Michaela Killian

Dr. Michaela Killian


Research Focus & Metrics

Academic Career Length

14Years (2013-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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1 August 2016 in Building and Environment
Verified
Journal Article
Closed access
MKMichaela Killian
Michaela Killian
MKM. Kozek
M. Kozek

1 July 2015 in Energy Conversion and Management
Verified
Journal Article
Closed access
BMBarbara Mayer
Barbara Mayer
MKMichaela Killian
Michaela Killian
MKMartin Kozek
Martin Kozek

1 January 2016 in Energy and Buildings
Verified
Journal Article
Closed access
MKMichaela Killian
Michaela Killian
BMB. Mayer
B. Mayer
MKM. Kozek
M. Kozek

1 June 2015 in Energy and Buildings
Verified
Journal Article
Closed access
MKMichaela Killian
Michaela Killian
BMB. Mayer
B. Mayer
MKM. Kozek
M. Kozek

3 August 2015 in IEEE Transactions on Fuzzy Systems
Verified
Journal Article
Closed access
MKMichaela Killian
Michaela Killian
BMBarbara Mayer
Barbara Mayer
ASAlexander Schirrer
Alexander Schirrer
MKMartin Kozek
Martin Kozek
In this paper, a cooperative fuzzy model-predictive control (CFMPC) is presented. The overall nonlinear plant is assumed to consist of several parallel input-coupled Takagi-Sugeno (T-S) fuzzy models. Each such T-S fuzzy subsystem is represented in the form of a local linear model network (LLMN). The control of each local linear model in each LLMN is realized by model-predictive control (MPC). For each LLMN, the outputs of the associated MPCs are blended by the fuzzy membership functions, which leads to a fuzzy model-predictive controller (FMPC). The resulting structure is one FMPC for each LLMN subsystem. Overall, a parallel combination of FMPCs results, which mutually affects all LLMN subsystems by their respective manipulated variables. To compensate detrimental cross-couplings in this setup, a cooperation between the FMPCs is introduced. For this cooperation, convergence is proven, and for the closed-loop system, a stability proof is given. It is demonstrated in a simulation example that the proposed input-constraint CFMPC algorithm achieves convergence of the fuzzy LLMNs within few cooperative iteration steps. Simulations are given to demonstrate the effectiveness of the theoretical results.

1 September 2016 in Energy and Buildings
Verified
Journal Article
Closed access
BMBarbara Mayer
Barbara Mayer
MKMichaela Killian
Michaela Killian
MKMartin Kozek
Martin Kozek