Publications & Patents

The M-Sense Research Group pursues projects that span from basic research to commercialization.  Below are the output of this research in terms of academic publications and published patent applications. Code from many papers is available under a GPL license on our GitHub page.

GitHub

Peer Reviewed Journal Articles

R29.  McGinnis, EW, Anderau, S, Hruschak, J, Gurchiek, RD, Lopez-Duran,  NL, Fitzgerald, K, Rosenblum, K, Muzik, M, McGinnis, RS. Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood. IEEE Journal of Biomedical and Health Informatics: In Press. (Altmetric Attention Score of 198 is in the top 5% of all articles ever tracked and is the second highest score for any article ever published in this journal) 

R28.  Gurchiek, RD, Rupasinghe, H, Lasanthi W, McGinnis, RS, Arnholt, AT. Sprint Assessment using Machine Learning and a Wearable Accelerometer. Journal of Applied Biomechanics: (2019) 35, 164-169.

R27.    McGinnis, RS, McGinnis, EW, Hruschak, J, Lopez-Duran, NL, Fitzgerald, K, Rosenblum, K, Muzik, M. Rapid Detection of Internalizing Diagnosis in Young Children Enabled by Wearable Sensors and Machine Learning. PLoS One: (2019) 14, e0210267. (Altmetric Attention Score of 217 is in the top 5% of all articles ever tracked and in the top 1% of all articles of similar age) 

R26.    Sun, R, McGinnis, RS, Sosnoff, JJ. Novel Technology for Mobility and Balance Tracking in Patients with Multiple Sclerosis: A Systematic Review. Expert Reviews in Neurotherapeutics: (2018) 18, 887-898. 

R25.  Gurchiek, RD, McGinnis, RS, McBride, JM, Needle, A, van Werkhoven, H. An Adaptive Filtering Algorithm to Estimate Sprint Velocity Using a Single Inertial Sensor. Journal of Sports Engineering: (2018) 21, 389-399.

R24.  Jortberg, E, Silva, I, Bhatkar, V, McGinnis, RS, Sen-Gupta, E, Morey, B, Pindado, J, Wright, J, Bianchi, M. A novel adhesive biosensor system for detecting respiration, cardiac, and limb movement signals during sleep: validation with polysomnography. Nature and Science of Sleep: (2018) 10, 397-408.

R23.  McGinnis, RS, McGinnis, EW, Hruschak, J, Ip, K, Morlen, D, Lawler, J, Lopez-Duran, NL, Fitzgerald, K, Rosenblum, KL, Muzik, M. Wearable Sensors Detect Childhood Internalizing Disorders During Mood Induction Task. PLoS One: (2018) 13, e0195598.

R22.    Sun, R, Moon, Y, McGinnis, RS, Seagers, K, Motl, RW, Sheth, N, Wright, JA, Ghaffari, R, Sosnoff, JJ. Assessment of postural sway in individuals with multiple sclerosis using a novel wearable inertial sensor. Digital Biomarkers: (2018) 2, 1-10.

R21.    Gurchiek, R, McGinnis, RS, McBride, JM, Needle, A, van Werkhoven, H. Use of a Single Inertial Sensor to Estimate 3-Dimensional Ground Reaction Force during Accelerative Running Tasks. Journal of Biomechanics: (2017) 61, 263-268.

R20.    McGinnis, RS, McGinnis, EW, Fitzgerald, K, Muzik, M, Perkins, NC, Rosenblum, K. Movements indicate threat response phases in children at-risk for anxiety. IEEE Journal of Biomedical and Health Informatics: (2017) 21, 1460-1465.

R19.    Vitali, RV, Cain, SM, McGinnis, RS, Zaferiou, A, Ojeda L, Davidson, SP, Perkins, NC. Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units. Sensors: (2017) 17, 1970.

R18.    McGinnis, RS, Mahadevan, N, Moon, Y, Seagers, K, Sheth, N, DiCristofaro, S, Silva I, Jortberg, E, Wright, J, Ceruolo, M, Pindado, JA, Ghaffari, R, Patel, S.  A Machine Learning Approach for Gait Speed Estimation using Skin-mounted Wearable Sensors: From Healthy Controls to Individuals with Multiple Sclerosis. PLOS One: (2017) 12, e0178366.

