Faculty Directory

Hahn, Jin-Oh

Hahn, Jin-Oh

Professor
Fischell Fellow
Affiliate Faculty, Applied Mathematics & Statistics, and Scientific Computation Program
Mechanical Engineering
Robert E. Fischell Institute for Biomedical Devices
2104C Glenn L. Martin Hall, Building 088
Website(s):

EDUCATION

  • Ph.D., Massachusetts Institute of Technology, 2008
  • M.S./B.S., Seoul National University, 1999/1997

 

HONORS AND AWARDS

  • Best Bio-Systems and Healthcare Paper Award, ASME DSCD Bio-Systems and Healthcare TC, 2020
  • IEEE Engineering in Medicine and Biology Society Most Impactful Paper Award (3rd Place), IEEE Engineering in Medicine and Biology Society, 2019
  • Outstanding Gemstone Mentor Award, University of Maryland Gemstone Honors Program, 2019
  • Faculty Early Career Development (CAREER) Award, US National Science Foundation, 2018
  • Best Bio-Systems and Healthcare Paper Award, ASME DSCD Bio-Systems and Healthcare TC, 2017
  • Young Investigator Program Award, US Office of Naval Research, 2014 
  • Young Investigator Grant Award, Korean-American Scientists and Engineers Association, 2013
  • Gold Prize, Samsung Human-Tech Thesis Award, 2008

 

PROFESSIONAL MEMBERSHIPS

  • Fellow, ASME 
  • Senior Member, IEEE
  • Professional Member, American Heart Association
  • Member, KSEA
  • ASME Dynamic Systems and Control Division, Bio-Systems and Healthcare Technical Committee: Past Chair (2018-2019), Chair (2017-2018), Vice chair (2016-2017), Secretary (2015-2016), Publicity Chair (2013-2015)
  • IEEE Engineering in Medicine and Biology Society, Technical Committee on Cardiopulmonary Systems: Member
  • IEEE Control Systems Society, Technical Committee on Healthcare and Medical Systems: Member
  • Institute of Control, Robotics and Systems (ICROS); Member, International Cooperation Committee (2014-2016)

 

