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Fusion of Soft and Hard Control Strategies for Biomedical Engineering

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... Energy Systems. Other labs proposed Computer Science, ... Collect Data. Analyze Data. Perform System Identification. 20. Schematic of Prosthetic Technology ... – PowerPoint PPT presentation

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Title: Fusion of Soft and Hard Control Strategies for Biomedical Engineering


1
Fusion of Soft and Hard Control Strategies for
Biomedical Engineering
  • D. Subbaram Naidu, PhD, PE, Fellow IEEE
  • Professor, Electrical Engineering
  • Director, Measurement and Control Engineering
    Research Center (MCERC)
  • Associate Dean, College of Engineering
  • Idaho State University
  • Pocatello, ID, USA
  • http//www.isu.edu/naiduds

2
Outline
  • Geography and Biography
  • Biomedical Engineering
  • Human Circulation System
  • Smart Prosthetic Hand

3
Where is Idaho State Univ. and Idaho?
DesinenISUbbaram NaIDu
4
Idaho State University Facts Sheet
  • Idaho State University (ISU) was founded in 1901
  • Now ISU has 7 Colleges
  • Arts Sciences Business Education
    Engineering Health Professions Pharmacy
    Technology
  • ISU campuses in Pocatello, Idaho Falls (CHE),
    Boise, Twin Falls
  • ISU has over 13,500 students (including 3,000 at
    IF CHE Campus)
  • 10 Research Centers
  • Center for Ecological Research and Education
  • Center for Archeological Materials and Applied
    Spectroscopy
  • Family Medicine Clinical Research Center
  • GIS Teaching and Research Center
  • Idaho Accelerator Center
  • Informatics Research Institute
  • Institute of Rural Health (IRH)
  • Institute of Nuclear Science Engineering (INSE)
  • ISU Biomedical Research Institute (IBRI)
  • Measurement Control Engineering Research Center
    (MCERC)

5
ISU College of Engineering
  • 1902 Two of the first four graduates of the
    Academy of Idaho "Civil Engineers"
  • 1964 BS in Engineering and MS in Nuclear Sci.
    Engr
  • 1968 College of Engineering was established
  • 1989 MS in Measurement and Control Engr.
  • 1993 Measurement Control Engr. Research Center
    one of the 4 at ISU recognized by SBOE
  • Now ISU Engineering has
  • 5 BS programs in CE, CS, EE, ME, NE ABET
    accredited
  • 1 Post BS Certificate program in Applied Nuclear
    Energy
  • 6 MS programs in CE, ENVE, ESM, MCE, ME, NE
  • 2 PhD programs in Nuclear Sci. Engr (NSE) and
  • Engr. Appl. Science (EAS)

6
Biography
  • Born in Seshapuram, near Tirupati, India
    farmers family
  • PhD, Indian Institute of Technology (IIT),
    Kharagpur (1977)
  • NASA Langley Research Center, Hampton, VA
    (1985-90)
  • Idaho State University, USA (1990-present)
  • US Air Force Research Laboratory, WPAFB, OH
    (1998-99)
  • Norwegian University of Science and Technology
    (1994)
  • Swiss Federal Institute of Technology (ETH),
    Zurich (1995)
  • Nantong University, Nantong, China (2007)
  • University of Western Australia, Perth (Spring
    2008)
  • University of South Australia, Adelaide (Spring
    2008)
  • Publications Over 200 including 5 books
  • Fellow IEEE USA (1995)

7
Measurement Control Engineering Research Center
(MCERC)
  • Established in 1993
  • Renovated Building in 2007 09 on 1030, 2nd St.
  • Several Research Laboratories
  • Measurement Control
  • Wind Tunnel
  • Structures
  • Robotics
  • Biomedical Engineering
  • Alternate Energy Systems
  • Other labs proposed Computer Science, and
    Infrastructure

8
Measurement and Control?
9
Research at MCERC
  • Order Reduction Sing. Pert. Time Scales
    (SPaTS)
  • Unified Approach to Optimal and SP systems
  • Model Ref. Adaptive Control for Gas Metal Arc
    Welding
  • Fusion of Soft and Hard Control for Uninhabited
    Combat Aerial Vehicles (UCAVs)
  • Advanced Control Strategies for Heating,
    Ventilation and Air Conditioning (HVAC)
  • Hybrid Control Strategies for Biomedical
    Engineering (BME)
  • Advanced Control Strategies for Alternate Energy
    Systems

10
Biomedical Engineering ?
  • Biomedical engineering (BME) is a discipline
    that advances knowledge in engineering, biology
    and medicine, and improves human health through
    cross-disciplinary activities that integrate the
    engineering sciences with the biomedical sciences
    and clinical practice.
  • Source The Whitaker Foundation www.whitaker.org

11
Biologist Takes Helm at MIT Dec. 2004
  • Susan Hockfield and Charles Vest
  • First women and biologist to lead MIT
  • She notes convergence between engineering and
    biological sciences
  • Largest single source of funding for MIT is NIH
    not NSF, DARPA, DoD!

12
Fusion of Hard and Soft Computing Strategies for
Human Circulation System

Vidya Nandikolla, (PhD ISU 2006) Faculty
Advisors D. Subbaram Naidu, PhD Marco P.
Schoen, PhD
13
for Human Circulation System
  • Minimizing the energy requirements of the heart
    as the sum of the potential energy stored in the
    tissues and muscles of the heart and that
    required for pumping the blood through the
    circulatory system.

