A preference-Based Evolutionary Algorithm for Multi-Objective Optimization




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НазваниеA preference-Based Evolutionary Algorithm for Multi-Objective Optimization
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Swiss Federal Institute of Technology (ETH) Zurich

Computer Engineering and Networks Laboratory
CH-8092 Zurich
ph: +41 1 632 7031 fax: +41 1 632 1035

email: thiele@tik.ee.ethz.ch





Lothar Thiele

Peer Reviewed Publications (- 2008, part of 2009)


Scientific Journals


  1. L Thiele, K Miettinen, PJ Korhonen, J Molina. A Preference-Based Evolutionary Algorithm for Multi-Objective Optimization. Evolutionary Computation, Vol. 17, No. 3, Pages 411-436, 2009.

  2. Clemens Moser, Lothar Thiele, Davide Brunelli and Luca Benini. Adaptive Power Management for Environmentally Powered Systems.
    Accepted for publication in IEEE Transactions on Computers, 2009, regular papers.

  3. Davide Brunelli, Clemens Moser, Lothar Thiele and Luca Benini. Design of a Solar Harvesting Circuit for Battery-less Embedded Systems.
    Accepted for publication in IEEE Transactions on Circuits and Systems I, 2009, regular papers.

  4. Eckart Zitzler, Lothar Thiele, Johannes Bader: On Set-Based Multiobjective Optimization.
    IEEE Trans. Evolutionary Computation, accepted 2008.

  5. Lothar Thiele, Kaisa Miettinen, Pekka J. Korhonen, Julian Molina: A Preference-based Evolutionary Algorithm for Multiobjective Optimization.
    Evolutionary Computation, MIT Press, accepted 2008.

  6. Simon Perathoner, Ernesto Wandeler, Lothar Thiele, Arne Hamann, Simon Schliecker, Rafik Henia, Razvan Racu, Rolf Ernst, Michael González Harbour: Influence of Different Abstractions on the Performance Analysis of Distributed Hard Real-Time Systems.
    Design Automation for Embedded Systems, Springer Science+Business Media, LLC, accepted 2008.

  7. Karl Aberer, Gustavo Alonso, Guillermo Barrenetxea, Jan Beutel, Jacques Bovay, Henri Dubois-Ferriere, Donald Kossmann, Marc Parlange, Lothar Thiele, Martin Vetterli:
    Infrastructures for a Smart Earth - The Swiss NCCR-MICS initiative.
    Praxis der Informationsverarbeitung und Kommunikation, K.G. Saur Verlag, Munich, Germany, Vol. 30, No. 1, pages 20-25, January, 2007.

  8. Clemens Moser, Davide Brunelli, Lothar Thiele, Luca Benini: Real-Time Scheduling for Energy Harvesting Sensor Nodes.
    Real-Time Systems Journal, Springer Science+Business Media, Netherlands, Vol. 37, No. 3. pages 223-260, 2007.

  9. Ernesto Wandeler, Lothar Thiele: Workload correlations in multi-processor hard real-time systems.
    Journal of Computer and System Sciences, Vol. 73, No. 2, pages 207-224, 2007.

  10. Ernesto Wandeler, Lothar Thiele, Marcel Verhoef, Paul Lieverse: System Architecture Evaluation Using Modular Performance Analysis - A Case Study
    Software Tools for Technology Transfer (STTT), Springer, Vol. 8, No. 6, pages 649 - 667, October, 2006.

  11. Amela Prelic, Stefan Bleuler, Philip Zimmermann, Anja Wille, Peter Bühlmann, Wilhelm Gruissem, Lars Hennig, Lothar Thiele, Eckart Zitzler: Comparison of Biclustering Methods: A Systematic Comparison and Evaluation of Biclustering Methods for Gene Expression Data.
    Bioinformatics, Oxford University Press, Vol. 22, No. 9, pages 1122-1129, May, 2006.

  12. Marco Laumanns, Lothar Thiele, Eckart Zitzler: An efficient, adaptive parameter variation scheme for metaheuristics based on the epsilon-constraint method.
    European Journal of Operational Research, Elsevier, Vol. 169, No. 3, pages 932-942, March, 2006.

  13. Lothar Thiele, Ernesto Wandeler, Samarjit Chakraborty: A Stream-Oriented Component Model for Performance Analysis of Multiprocessor DSPs.
    IEEE Signal Processing Magazine, special Issue on Hardware/Software Co-design for DSP, IEEE, Vol. 22, No. 3, pages 38--46, May, 2005.

  14. Simon Künzli, Lothar Thiele, Eckart Zitzler: Modular Design Space Exploration Framework for Embedded Systems.
    IEE Proceedings Computers & Digital Techniques, Vol. 152, No. 2, pages 183-192, March, 2005.

  15. Ernesto Wandeler, Alexandre Maxiaguine, Lothar Thiele: Quantitative characterization of Event Streams in Analysis of Hard Real-Time Applications.
    Real-time Systems, Springer Science+Business Media B.V., Vol. 29, No. 2, pages 205--225, March, 2005.

