المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/journal_contribution/Supplementary_material_/14682440

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.s001

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/media/UltraTrack_demo_/14682452

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.s003

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/media/Real-time_demo_/14682455

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.s004

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/dataset/Machine_learning_ML_model_comparisons_/14682473

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.t001

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/media/Hand-tracking_demo_/14682443

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.s002

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/figure/Ankle_movement_tasks_used_to_generate_experimental_data_set_of_B-mode_ultrasound_images_/14682458

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.g001

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/figure/Muscle_fascicle_length_versus_time_from_optimized_ML_algorithm_with_direct_training_across_tasks_/14682464

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.g003

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/figure/Workflow_from_B-mode_ultrasound_image_acquisition_and_processing_to_machine-learning_ML_model_training_and_real-time_muscle_length_tracking_/14682461

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.g002

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/dataset/Ankle_movement_task_comparisons_for_SVM_across_training_schemes_/14682476

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.t002

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/figure/Muscle_fascicle_length_versus_time_from_optimized_ML_algorithm_with_cross-participant_training_in_the_walking_task_/14682467

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.g004

المؤلفون: Luis G. Rosa (2080873), Jonathan S. Zia (10879754), Omer T. Inan (6681053), Gregory S. Sawicki (7392041)

مصطلحات موضوعية: Space Science, Biological Sciences not elsewhere classified, Information Systems not elsewhere classified, B-mode ultrasound, muscle fascicle length, soleus muscle fascicles, SVM, B-mode ultrasound image input, muscle fascicle length trajectories, ML models, track muscle length changes, subject, muscle fascicle length changes, B-mode ultrasound recordings, B-mode ultrasound data, Results Support vector machine, muscle physiology in-the-loop appli., ground truth length change data, novel wearable device control techn., pairing muscle fascicle lengths, muscle length change signals, RMSE, vivo muscle length change patterns, objective Dynamic muscle fascicle l., ankle motion tasks

Relation: https://figshare.com/articles/figure/Muscle_fascicle_length_versus_time_from_optimized_ML_algorithm_with_cross-task_training_in_the_walking_task_/14682470

الاتاحة: https://doi.org/10.1371/journal.pone.0246611.g005