R17.    Moon, Y, McGinnis, RS, Motl, RW, Seagers, K, Sheth, N, Wright, J, Ghaffari, R, Sosnoff, JS. Monitoring of Gait in Multiple Sclerosis with Novel Wearable Motion Sensors. PLOS One: (2017) 2, e0171346.

R16.    McGinnis, RS, Hough, J, Perkins, NC. Accuracy of wearable sensors for estimating joint reactions. ASME Journal of Computational and Nonlinear Dynamics: (2017) 12, 041010.

R15.    McGinnis, RS, Cain, SM, Davidson, SP, Vitali, RV, Perkins, NC, McLean, SG. Inertial Sensor and Cluster Analysis for Discriminating Agility Run Technique and Quantifying Changes across Load.  Biomedical Signal Processing and Control: (2017) 32, 150-156. 

R14.    Davidson, SP, Cain, SM, McGinnis, RS, Vitali, RV, Perkins, NC, McLean, SG. Quantifying Warfighter Performance in a Target Acquisition and Aiming Task using Wireless Inertial Sensors. Journal of Applied Ergonomics: (2016) 56, 27-33.

R13.    Cain SM, McGinnis RS, Davidson SP, Vitali RV, Perkins NC, McLean SG. Quantifying performance and effects of load carriage during a challenging balancing task using an array of wireless inertial sensors. Gait & Posture: (2016) 43, 65-69.

R12.    McGinnis, RS, Cain, SM, Davidson, SP, Vitali, R, Perkins, NC, McLean, SG.  Quantifying the Effects of Load Carriage and Fatigue under Load on Sacral Kinematics during Countermovement Vertical Jump with IMU-based Method.  Journal of Sports Engineering: (2016) 19, 21-34.

R11.    Whiteside, D, McGinnis, RS, Deneweth, JM, Zernicke, RF, Goulet, GC.  Ball flight kinematics, variability and pitching success in elite baseball.  Scandinavian journal of medicine & science in sports: (2016) 26, 256-265.

R10.    McGinnis, RS, Cain, SM, Tao, S, Whiteside, D, Goulet, GC, Gardner, EC, Bedi, A, Perkins, NC. Validation of a Novel IMU-based Three-dimensional Hip Angle Measurement in Diagnostic Tests for Femoroacetabular Impingement.  IEEE Transactions on Biomedical Engineering: (2015) 62, 1503-1513.

R9.    Nesbit, SM, McGinnis, RS.  Kinetic Constrained Golf Swing Optimization. Journal of Sports Science and Medicine: (2014) 13, 859–873.

R8.    McGinnis, RS, Perkins, NC. Inertial Sensor Based Method for Identifying Ball Joint Center of Rotation. Journal of Biomechanics: (2013) 46, 2546-2549.

R7.    McGinnis, RS, Perkins, NC. A Highly Miniaturized, Wireless Inertial Measurement Unit for Characterizing the Dynamics of Pitched Baseballs and Softballs. Sensors: (2012) 12, 11933-11945.

R6.    McGinnis, RS, Perkins, NC, King, KW. Reconstructing Free-flight Angular Velocity from Miniaturized Wireless Accelerometer. ASME Journal of Applied Mechanics: (2012) 79, 041013:1–041013:9.

R5.    King, KW, Hough, J, McGinnis, RS, Perkins, NC.  A New Technology for Resolving the Dynamics of a Swinging Bat, Journal of Sports Engineering: (2012) 15, 41-52.

R4.    Nesbit, SM, McGinnis, RS. Biomechanical Study of the Golf Swing Using a Full Body Computer Model, Journal of Applied Golf Research: (2011) http://thejagr.com/issue/issue-1-spring-2011/article/biomechanical-study-of-the-golf-swing-using-a-full-body-computer-model1.

R3.    King, KW, Perkins, NC, Churchill, H, McGinnis, RS, Doss, R, Hickland, R.  Bowling Ball Dynamics Revealed by Miniature Wireless MEMS Inertial Measurement Unit, Journal of Sports Engineering: (2010) 13, 95-104.