NOTABLES

  • [08/2022] Dr. Hahn was re-appointed as an Associate Editor for the ASME Journal of Dynamic Systems, Measurement and Control.  Dr. Hahn's appointment period will be 2022-2025.
  • [04/2022] The article presented at the American Burn Association Annual Meeting “Tracking Cardiac Output during Burn Resuscitation via Pulse Wave Analysis” was selected for a Top 5 Abstracts.
  • [04/2022] Dr. Hahn was awarded an R03 Grant from the National Institutes of Health (NIH: NIBIB).
  • [04/2022] Ghazal ArabiDarrehDor was awarded an Ann G. Wylie Dissertation Fellowship from University of Maryland.
  • [03/2022] Dr. Hahn was appointed as an Associate Editor for the ACM Transactions on Computing for Healthcare.  Dr. Hahn's appointment period will be 2022-2025.
  • [02/2022] Dr. Hahn’s patent, “US 11,241,170: Monitor for Blood Pressure and Other Arterial Properties” was issued.
  • [01/2022] Dr. Hahn received an MII Grant from the Maryland Technology Development Corporation (TEDCO) as Co-I [Lead: University of Maryland School of Medicine, PI: Dr. Shelby Stewart].
  • [12/2021] Dr. Hahn received a research grant from the Johns Hopkins University Applied Physics Laboratory as Co-I [PI: Dr. Jae Kun Shim].
  • [12/2021] Dr. Hahn received a CDMRP Grant from the US Army as Co-I [Lead: Uniformed Services University of the Health Sciences, PI: Dr. David Burmeister].
  • [12/2021] Yekanth Chalumuri was selected as a Future Faculty Fellow in the A.J. Clark School of Engineering at University of Maryland.
  • [11/2021] Dr. Hahn was invited to speak at the Asan International Biomedical Engineering Symposium.
  • [10/2021] The article presented at the Modeling, Estimation, and Control Conference “Observer Design and Analysis for Non-Invasive Hemorrhage Detection” was selected for a Finalist for the Best Student Paper Award.
  • [10/2021] Dr. Hahn served as Co-Organizer and Chair for an Invited Session at the Modeling, Estimation, and Control Conference (Virtual).
  • [09/2021] Dr. Hahn received a GCR Grant from the National Science Foundation (NSF) as Co-PI [PI: Dr. Hosam Fathy].
  • [08/2021] Dr. Hahn received an R21 Grant from the National Institutes of Health (NIH: NIBIB) as Co-I [Lead: University of Pittsburgh, PI: Dr. Ramakrishna Mukkamala].
  • [07/2021] Dr. Hahn served as Special Session Co-Organizer and Co-Chair at the IEEE Biomedical Health Informatics Conference (Virtual).
  • [06/2021] Ali Tivay received an INTERN Supplememtal Funding from the National Science Foundation (NSF).
  • [05/2021] Dr. Hahn was awarded a Young Investigator Fellowship from Robert E. Fischell Institute at University of Maryland [Co-PIs: Dr. Joseph Friedberg, Dr. Hosam Fathy, & Dr. Miao Yu].
  • [04/2021] Dr. Hahn gave an invited talk at Villanova University.
  • [04/2021] Dr. Hahn was elected a Fellow of ASME.
  • [12/2020] Dr. Hahn was awarded a research grant from the Office of Naval Research (ONR), in collaboration with Georgia Institute of Technology.
  • [12/2020] Ali Tivay was awarded a Graduate School’s Outstanding Research Assistant Award from University of Maryland.
  • [10/2020] Dr. Hahn gave an invited talk at IEEE EMBS Baltimore Chapter Technical Meeting.
  • [10/2020] The article presented at the American Control Conference “Virtual Patient Generation using Physiological Models through a Compressed Latent Parametrization” was selected for the 2020 Best Bio-Systems and Healthcare Paper Award from Bio-Systems and Healthcare Technical Committee, ASME Dynamic Systems and Control Division.
  • [08/2020] Dr. Hahn gave an invited talk at Seoul National University.
  • [06/2020] Dr. Hahn received a CMMI EAGER Grant related to COVID-19 from the National Science Foundation (NSF) as Co-PI [PIs: Dr. Hosam Fathy & Dr. Joseph Friedberg].
  • [05/2020] Dr. Hahn gave an invited talk at Uniformed Services University of the Health Sciences.
  • [04/2020] Dr. Hahn served as Technical Program Committee Member at the International Conference on Cyber-Physical Systems (ICCPS; Sydney, Austrailia).
  • [04/2020] Azin Mousavi was awarded an Ann G. Wylie Dissertation Fellowship from University of Maryland.
  • [02/2020] Dr. Hahn's work on “Novel Devices to Unobtrusively Determine Cardiovascular Function” was nominated as a Finalist for 2019 University of Maryland Invention of the Year Awards.
