Process and Energy Systems Engineering Research Overview Michael - - PowerPoint PPT Presentation

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Process and Energy Systems Engineering Research Overview Michael - - PowerPoint PPT Presentation

Process and Energy Systems Engineering Research Overview Michael Baldea August 30, 2011 Q H T i z=L z=0 Q R T in AB T C T exit T R T H Systems Engineering Group Michael Baldea Babe -Bolyai University, Cluj -Napoca, Romania


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Process and Energy Systems Engineering

Michael Baldea

August 30, 2011

Research Overview

α Tin Ti TC TH

z=L z=0

A→B TR Texit QH QR

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Process and Energy Systems Engineering

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Systems Engineering Group

Michael Baldea

  • “Babeş-Bolyai” University, Cluj-Napoca, Romania
  • Diploma (2000), M.Sc.(2001), Chemical Engineering
  • Model-based control of materials processing
  • University of Minnesota, Twin Cities
  • Ph.D., Chemical Engineering (2006)
  • Emerging dynamics in integrated chemical plants
  • Praxair Technology Center, Buffalo, NY
  • R&D Associate (2006-2011)
  • Energy recovery in cryogenic processes
  • UT ChemE faculty since August 2011

Currently looking for 2 graduate students

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Process and Energy Systems Engineering

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About Our Research SYSTEMS ENGINEERING

Theory Applications

  • Modeling/model reduction
  • Control
  • Optimization
  • Numerical methods, data

analysis

  • Energy (green buildings, next-

generation H2 technology)

  • Complex engineered systems

(fault detection and isolation, self-healing process units)

Depth Breadth

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Process and Energy Systems Engineering

Green Building Energy Management

Buildings consume over 70% of the electricity generated in US Optimal operation: ensure occupant comfort at minimum cost

  • maximize energy recovery, minimize utility load
  • large-scale problem with discrete (on/off) and continuous decisions
  • difficult to solve in a practical amount of time

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Process and Energy Systems Engineering

Green Buildings Research Topics

“Plant”

  • Exploit fundamental similarities with integrated chemical

processes to design novel energy management strategies

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Process and Energy Systems Engineering

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Green Buildings Research Topics (contd.)

Modeling

  • model reduction (novel hybrid systems approach)
  • fast identification of new models from field data

Proactive energy management strategies

  • Building-level:
  • ptimization-based control
  • predictive vs. reactive: incorporate weather, cost forecasts
  • Cooperative energy management (campus-level)

Strategic decision support

  • Long-term economic planning models
  • ptimal capital investment in renewable energy
  • evaluate energy market opportunities
  • zero net energy use
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Process and Energy Systems Engineering

Complex Engineered Systems

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Integrated SOFC/FP: maximize power density, improve fuel flexibility

  • ptimal flow configuration (co-

current/counter-current/cross- current)?

CH

4

H

2O

CH

4

CO Reforming Channel Reforming Catalyst Layer Combustion Channel Combustion Catalyst Layer Solid Wall H

2O

CH

4

CO

2

CO

2

H

2O

Hydrogen Transport Membrane H

2

Air Oxygen Transport Membrane Oxygen- depled air

Capture- ready

Membrane-assisted reforming: capture – ready CO2

  • ptimal design (e.g., shell-and tube,

plate) and flow configuration (e.g., co- /counter-/cross-current)?

  • catalyst distribution and membrane

location?

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Process and Energy Systems Engineering

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Complex Systems Research Topics

Classes: Systems with multiple (unstable) steady-states Multi-scale modeling

  • Simultaneous optimal macroscopic system design and material

selection

Switched systems (IF….THEN….ELSE) Time-periodic/cyclical systems Fundamental concepts: Modeling: use systems and control ideas to improve numerical properties without altering solution (static equivalence) Optimization: time relaxation-based approach (recent algorithm released commercially)

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Process and Energy Systems Engineering

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Fault Detection and Isolation

Model-based FDI

  • track residual (system output - reference model output )
  • detection: acknowledge occurrence of a fault
  • isolation: identify specific fault

ˆ ˆ

1 1 2 2

r = f (x,x) r = 0.001 f (x,x)

+ T 1 1

e [r 0] 

easily isolated isolated as e1

+ + T 2 1 2

e [r r ] 

Multi-scale dynamics: potential FDI failure

x ˆ x

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Process and Energy Systems Engineering

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FDI Research Topics

FDI for multiple time scale systems

  • Model-based residual generation
  • models of dynamics in each time scale
  • hierarchical structure: account for time scale multiplicity
  • Sensing
  • sensor location to improve fault detection and isolation in

integrated chemical processes

  • Actuation
  • optimal placement of backup actuators and sensors
  • actuator switching algorithm
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Process and Energy Systems Engineering

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Contact Information

Michael Baldea

  • email: mbaldea@che.utexas.edu
  • call: 471-1281
  • stop by: CPE 4.466
  • visit: www.che.utexas.edu > Faculty > Baldea