R2.    McGinnis, RS, Nesbit, SM.  Golf Club Deflection Characteristics as a Function of the Swing Hub Path, Open Sports Sciences Journal: (2010) 3, 155-164.

R1.   Nesbit, SM, McGinnis, RS. Kinematic Analysis of the Golf Swing Hub Path and its Role in Golfer/Club Kinetic Transfers. Journal of Sports Science and Medicine: (2009) 8, 235 - 246.

Peer Reviewed Conference Articles/Abstracts

R56.    Tulipani, L, Gurchiek, RD, Adamowicz, L, Warren, HR, Solomon, AJ, McGinnis, RS. Wearables demonstrate transition technique relates to balance confidence and falls in persons with multiple sclerosis. 9th International Symposium on Gait and Balance in Multiple Sclerosis: Technology for Assessment and Intervention: Accepted. Selected for a registration award as one of the top 5 abstracts submitted by a trainee.

R55.    Tulipani, L, Gurchiek, RD, Adamowicz, L, Warren, HR, Solomon, AJ, McGinnis, RS. Wearables demonstrate transition technique relates to balance confidence and fatigue in persons with multiple sclerosis. XXVII Congress of the International Society of Biomechanics / 43rd Annual Meeting of the American Society of Biomechanics 2019: Accepted.

R54.    Gurchiek, RD, Choquette, RH, Beynnon, BD, Slauterbeck, JR, Tourville, TW, Toth, MJ, McGinnis, RS. Wearable Sensor-Based Remote Gait Analysis Detects Altered Duty Factor and Phase Specific Quadriceps Muscle Activation in Patients Recovering from ACL Reconstruction Surgery. XXVII Congress of the International Society of Biomechanics / 43rd Annual Meeting of the American Society of Biomechanics 2019: Accepted for Oral Presentation. 

R53.    Gurchiek, RD, McGinnis, RS, Needle, AR, McBride, JM, van Werkhoven, H. An Inertial Sensor-Based Technique for Estimating Kinetic Sprint Performance Metrics. XXVII Congress of the International Society of Biomechanics / 43rd Annual Meeting of the American Society of Biomechanics 2019: Accepted for Oral Presentation.

R52.    McGinnis, RS, Gurchiek, RD, Adamowicz, L, Tulipani, L. An Analysis Platform for Wearable Sensor-Based Remote Gait Monitoring. Dynamic Walking 2019: Canmore, AB, June 2019.

R51.    Gurchiek, RG, Choquette, RH, Beynnon, BD, Slauterbeck, JR, Tourville, TW, Toth, MJ, McGinnis, RS. Remote Gait Analysis Using Wearable Sensors Detects Asymmetric Gait Patterns in Patients Recovering from ACL Reconstruction. IEEE Conference on Body Sensor Networks 2019: Chicago, IL, May 2019. Selected as best student presentation and for a NSF registration award.

R50.    McGinnis, RS, McGinnis, EW, Petrillo, CJ, Price, M. Mobile Biofeedback Therapy for the Treatment of Panic Attacks: A Pilot Study. IEEE Conference on Body Sensor Networks 2019: Chicago, IL, May 2019. 

R49.    Tulipani, L, Adamowicz, L, Warren, HR, Gurchiek, RD, Weed, L, Solomon, AJ, McGinnis, RS. Transitioning assessments from the clinic to daily life: exploring sit-to-stand transition rates as a means for assessing symptom fluctuation. Americas Committee for Treatment and Research in Multiple Sclerosis: Dallas, TX, February 2019. Selected for a student registration award.

R48.    Gurchiek, RD, Adamowicz, L, Tulipani, L, Weed, L, Solomon, AJ, McGinnis, RS. Wearable sensor-based characterization of gait biomechanics in patients with multiple sclerosis: Comparing in-lab and daily life observations. Americas Committee for Treatment and Research in Multiple Sclerosis: Dallas, TX, February 2019.

R47.    Xia, K, Adamowicz, L, Weed, L, Duksta, C, Barnhart, G, Solomon, A, McGinnis, RS. Gait Kinematics and Muscle Activity from Wearable Sensors Associated with Disability in Persons with Multiple Sclerosis. BMES 2018: Atlanta, GA, October 2018.