  • [12/2019] Ali Tivay was selected as a Future Faculty Fellow in the A.J. Clark School of Engineering at University of Maryland.
  • [12/2019] Azin Mousavi was awarded a Graduate School’s Outstanding Research Assistant Award from University of Maryland.
  • [12/2019] Dr. Hahn was invited to speak at the International Robotic Surgery Live (IRSL) 2019 (Seoul, Korea).
  • [12/2019] Dr. Hahn gave an invited talk at Chonnam National University.
  • [11/2019] The article “Towards Ubiquitous Blood Pressure Monitoring via Pulse Transit Time,” published in IEEE TBME in 2015, was selected to receive a 2019 IEEE Engineering in Medicine and Biology Most Impactful Paper Award (3rd Place).
  • [10/2019] Dr. Hahn gave an invited talk at Seoul National University.
  • [10/2019] Dr. Hahn gave an invited talk at Samsung Advanced Institute of Technology.
  • [09/2019] Dr. Hahn gave an invited talk at Pohang University of Science and Technology.
  • [09/2019] Dr. Hahn received a CDMRP FORwARD Grant from the US Army as Co-I [Lead: University of Texas Medical Branch; PI: Dr. George C. Kramer].
  • [08/2019] Dr. Hahn was awarded a research grant from the Office of Naval Research (ONR).
  • [08/2019] Dr. Hahn was appointed as an Associate Editor for the ASME Journal of Dynamic Systems, Measurement and Control.  Dr. Hahn's appointment period will be 2019-2022.
  • [07/2019] Dr. Hahn served as Mini Symposium Organizer at the IEEE Engineering in Medicine and Biology Conference (Berlin, Germany).
  • [07/2019] Dr. Hahn served as Organizer for Invited Sessions at the American Control Conference (Philadelphia, PA).
  • [07/2019] Dr. Hahn received a research grant from the Office of Naval Research (ONR) as Co-I [Lead: Georgia Institute of Technology, PI: Dr. Omer Inan].
  • [05/2019] Dr. Hahn received the Outstanding Gemstone Mentor Award from the Gemstone Honors Program at University of Maryland.
  • [05/2019] Dr. Hahn served as Special Session Co-Organizer, Co-Chair, and Presenter at the IEEE Biomedical Health Informatics Conference (Chicago, IL).
  • [04/2019] Dr. Hahn gave an invited talk at the University of Houston.
  • [04/2019] Zahra Ghasemi was awarded a 3-Minute Thesis (3MT) Finalist Award at University of Maryland.
  • [01/2019] Ramin Bighamian joined the George Mason University as Assistant Professor in the Department of Mechanical Engineering.
  • [12/2018] Xin Jin was awarded a Graduate School’s Outstanding Research Assistant Award from University of Maryland.
  • [12/2018] Azin Mousavi was selected as a Future Faculty Fellow in the A.J. Clark School of Engineering at University of Maryland.
  • [11/2018] Dr. Hahn’s patent, “US 10,136,823: Methods and Apparatus for Determining Cuff Blood Pressure” was issued.
  • [11/2018] The article “Ballistocardiogram (BCG)-Based Approach to Cuff-Less Blood Pressure Monitoring: Proof-of-Concept and Potential Challenges” was selected as a Featured Article in IEEE Transactions on Biomedical Engineering.
  • [11/2018] Dr. Hahn will serve for the Bio-Systems and Healthcare Technical Committee in the ASME’s Dynamic Systems and Control Division as Past Chair during 2018-2019.
  • [10/2018] Dr. Hahn served as Co-Organizer for Invited Sessions at the ASME Dynamic Systems and Control Conference (Atlanta, GA).
  • [10/2018] Zahra Ghasemi was invited to attend the Rising Stars in Mechanical Engineering Workshop at the Massachusetts Institute of Technology.
  • [09/2018] Dr. Hahn was awarded a research grant from the FDA to develop test methods for assessing the accuracy of NIBP monitors.
  • [09/2018] Dr. Hahn was awarded a CMMI Grant from the National Science Foundation (NSF).
  • [07/2018] The article “Data Mining Investigation of the Association between a Limb Ballistocardiogram and Blood Pressure” was selected as a Featured Article in Physiological Measurements.
  • [07/2018] Dr. Hahn served as Mini Symposium Organizer, Co-Chair, and Presenter at the IEEE Engineering in Medicine and Biology Conference (Honolulu, HI).
  • [07/2018] Dr. Hahn was awarded an Innovative Project Award from the American Heart Association (AHA).
  • [07/2018] Dr. Hahn was awarded a UM Ventures Seed Grant from University of Maryland.
  • [06/2018] Dr. Hahn was invited to speak at the Samsung Mobile Healthcare Forum.
  • [05/2018] Ramin Bighamian (PhD 2017) was awarded the UMD Department of Mechanical Engineering Best Dissertation Award.