14
Optimal Insulin Administration to Diabetic
Patient
15
SMART PROSTHETIC HAND TECHNOLOGY Phase I to III
Interdisciplinary Biomedical Engineering Research
D. Subbaram Naidu, PhD, Electrical
Engineering Marco P. Schoen, PhD, Mechanical
Engineering Alba Perez, PhD, Mechanical
Engineering Solomon Leung, PhD, Environmental
Engineering Steve Chiu, Computer Science Jim Lai,
PhD, Pharmaceutical and Biomedical Sciences Alex
Urfer, PhD, Physical and Occupational Therapy
16
What is Prosthetics?
  • Prosthetics is the surgical and dental
    specialties concerned with artificial replacement
    of missing parts.
  • Prosthesis is an artificial leg, arm, or any
    other missing body part.
  • Prosthetic relating to prosthetics or prosthesis

17
Military to Fund Prosthetics Research
  • DoD is embarking on multi-million dollar
    research program to revolutionalize upper-body
    prosthetics after a surge in troops who have lost
    hands and arms in the Iraq and Afghanistan wars.
  • Pentagon to spend 35M to develop artificial
    arms feel, look, perform like a real arm guided
    by the central nervous system.

USA Today October 05, 2005
18
DARPA Neuro Prosthetic Arm
Jesse Sullivan became a real life "bionic man
after a terrible electrical accident.
19
Electromyographic (EMG) Signal
  • A myoelectric signal is a nerve impulse that
    excites a skeletal muscle.
  • Can be measured as an electrical voltage
    potential on the skins surface.

Dr. Marco Schoen
20
EMG Signal Identification
  • Collect Data
  • Analyze Data
  • Perform System Identification

21
Schematic of Prosthetic Technology
22
Prosthetics Research Phase I
  • United States Army Medical Research and Material
    Command (USAMRMC), Fort Detrick, MD
  • Phase I 842K July 23, 07 to July 22, 09
  • Identification of EMG Signals Schoen/ME
  • Development of Hand Motion Kinematic and Sensing
    System Perez/ME
  • Development of Adaptive Prediction Model
    Naidu/EE
  • Biomaterials/Biocompatibility Lai/Pharmacy and
    Leung/ENVE
  • Physical Therapy Urfer/Health Professions

23
Smart Prosthetics Project Team
7 Faculty from 3 Colleges (CoE, Health, Pharmacy)
and 6 depts (CEE, CS, EE, ME, BioMed Sci,
Physical Occupational Therapy). 5 PhD, 6 MS,
and several UG students
24
Prosthetics Research Phase II
  • Building the Device

25
Prosthetics Research Phase III
  • Testing and Validation
  • This phase addresses the demonstration of the
    smart prosthetic device developed under Phases I
    and II to realistic situations involving combat
    casualties (veterans) and non-veterans
    (civilians)

26
Bionic Hand -IEEE Spectrum Oct. 2007
27
ISU Smart Hand
feel, look, and work like a human hand!
28
HYBRID OF HARD CONTROL AND SOFT COMPUTING FOR
FIVE-FINGERED PROSTHETIC HAND
  • Cheng-Hung Chen, D. Subbaram Naidu, Alba
    Perez-Gracia and Marco P. Schoen
  • Measurement and Control Engineering Research
    Center
  • Idaho State University, Pocatello ID 83209, USA
  • 2009 IEEE Conference on Decision and Control
    (CDC)
  • Shanghai, China, December 16-18, 2009

29
Statement of the Problem
  • Hybrid of soft control technique of adaptive
    neuro-fuzzy inference system (ANFIS) and hard
    control technique of finite-time linear quadratic
    optimal control
  • A 14 degrees of freedom (DOFs), five-fingered
    smart prosthetic hand.
  • In particular, ANFIS is used for inverse
    kinematics, and the optimal control is used for
    feedback linearized dynamics to minimize tracking
    error.
  • The simulations of this hybrid controller, when
    compared with the proportional-integral-derivativ
    e (PID) controller showed enhanced performance.

30
Five Fingered Hand Global and Local Coordinates
31
Block Diagram of Hybrid Optimal Controller
32
Block Diagram of Hybrid PID Controller
33
Five-Finger Prosthetic Hand Reaching a
Rectangular Rod
34
Five-Fingered Prosthetic Hand with a Rectangular
Rod Work Space
35
Tracking Error Joint Angle for PID Optimal
Controllers for Thumb
36
Tracking Error Joint Angle for PID Optimal
Controllers for Index Finger
37
Tracking Error Joint Angle for PID Optimal
Controllers for Middle Finger
38
Tracking Error Joint Angle for PID Optimal
Controllers for Ring Finger
39
Tracking Error Joint Angle for PID Optimal
Controllers for Little Finger
40
OUTCOMES
  • Adaptive Neuro-Fuzzy Inference System (ANFIS) was
    used for inverse kinematics.
  • The hybrid optimal controller was used to
    minimize tracking error using feedback linearized
    dynamics.
  • The simulations of this hybrid controller, when
    compared with the proportional-integral-derivative
    (PID) controller showed enhanced performance.

41
Hybrid Control for a Two-Fingered Hand
42
Smart Prosthetic Hand Movie Simulation
43
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