R46.    Weed, L, Petrillo, C, Adamowicz, L, McGinnis, RS. Effect of EMS Loading Configuration On Stair Ascent and Descent Biomechanics Using a Kalman Filter and Wearable Inertial Sensors. BMES 2018: Atlanta, GA, October 2018.

R45.    Meyer, B, Cain, SM, Perkins, NC, McGinnis, RS. Predicting Vertical Ground Reaction Forces During Jumping from Wearable Sensor Data. BMES 2018: Atlanta, GA, October 2018.

R44.    Scism, J, McGinnis, EW, Hruschak, J, Lopex-Duran, NL, Fitzgerald, K, Rosenblum, K, Muzik, M, McGinnis, RS. Wearables and Bubbles: Identifying Young Children with Internalizing Disorders. BMES 2018: Atlanta, GA, October 2018.

R43.    Adamowicz, L, McGinnis, RS. Unscented Kalman Filter For Estimating Knee Joint Flexion Axis Using Wearable Sensors. BMES 2018: Atlanta, GA, October 2018.

R42. Adamowicz, L, McGinnis, RS. Using Gyroscopic Measurements to Compare Spinal Twisting Angles Experienced During Walking, Running, and Cross-Country Skiing. BMES 2018: Accepted.

R41. Weed, L, Robinson, J, Goodwin, LB, McGinnis, RS. Open-Source Wearable Sensor Based Method Feasible for Tracking Steps in Patients Recovering from Stroke. BMES 2018: Accepted.

R40. McGinnis, RS, McGinnis, EW, Hruschak, J, Lopex-Duran, NL, Fitzgerald, K, Rosenblum, K, Muzik, M. Rapid Anxiety and Depression Diagnosis in Young Children Enabled by Wearable Sensors and Machine Learning. Conference for the IEEE Engineering in Medicine and Biology Society EMBC’18: Honolulu, HI, July 2018.

R39. Kasser, SL, Ahern, K, Triquet, T, Hindsdale, K, McGinnis, RS. Effects of Cognitive Motor Interference on the Neural Control System Underlying Mobility in Adults with Multiple Sclerosis. Annual Meeting of the Consortium of Multiple Sclerosis Centers 2018: Nashville, TN, May 2018.

R38. Gurchiek, RD, Rupasinghe, H, Lasanthi W, McGinnis, RS, Arnholt, AT. Sprint Assessment using Machine Learning and a Wearable Accelerometer. Gait and Clinical Movement Analysis Society 2018: Indianapolis, IN, May 2018.

R37. McGinnis, RS, McGinnis, EW, Hruschak, J, Lopex-Duran, NL, Fitzgerald, K, Rosenblum, K, Muzik, M. Wearable Sensors and Machine Learning Diagnose Anxiety and Depression in Young Children. IEEE Conference on Biomedical and Health Informatics 2018: Las Vegas, NV, March 2018.

R36. McGinnis, RS, Redrado, JB, Choquette, RH, Beynnon, BD, Slauterbeck, JR, Tourville, TW, Toth, MJ. Wearable Sensors Capture Differences in Muscle Activity and Gait Patterns During Daily Activity in Patients Recovering from ACL Reconstruction. IEEE Conference on Body Sensor Networks 2018: Las Vegas, NV, March 2018.

R35.    Weed, L, McGinnis, RS. Validation of Gait Analysis Pro App for 10m Walk Test. BMES 2017: Phoenix, AZ, October 2017.

R34.    Gurchiek, R, McGinnis, RS, McBride, JM, Needle, A, van Werkhoven, H. The Use of a Single Inertial Sensor to Estimate 3-Dimensional Ground Reaction Force during Accelerative Running Tasks. 41st Annual Meeting of the American Society of Biomechanics: Boulder, CO, August 2017.

R33.    Gurchiek, R, McGinnis, RS, McBride, JM, Needle, A, van Werkhoven, H. An Adaptive Filtering Algorithm to Estimate Sprint Velocity Using a Single Inertial Sensor. 41st Annual Meeting of the American Society of Biomechanics: Boulder, CO, August 2017.

