉丧失以预防糖尿病足溃疡方面的有效性因手工生产和可能的足部结构变化而变化。以前解决这个问题的双向方法,具有个性化的3D打印摇杆中底和自调节鞋垫,在前脚掌中被证明有效,但在脚跟中效果较差。为了解决这个问题,开发了包含鞋跟杯的新鞋垫。
    方法:测量鞋内压力,而患有糖尿病并在脚跟出现高峰值压力(≥200kPa)的情况下丧失保护性感觉的人则在跑步机上行走,使用对照和个性化的摇杆鞋搭配对照和新的鞋垫。
    结果:广义估计方程显示,与单独使用摇杆鞋相比,单独使用新鞋垫并与摇杆鞋结合使用时近鞋跟的峰值压力显着降低。对于远端脚跟,与对照鞋相比,新鞋垫和摇臂鞋的组合显示峰值压力显着降低。对于前足和脚趾(不包括allux),与对照鞋相比,单独使用摇杆鞋或与脚跟杯组合使用显示峰值压力的显著降低。
    结论:与摇杆鞋配对的新型鞋垫可有效降低足跟远端的峰值压力。在近端脚跟有类似(或更多)的成功,可以用更柔顺的材料代替摇杆中底。摇杆鞋单独使用或与脚跟杯组合使用,可有效降低前脚和其他脚趾的峰值压力。
    BACKGROUND: Effectiveness of therapeutic footwear in reducing peak pressure in persons with diabetes and loss of protective sensation to prevent diabetic foot ulcers varies due to manual production and possible changing foot structure. A previous two-way approach to address this issue, featuring individualized 3D-printed rocker midsoles and self-adjusting insoles, proved effective in the forefoot but less in the heel. To address this, new insoles incorporating a heel cup are developed.
    METHODS: In-shoe pressure was measured, while persons with diabetes and loss of protective sensation with high peak pressure (≥ 200 kPa) in the heel walked on a treadmill with control and individualized rocker shoe paired with control and new insole.
    RESULTS: Generalized estimating equations revealed significant decrease in peak pressure in the proximal heel with the new insole alone and combined with rocker shoe compared to rocker shoe alone. For the distal heel, significant decrease in peak pressure is shown with the combination of new insole and rocker shoe compared to control shoe. For the forefoot and toes (excluding hallux) significant decrease in peak pressure is shown using the rocker shoe alone or combined with the heel cup compared to control shoe.
    CONCLUSIONS: The new insole paired with rocker shoe is effective in reducing peak pressure in the distal heel. To have similar (or more) success in proximal heel, one could replace the rocker midsole with more compliant materials. The rocker shoe used separately or combined with a heel cup effectively reduces the peak pressure in the forefoot and other toes.
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  • 文章类型: Journal Article
    在动态健康监测设置中自动和早期发现患有多发性神经病的糖尿病患者可能会减少糖尿病患者的主要危险因素。与疼痛和温度受损相关的增加和局部足底压力是多发性神经病患者中发展足部溃疡的组合。尽管在这一领域已经报道了许多有趣的研究工作,它们中的大多数强调信号采集过程和足底区域的足底压力分布。在这项工作中,使用足底压力和温度信号开发了一种机器学习辅助的低复杂性技术,该技术将对糖尿病性多发性神经病和健康受试者进行分类。分别使用主成分分析(PCA)和最大相关最小冗余(mRMR)方法进行特征提取和选择,然后使用k-NN分类器进行二元分类。使用来自43名受试者的100分钟公开可用的注释数据对所提出的技术进行了评估,并提供了盲测准确性。灵敏度,精度,F1分数,曲线下面积(AUC)为99.58%,99.50%,99.44%,分别为99.47%和99.56%。ARMv6控制器中的低资源硬件实现需要81.2kB的平均内存使用量和1.31s的延迟来处理从每个脚部区域的16个传感器通道收集的9s压力和温度数据。
    Automated and early detection of diabetics with polyneuropathy in an ambulatory health monitoring setup may reduce the major risk factors for diabetic patients. Increased and localized plantar pressure associated with impaired pain and temperature is a combination of developing foot ulcers in subjects with polyneuropathy. Although many interesting research works have been reported in this area, most of them emphasize on signal acquisition process and plantar pressure distribution in the foot region. In this work, a machine learning assisted low complexity technique was developed using plantar pressure and temperature signals which will classify between diabetic polyneuropathy and healthy subjects. Principal component analysis (PCA) and maximum relevance minimum redundancy (mRMR) methods were used for feature extraction and selection respectively followed by k-NN classifier for binary classification. The proposed technique was evaluated with 100 min of publicly available annotated data from 43 subjects and provides blind test accuracy, sensitivity, precision, F1-score, and area under curve (AUC) of 99.58%, 99.50%, 99.44%, 99.47% and 99.56% respectively. A low resource hardware implementation in ARM v6 controller required an average memory usage of 81.2 kB and latency of 1.31 s to process 9 s pressure and temperature data collected from 16 sensor channels for each of the foot region.
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