  • [03/2018] Dr. Hahn was awarded a Faculty Early Career Development (CAREER) Award from the National Science Foundation (NSF).
  • [11/2017] Dr. Hahn was featured on the IBM Business of Government Podcast (http://www.businessofgovernment.org/interview/jin-oh-hahn-and-monifa-vaughn-cooke).
  • [11/2017] Dr. Hahn will serve for the Bio-Systems and Healthcare Technical Committee in the ASME’s Dynamic Systems and Control Division as Chair during 2017-2018.
  • [10/2017] The article presented at the Dynamic Systems and Control Conference “Estimation of Central Aortic Blood Pressure from Non-Invasive Cuff Pressure Oscillation Signals via System Identification” was selected for the 2017 Best Bio-Systems and Healthcare Paper Award from Bio-Systems and Healthcare Technical Committee, ASME Dynamic Systems and Control Division.
  • [10/2017] Dr. Hahn served as Co-Organizer and Co-Chair for Invited Sessions at the ASME Dynamic Systems and Control Conference (Tysons Corner, VA).
  • [08/2017] Dr. Hahn served as Mini Symposium Organizer, Chair, and Speaker at the IEEE Engineering in Medicine and Biology Conference (Jeju, Korea).
  • [07/2017] Dr. Hahn gave an invited talk at Seoul national University (School of Mechanical and Aerospace Engineering), Sogang University, Hanyang University, and Seoul National University (Department of Biomedical Engineering).
  • [07/2017] Dr. Hahn served as Technical Program Committee Member at the IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (Philadelphia, PA).
  • [07/2017] Dr. Hahn was awarded a research grant from the FDA to develop test methods for assessing the accuracy of NIBP monitors.
  • [07/2017] Dr. Hahn was awarded a UM Ventures Seed Grant from University of Maryland.
  • [05/2017] Dr. Hahn served as Technical Program Committee Member at the American Control Conference (Seattle, WA).
  • [04/2017] Dr. Hahn served as Technical Program Committee Member at the International Conference on Cyber-Physical Systems (ICCPS; Pittsburgh, PA).
  • [03/2017] Chang-Sei Kim (Post-Doc 2013-2017) joined the Chonnam National University as Assistant Professor in the School of Mechanical Engineering.
  • [12/2016] Zahra Ghasemi was selected as a Future Faculty Fellow in the A.J. Clark School of Engineering at University of Maryland.
  • [12/2016] Dr. Hahn made a Research Collaboration Agreement with the FDA on the Development and Evaluation of Pre-Clinical Test Methods for Physiological Closed-Loop Controlled Medical Devices.
  • [11/2016] Dr. Hahn will serve for the Bio-Systems and Healthcare Technical Committee in the ASME’s Dynamic Systems and Control Division as Vice Chair during 2016-2017.
  • [10/2016] Dr. Hahn gave an invited talk at the University of Connecticut.
  • [10/2016] Dr. Hahn gave an invited talk at the University of Washington.
  • [10/2016] Dr. Hahn served as Co-Organizer for Invited Sessions at the ASME Dynamic Systems and Control Conference (Minneapolis, MN).
  • [10/2016] Dr. Hahn received a Small Business Innovation Research Grant from the US Army as Co-I [Lead: Arcos Medical, PI: Mr. Chris Meador].
  • [09/2016] Dr. Hahn was invited to participate in the US Frontiers in Engineering Symposium organized by the National Academy of Engineering (Irvine, CA).
  • [08/2016] Dr. Hahn served as Mini Symposium Organizer, Chair, and Speaker at the IEEE Engineering in Medicine and Biology Conference (Orlando, FL).
  • [07/2016] Dr. Hahn served as Technical Program Committee Member as well as Organizer and Chair for Invited Sessions at the American Control Conference (Boston, MA).
  • [06/2016] The article “Patient-Specific Oscillometric Blood Pressure Measurement” was selected as a Featured Article in IEEE Transactions on Biomedical Engineering.
  • [04/2016] Dr. Hahn served as Technical Program Committee Member at the International Conference on Cyber-Physical Systems (ICCPS; Vienna, Austria).
  • [04/2016] Ramin Bighamian was awarded a Graduate Dean’s Dissertation Fellowship from University of Maryland.
  • [04/2016] Bryce Yapps was awarded a Graduate Research Fellowship from the National Science Foundation (NSF).
  • [12/2015] Ramin Bighamian was selected as a Future Faculty Fellow in the A.J. Clark School of Engineering at University of Maryland.