R32.    McGinnis, RS, DiCristofaro, S, Mahadevan, N, Sen-Gupta, E, Silva I, Jortberg, E, Wright, J, Ghaffari, R, Aranyosi, AJ, Patel, S. Longitudinal Data from Wearable Sensor System Suggests Movement Improves Standing Posture. 41st Annual Meeting of the American Society of Biomechanics: Boulder, CO, August 2017.

R31.    McGinnis, RS, McGinnis, EW.  Active Learning in Biomechanics Using Wearable Sensors: A Case Study From The University Of Vermont. 41st Annual Meeting of the American Society of Biomechanics: Boulder, CO, August 2017.

R30.    McGinnis, RS, DiCristofaro, S, Sen-Gupta, E, Mahadevan, N, Silva I, Jortberg, E, Wright, J, Murphy, B, McGrane, B, Raj, M, Ceruolo, M, Pindado, JA, Ghaffari, R, Patel, S.  Longitudinal Posture and Activity Tracking in the Home Enabled by Machine Learning and a Conformal, Wearable Sensor System. SB³C 2017: Tucson, AZ, June 2017.

R29.    Sun, R, Moon, Y, McGinnis, RS, Seagers, K, Motl, RW, Sheth, N, Wright, JA, Ghaffari, R, Sosnoff, JJ. A Soft, Flexible Skin-Mounted Sensor for Monitoring Balance Deficits in People with Multiple Sclerosis. 2017 CMSC Annual Meeting: New Orleans, LA, May 2017.

R28.    Johnson, AM, Etter, JE, Petrillo, CJ, Chen, W, Nuzzolo, J, McGinnis, RS. Wearable Sensors Show That Talking, Not Texting, Impairs Postural Control. 43^rd Annual Northeast Bioengineering Conference: New Jersey Institute of Technology, March 2017. 

R27.    Moon, Y, McGinnis, RS, Seagers, K, Motl, RW, Sheth, N, Wright, J, Ghaffari, R, Sosnoff, JS. Monitoring Gait in Multiple Sclerosis with Novel Wearable Motion Sensors. 2016 American Congress of Rehabilitation Medicine Annual Conference: Chicago, IL, October 2016.

R26.    Silva, I, McGinnis, RS, Patel, S, DiCristofaro, S, Mahadevan, N, Jortberg, E, Ceruolo, M, Pindado, J.  Development and cloud deployment of machine learning models for heartbeat classification on data from wearable devices.  3^rd International Conference on Predictive Applications and APIs (PAPIs ’16): Boston, MA, October 2016.

R25.    McGinnis, RS, Patel, S, Silva, I, Mahadevan, N, DiCristofaro, S, Jortberg, E, Ceruolo, M, Aranyosi, AJ. Skin Mounted Accelerometer System for Measuring Knee Range of Motion. Conference for the IEEE Engineering in Medicine and Biology Society EMBC’16: Orlando, FL, August 2016.

R24.    Patel, S, McGinnis, RS, Silva, I, DiCristofaro, S, Mahadevan, N, Jortberg, E, Franco, J, Martin, A, Raj, M, McGrane, B, DePetrillo, P, Aranyosi, AJ, Ceruolo, M, Pindado, J, Ghaffari, R. A wearable computing platform for the development and deployment of cloud-based machine learning models for health monitoring. Conference for the IEEE Engineering in Medicine and Biology Society EMBC’16: Orlando, FL, August 2016. 

R23.    McGinnis, RS, McGinnis, EW, Fitzgerald, K, Muzik, M, Perkins, NC, Rosenblum, KL. Startle Response as a Biomarker for Mental Health Risk in Preschoolers. Grand Rounds at the University of Michigan, Psychiatry Department symposium: Can we predict risk of developing a mental illness? Ann Arbor, MI, November 2015.

R22.    McGinnis RS, Cain SM, McLean SG, Davidson SP, Vitali RV, Perkins NC.  Inertial Sensor and Cluster Analysis for Discriminating Agility Run Technique.  9^th IFAC Symposium on Biological and Medical Systems. Berlin, September 2015. 

