Modeling And Simulation Flashcards

1
Q

Goals of modeling

A
  • Formal specification
  • Model aided development
  • Verify specification
  • Systematic validation
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2
Q

Model Theory

A
  1. Representation (One view on the reality/original)
  2. Reduction (Only relevant attributes considered)
  3. Pragmatic (Created for a specific purpose)
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3
Q

Steps in white box modeling

A
  1. Structured model (SysML)
  2. Cause and effect model (Idealization)
  3. Qualitative model (Formalization)
  4. Quantitative model (Quantification)
  5. Simplified model (Reduction)
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4
Q

Non-causal model

A
  • Information flow direction not defined
  • Based on conservation of energy
  • For each domain there is a flow and effort quantity
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5
Q

Causal model

A
  • Direction of information flow is given
  • Numerical simulators available
  • Can be used for SW
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6
Q

Transformer

A

Effort stays effort and flow stays flow

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7
Q

Gyrator

A

Effort becomes flow and flow becomes effort

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8
Q

Energy storing converter

A
  • Storage of energy can not be decoupled from transformation

- Capacitive and Inductive converters

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9
Q

Black box

A
  • Lot of data needed
  • Easy do build
  • No physical insight
  • Prediction only possible in measured range
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10
Q

Linear

A

Function is linear combination of parameters (value can be nonlinear)

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11
Q

Nonlinear

A

Function is not a linear combination of parameters

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12
Q

Least Squared estimation

A
y = u^T*Theta+e
Theta = [U^T*U]^-1*U^T*y
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