  • [11/2015] Dr. Hahn will serve for the Bio-Systems and Healthcare Technical Committee in the ASME’s Dynamic Systems and Control Division as Secretary during 2015-2016.
  • [10/2015] Ramin Bighamian was selected one of 5 Finalists for the DSCC Best Student Paper Award at ASME Dynamic Systems and Control Conference for the paper entitled “A Control-Oriented Model of Blood Volume Response to Hemorrhage and Fluid Infusion”.
  • [10/2015] Dr. Hahn served as Co-Organizer and Co-Chair for Invited Sessions at the ASME Dynamic Systems and Control Conference (Columbus, OH).
  • [10/2015] Dr. Hahn served as Speaker and Panelist at the FDA Public Workshop on Physiological Closed-Loop Controlled Medical Devices (Silver Spring, MD).
  • [09/2015] The article “Ballistocardiogram as Proximal Timing Reference for Pulse Transit Time Measurement” published in IEEE Transactions on Biomedical Engineering was selected as an Editor’s Choice Article in Science Translational Medicine.
  • [08/2015] Dr. Hahn served as Mini Symposium Organizer at the IEEE Engineering in Medicine and Biology Conference (Milan, Italy).
  • [08/2015] The article “Towards Ubiquitous Blood Pressure Monitoring via Pulse Transit Time” was selected as a Featured Article in IEEE Transactions on Biomedical Engineering.  It was also the most downloaded article in August 2015 in IEEE Transactions on Biomedical Engineering.
  • [06/2015] Shiva Ebrahimi was awarded the Best Oral Presentation Award (Session 2: Biomedical Engineering) from the FGSR Symposium at the University of Alberta.
  • [04/2015] Dr. Hahn served as Program Committee Member and a Panelist at the Medical CPS Workshop, a part of International Conference on Cyber-Physical Systems (Seattle, WA).
  • [11/2014] Dr. Hahn gave an invited talk at the University of Missouri.
  • [10/2014] Dr. Hahn served as Organizer and Chair/Co-Chair for Invited Sessions at the ASME Dynamic Systems and Control Conference (San Antonio, TX). Dr. Hahn was also invited to present at a Frontiers Session at the same conference.
  • [09/2014] Dr. Hahn received a SCIRTS Grant from the Craig. H. Neilsen Foundation as Co-I [Lead: MGH, PI: Dr. Andrew T. Reisner].
  • [08/2014] Dr. Hahn presented in a Mini Symposium at the IEEE Engineering in Medicine and Biology Conference (Chicago, IL).
  • [08/2014] Dr. Hahn was awarded an IIS Grant from the National Science Foundation (NSF), in collaboration with Michigan State University.
  • [08/2014] Dr. Hahn received a U-01 Grant from the National Institutes of Health (NIH: NIBIB) as Co-I [Lead: Michigan State University, PI: Dr. Ramakrishna Mukkamala].
  • [07/2014] Dr. Hahn was awarded a CMMI Grant from the National Science Foundation (NSF).
  • [04/2014] Dr. Hahn was awarded a Young Investigator Program (YIP) Award from the Office of Naval Research (ONR).
  • [03/2014] Dr. Hahn gave an invited talk at the Catholic University of America.
  • [03/2014] Ramin Bighamian attended the ‘2014 NSF Early Career Professionals Workshop on Exploring New Frontiers in Cyber-Physical Systems (Washington, DC).
  • [02/2014] Dr. Hahn attended the ‘2014 National Workshop on Research Frontiers in Medical Cyber-Physical Systems (Arlington, VA).
  • [01/2014] Dr. Hahn was awarded a Short-Term Innovative Research (STIR) Grant from the Army Research Office (ARO).
  • [12/2013] Dr. Hahn will serve as a Member of the International Cooperation Committee for the Institute of Control, Robotics and Systems during 2014-2016.
  • [11/2013] Dr. Hahn will serve for the Bio-Systems and Healthcare Technical Committee in the ASME’s Dynamic Systems and Control Division as Publicity Chair during 2013-2015.
  • [10/2013] Dr. Hahn served as Organizer and Chair of Invited Sessions at the ASME Dynamic Systems and Control Conference (Palo Alto, CA).
  • [08/2013] Dr. Hahn gave an invited talk at the University of Pennsylvania.
  • [06/2013] Dr. Hahn was awarded a Young Investigator Grant (YIG) Award from the Korean-American Scientists and Engineers Association (KSEA).
  • [10/2012] Nima Fazeli was selected one of 5 Finalists for the DSCC Best Student Paper Award at ASME Dynamic Systems and Control Conference for the paper entitled “Active Non-Intrusive System Identification for Cardiovascular Monitoring Part I: Excitation and Measurement Protocol Design”.
  • [08/2012] Dr. Hahn served as Session Chair at the IEEE Engineering in Medicine and Biology Conference (San Diego, CA).

