Sams1357/Muscle_Fatigue_Cycling

--- license: cc-by-4.0 language: - en - es tags: - fatigue - muscle - EMG - Cycling - Biomedical - time-series pretty_name: Muscle Fatigue in Cyclist task_categories: - time-series-forecasting --- This dataset was created with healthy participants aged between 18 and 25 years old. The participants in this dataset were not frequent athletes. The dataset consists of 8 EMG signals recorded from the domineering foot of each participant during a cycling trial. The participants performed exercises on a conditioned cycle, alternating with short periods of high-intensity sprints. When a participant could no longer sustain the sprint intensity, this was considered the first index of fatigue and was labeled as "Transition-to-Fatigue." If the participant was unable to continue the base exercise, it was labeled as "Fatigue." For this dataset, it is recommended to work with binary classification models, taking the "Transition-to-Fatigue" state as the positive class, as the data in the "Fatigue" class is significantly limited. **FEATURES** - Time - Right Rectus femoris - Left Gluteus maximus - Left Gastrocnemius medialis - Left Semitendinosus - Left Biceps femoris caput longus - Right Vastus medialis - Right Tibialis anterior - Left Gastrocnemius lateralis **TARGETS** - 0-No Fatigue - 1-Transition To Fatigue - 2-Fatigue By: Yomin Jaramillo M许可证：CC BY 4.0 语言： - 英语 - 西班牙语 标签： - 疲劳 - 肌肉 - 肌电图 - 骑行运动 - 生物医学 - 时间序列 数据集名称：骑行者肌肉疲劳 任务类别： - 时间序列预测 本数据集采集自18至25岁的健康受试者，且受试者均非长期规律运动的人群。 本数据集包含8路肌电图（Electromyography, EMG）信号，采集自每位受试者在骑行测试过程中的惯用脚。受试者在经过校准的骑行训练台上完成训练，骑行过程中穿插短时长的高强度冲刺阶段。当受试者无法维持冲刺强度时，记为疲劳初始标志，标记为“疲劳过渡态（Transition-to-Fatigue）”；若受试者无法继续基础骑行训练，则标记为“疲劳状态（Fatigue）”。 鉴于“疲劳状态”类别的样本量显著不足，本数据集推荐采用二分类模型进行建模，将“疲劳过渡态”设为正样本类别。 **特征字段** - 时间戳 - 右侧股直肌 - 左侧臀大肌 - 左侧内侧腓肠肌 - 左侧半腱肌 - 左侧股二头肌长头 - 右侧股内侧肌 - 右侧胫骨前肌 - 左侧外侧腓肠肌 **标签字段** - 0-无疲劳 - 1-疲劳过渡态 - 2-疲劳状态 作者：约明·哈拉米略·M（Yomin Jaramillo M）