Linganisha mbinu

	Uchambuzi wa Muungano wa Misuli	Uchanganuzi wa Mwendo wa DTW	Uchanganuzi wa mazingira ya EMG
Nyanja	Biomekanika	Biomekanika	Biomekanika
Familia	Process / pipeline	Process / pipeline	Process / pipeline
Mwaka wa asili	1999	1978	1999
Mwanzilishi	Marc Tresch	Sakoe and Chiba	Roberto Merletti
Aina	Dimensionality reduction and pattern extraction	Sequence alignment and pattern matching	Digital signal processing pipeline
Chanzo asilia	Tresch, M. C., Saltiel, P., Bizzi, E., & Bizzi, E. (1999). The construction of movement by the spinal cord. Nature Neuroscience, 2(2), 162-167.	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.	Phinyomark, A., Quaine, F., Charbonnier, S., & Serviere, C. (2012). Robust EMG feature extraction in the whitespace. IEEE Transactions on Biomedical Engineering, 59(5), 1505-1517.
Majina mbadala	Motor synergy, Synergy extraction, Motor primitives	DTW, Gait pattern matching, Temporal gait comparison	EMG linear envelope, RMS envelope, Activation envelope
Zinazohusiana	3	3	3
Muhtasari	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.	Electromyography (EMG) envelope analysis extracts the amplitude modulation of muscle electrical activity to quantify muscle activation over time. By filtering and demodulating the raw EMG signal, practitioners obtain a smoothed activation profile that reflects when and how intensely a muscle is contracting during movement or fatigue.