R21.    McGinnis RS, Cain SM, Davidson SP, Vitali RV, McLean SG, Perkins NC. Wearable Inertial Sensor for Agility Run Performance Assessment. ASME IDETC/CIE 2015. Boston, MA, August 2015.

R20.    McLean SG, Cain SM, McGinnis RS, Davidson SP, Vitali RV, Perkins NC. Quantifying Field-Based Warfighter Performance via a Body-Worn Array of Wireless Inertial Sensors. American Society of Biomechanics. Columbus, OH, August 2015.

R19.    Cain SM, McGinnis RS, Davidson SP, Vitali RV, McLean SG, Perkins NC. Quantifying Performance and Effects of Load Carriage During Completion a Window Obstacle Using an Array of Wireless Inertial Sensors. American Society of Biomechanics. Columbus, OH, August 2015.

R18.    Deneweth, J, McGinnis, RS, Zernicke, R, Goulet, G. Individual-specific determinants of successful adaptation to minimal and maximal running shoes.  Footwear Biomechanics Symposium. Liverpool, UK, July 2015.

R17.    Davidson SP, McGinnis RS, Vitali RV, Cain SM, Perkins NC, McLean SG. Validating Inertial Measurement Units as a Method for Determining Rifle Aiming Performance. International Society of Biomechanics. Glasgow, Scotland, July 2015.

R16.    Cain SM, McGinnis RS, Davidson SP, Vitali RV, McLean SG, Perkins NC. Quantifying Performance and Effects of Load Carriage during a Challenging Balancing Task using an Array of Wireless Inertial Measurement Units. International Society of Biomechanics. Glasgow, Scotland, July 2015.

R15.    McGinnis, RS, Cain, SM, Davidson, SP, Vitali, R, McLean, SG, Perkins, NC.  Validation of Complementary Filter Based IMU Data Fusion for Tracking Torso Angle and Rifle Orientation.  2014 ASME International Mechanical Engineering Congress and Exposition, November 14-20, Montreal, QC.

R14.    Fox, A, Davidson, S, McGinnis, R, Cain, S, Saunders, N, & McLean, S. Exploring the use of wireless inertial measurement units for biomechanical analysis of side-step cutting manoeuvres.  2014 Australian Conference of Science and Medicine in Sport, October 15-18, Canberra, Australia.

R13.    Cain, SM, McGinnis, RS, Davidson, SP, Vitali, R, Perkins, NC, McLean, SG.  Using Inertial Measurement Units to Quantify Gait Performance. Dynamic Walking 2014, June 10-13, Zurich, Switzerland.

R12.    Whiteside, D, McGinnis, RS, Deneweth, JM, Holstad, R, Martini, DN, Zernicke, RF, & Goulet, GC. Relating ball flight characteristics, variability in release location and game success in elite baseball pitchers. XIX Annual Congress of the European College of Sport Science, July 2-5, 2014, Amsterdam, Netherlands.

R11.    McGinnis, RS, Cain, SM, Davidson, SP, Vitali, R, McLean, SG, Perkins, NC.  Validation of IMU-based Method for Tracking Warfighter Torso Angle during Up-down Maneuver.  7^th World Congress of Biomechanics, July 6-11, 2014, Boston, MA.

R10.    McGinnis, RS, Cain, SM, Davidson, SP, Vitali, R, McLean, SG, Perkins, NC.  Validation of IMU-based Method for Tracking Warfighter Motion during Jumping Maneuver.  7^th World Congress of Biomechanics, July 6-11, 2014, Boston, MA.

R9. Cain, SM, McGinnis, RS, Davidson, SP, Vitali, R, McLean, SG, Perkins, NC.  An IMU-based method for quantifying gait: algorithm development and comparisons to motion capture and instrumented treadmill data.  7^th World Congress of Biomechanics, July 6-11, 2014, Boston, MA.

R8. Davidson, SP, McGinnis, RS, Cain, SM, Vitali, R, McLean, SG, Perkins, NC.  Validating Inertial Measurement Units as a Method for Determining Rifle Aiming Performance.  7^th World Congress of Biomechanics, July 6-11, 2014, Boston, MA.