 

 

The overarching scientific objective of my research program is to enable systematic development and assessment of next-generation autonomous medical and healthcare systems, by (i) elucidating sophisticated mechanisms underlying physiological systems and processes bearing clinical relevance via the development and analysis of medical digital twins (M-DTs: trustworthy mathematical models that can replicate the physiological process behaviors) and (ii) leveraging M-DTs and novel insights garnered from M-DTs in the disciplined development and assessment of innovative autonomous medical diagnostic and therapeutic systems.

My research program is currently dedicated to 4 thrust areas, namely: (i) physiological signals and systems analysis, (ii) psycho-physiological monitoring, (iii) physiological monitoring and closed-loop control (PM-CLC), and (iv) cardiovascular health and disease monitoring.  In the physiological signals and systems analysis area, my research aims at advancing knowledge on the physical mechanisms and implications pertaining to physiological signals and systems, and transforming such knowledge into innovative wearable-based healthcare systems.  In the psycho-physiological monitoring area, my research aims at developing transformative monitoring paradigms for physiological and mental health superior to the state-of-the-art in accuracy and convenience.  In the PM-CLC area, my research aims at developing M-DTs suited to the development and assessment of PM-CLC systems, M-DT-based virtual patient generation methodology suited to the trustworthy assessment of medical autonomy, M-DT-based PM-CLC algorithms, and wearable bio-robotics.  In the cardiovascular health and disease monitoring area, my research aims at developing a low-cost, non-invasive, and personalized paradigm for cardiovascular health assessment as well as cardiovascular disease detection and diagnosis via physics-inspired and machine learning-enabled approaches.


Current research endeavor at the Laboratory for Control and Information Systems concerns systematic development and assessment of next-generation autonomous medical and healthcare systems, by (i) elucidating sophisticated mechanisms underlying physiological systems and processes bearing clinical relevance via the development and analysis of medical digital twins (M-DTs: trustworthy mathematical models that can replicate the physiological process behaviors) and (ii) leveraging M-DTs and novel insights garnered from M-DTs in the disciplined development and assessment of innovative autonomous medical diagnostic and therapeutic systems.

The Laboratory for Control and Information Systems currently has 4 core thrust areas, namely: (i) physiological signals and systems analysis, (ii) psycho-physiological monitoring, (iii) physiological monitoring and closed-loop control (PM-CLC), and (iv) cardiovascular health and disease monitoring.  In the physiological signals and systems analysis area, my research aims at advancing knowledge on the physical mechanisms and implications pertaining to physiological signals and systems, and transforming such knowledge into innovative wearable-based healthcare systems.  In the psycho-physiological monitoring area, my research aims at developing transformative monitoring paradigms for physiological and mental health superior to the state-of-the-art in accuracy and convenience.  In the PM-CLC area, my research aims at developing M-DTs suited to the development and assessment of PM-CLC systems, M-DT-based virtual patient generation methodology suited to the trustworthy assessment of medical autonomy, M-DT-based PM-CLC algorithms, and wearable bio-robotics.  In the cardiovascular health and disease monitoring area, my research aims at developing a low-cost, non-invasive, and personalized paradigm for cardiovascular health assessment as well as cardiovascular disease detection and diagnosis.

  • ENME751: Applied Nonlinear Controls
  • ENME750: Applied System Identification
  • ENME605: Advanced Systems Control
  • ENME462: Vibrations, Controls, and Optimization II

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