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肌肉协同分析×动态时间规整步态分析×
领域生物力学生物力学
方法族Process / pipelineProcess / pipeline
起源年份19991978
提出者Marc TreschSakoe and Chiba
类型Dimensionality reduction and pattern extractionSequence alignment and pattern matching
开创性文献Tresch, M. C., Saltiel, P., Bizzi, E., & Bizzi, E. (1999). The construction of movement by the spinal cord. Nature Neuroscience, 2(2), 162-167. DOI ↗Sakoe, H., & Chiba, S. (1978). Dynamic programming algorithm optimization for spoken word recognition. IEEE Transactions on Acoustics, Speech, and Signal Processing, 26(1), 43-49. DOI ↗
别名Motor synergy, Synergy extraction, Motor primitivesDTW, Gait pattern matching, Temporal gait comparison
相关33
摘要Muscle synergy analysis decomposes complex motor behavior into a small set of coactivated muscle groups (synergies or motor primitives). Pioneered by Marc Tresch and colleagues studying frog motor control, this approach reveals how the nervous system simplifies the control of many muscles by organizing them into task-relevant combinations.Dynamic Time Warping (DTW) is a sequence alignment algorithm that measures similarity between time series of different lengths by allowing flexible temporal matching. Applied to gait analysis, DTW enables comparison of walking patterns across subjects and conditions despite variations in cadence or stride length.
ScholarGate数据集
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ScholarGate方法对比: Muscle Synergy Analysis · DTW Gait Analysis. 于 2026-06-19 检索自 https://scholargate.app/zh/compare