R7. Vitali, R, McGinnis, RS, Cain, SM, Davidson, SP, McLean, SG, Perkins, NC.  Quantifying Rifle Aiming Dynamics with an Inertial Measurement Unit.  7^th World Congress of Biomechanics, July 6-11, 2014, Boston, MA.

R6. Fox, A, Cain, SM, McGinnis, RS, Davidson, SP, Vitali, R, Perkins, NC, McLean, SG.  Ability of body worn inertial measurement units to detect changes in performance during a loaded step-up task.  American Society of Biomechanics 2014 Midwest Regional Meeting, March 4-5, Akron, OH.

R5. McGinnis, RS, Hough, J, Perkins, NC. Benchmarking the Accuracy of Inertial Measurement Units for Estimating Joint Reactions.  Proceedings 2013 ASME International Mechanical Engineering Congress and Exposition, San Diego, CA. IMECE2013-63303. Best paper award, ASME Bioengineering Division: Biomedical and Biotechnology Engineering

R4. Hough, J, McGinnis, RS, Perkins, NC. Benchmarking the Accuracy of Inertial Measurement Units for Estimating Kinetic Energy.  Proceedings 2013 ASME International Mechanical Engineering Congress and Exposition, San Diego, CA.  IMECE2013-63300.

R3. McGinnis, RS, Perkins, NC.  Pitcher Training Aided by Instrumented Baseball.  9^th Conference of the International Sports Engineering Association (ISEA), Lowell, MA.  Published in Procedia Engineering: (2012) 34, 580-585.   

R2. McGinnis, RS, Perkins, NC, King, KW.  Miniaturized Wireless IMU Enables Low-Cost Baseball Pitching Training Aid. 35th Annual Meeting of the American Society of Biomechanics, Long Beach, CA, August 10-13, 2011.

R1. McGinnis, RS, Nesbit, SM.  Analysis of the Swing Hub of the Golf Shot.  13th European College of Sports Science Congress, Estoril, Portugal, July 9-12, 2008.

Published Patent Applications

R9.    Raj, M, McGinnis, RS. Closed Loop Respiratory Monitoring System for Sleep Quality Characterization. Filed October 28, 2016.

R8.    Ghaffari, R, Patel, S, Raj, M, McGinnis, RS. Method and System for Neuromodulation and Stimulation. US 15/286,129, Filed October 5, 2016.

R7.    Pindado, JA, Ceruolo, MC, Patel, SP, McGinnis, RS, DePetrillo, P.  Method and System for Crowd-Sourced Algorithm Development. US 15/272,816, Filed September 22, 2016.

R6.    Patel, SP, McGinnis, RS, Prakash, A, Ghaffari, R, Raj, M, Silva, A, Jortberg, E.  Automated detection and configuration of wearable devices based on on-body status, location, and/or orientation. US 15/048,576, Filed February 19, 2016.

R5.    McGinnis, RS, Perkins, NC, Copple, BR. IMU Array for Assessing Proper Head and Torso Posture during Physical Impact in Sport.  US 61/931,767, Filed January 27, 2014.  PCT/US2015/012857 Filed January 26, 2015.

R4.    McGinnis, RS, Perkins, NC.  Athlete Speed Prediction Method Using Data from Attached Inertial Measurement Unit.  US Patent 9,213,889, Filed March 25, 2014, Awarded December 15, 2015.

R3.    McGinnis, RS, Perkins, NC.  Ball Joint Center Locating Method Using Data from Attached Inertial Measurement Unit.  US 61/694,790, Filed August 30, 2012.  PCT/US2013/057303, Filed August 29, 2013.

R2.    McGinnis, RS, Perkins, NC.  Pitcher Training Apparatus and Method Using a Ball with an Embedded Inertial Measurement Unit.  US Patent 9,032,794.  PCT/US2013/053556, Filed August 5, 2013, Awarded May 19, 2015. 

R1.    Perkins, NC, King, KW, and McGinnis, RS. Apparatus and Methods for Employing Miniature IMU's for Deducing Forces and Moments on Bodies. US 13/236,728, Filed September 20, 2011.

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