  16. Alexandre Maxiaguine, Samarjit Chakraborty, Simon Künzli, Lothar Thiele: Evaluating Schedulers for Multimedia Processing on Buffer-Constrained SoC Platforms.
    IEEE Design & Test, IEEE Computer Society Press, Vol. 21, No. 5, pages 368-377, September, 2004.

  17. Lothar Thiele, Reinhard Wilhelm: Design for Timing Predictability.
    Real-Time Systems, Vol. 28, No. 2, pages 157-177, 2004.

  18. Anja Wille, Philip Zimmermann, Eva Vranova, Andreas Fürholz, Oliver Laule, Stefan Bleuler, Lars Hennig, Amela Prelic, Peter von Rohr, Lothar Thiele, Eckart Zitzler, Wilhelm Gruissem, Peter Bühlmann: Sparse graphical Gaussian modeling of the isoprenoid gene network in Arabidopsis thaliana.
    Genome Biology, Vol. 5, No. 11, pages R92, 2004.

  19. Urs Anliker, Jan Beutel, Matthias Dyer, Rolf Enzler, Paul Lukowicz, Lothar Thiele, Gerhard Tröster: A Systematic Approach to the Design of Distributed Wearable Systems.
    IEEE Transactions on Computers, IEEE CS Press, Los Alamitos, CA, Vol. 53, No. 8, pages 1017-1033, August, 2004.

  20. Marco Laumanns, Lothar Thiele, Eckart Zitzler: Running Time Analysis of Multiobjective Evolutionary Algorithms on Pseudo-Boolean Functions.
    IEEE Transactions on Evolutionary Computation, Vol. 8, No. 2, pages 170—182, April, 2004.

  21. Marco Laumanns, Lothar Thiele, Eckart Zitzler: Running Time Analysis of Evolutionary Algorithms on a Simplified Multiobjective Knapsack Problem.
    Natural Computing, Vol. 3, No. 1, pages 37—51, 2004.

  22. Samarjit Chakraborty, Simon Künzli, Lothar Thiele, Andreas Herkersdorf, Patricia Sagmeister: Performance Evaluation of Network Processor Architectures: Combining Simulation with Analytical Estimation.
    Computer Networks, Vol. 41, No. 5, pages 641--665, 2003.

  23. Christian Plessl, Rolf Enzler, Herbert Walder, Jan Beutel, Marco Platzner, Lothar Thiele, Gerhard Tröster: The case for reconfigurable hardware in wearable computing.
    Personal and Ubiquitous Computing, Springer-Verlag, Vol. 7, No. 5, pages 299-308, Oktober, 2003.

  24. Marco Laumanns, Lothar Thiele, Kalyanmoy Deb, Eckart Zitzler: Combining Convergence and Diversity in Evolutionary Multi-objective Optimization.
    Evolutionary Computation, MIT Press, Vol. 10, No. 3, pages 263-282, 2002.

  25. Eckart Zitzler, Marco Laumanns, Lothar Thiele, Carlos M. Fonseca, Viviane Grunert da Fonseca: Performance Assessment of Multiobjective Optimizers: An Analysis and Review.
    IEEE Transactions on Evolutionary Computation, Vol. 7, No. 2, pages 117-132, 2003.

  26. Lothar Thiele, Samarjit Chakraborty, Matthias Gries, Simon Künzli: Design Space Exploration of Network Processor Architectures.
    Network Processor Design: Issues and Practices, Volume 1, Morgan Kaufmann Publishers, pages 55-89, 2002.

  27. Dirk Ziegenbein, K Richter, Rolf Ernst, Lothar Thiele, Juergen Teich: SPI - A system model for heterogeneously specified embedded systems.
    IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Vol. 10, No. 4, pages 379-389, August 2002.

  28. Matthias Anlauff, Samarjit Chakraborty, Philipp W. Kutter, Alfonso Pierantonio, Lothar Thiele: Generating an Action Notation Environment from Montages Descriptions.
    International Journal on Software Tools for Technology Transfer (STTT), Springer-Verlag, Vol. 3, No. 4, pages 431--455, 2001.

  29. Karsten Strehl, Lothar Thiele, Matthias Gries, Dirk Ziegenbein, Rolf Ernst, Juergen Teich: FunState - An Internal Design Representation for Codesign.
    IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Vol. 9, No. 4, pages 524-544, August, 2001.

  30. Michael Eisenring, Lothar Thiele, Eckart Zitzler: Handling Conflicting Criteria in Embedded System Design.
    IEEE Design & Test of Computers, IEEE, Vol. 17, No. 2, pages 51-59, April, 2000.

  31. Uwe Schwiegelshohn, Lothar Thiele: Properties of Change Diagrams.
    to appear in: In A. Yakovlev, L. Gomes, and L. Lavagno, editors, Hardware Design and Petri Nets, Kluwer Academic Publishers, pages 77-92, March, 2000.

  32. Lothar Thiele, Juergen Teich, Karsten Strehl: Regular State Machines.
    Journal of Parallel Algorithms and Applications, Vol. 14, No. 8, pages 1-36, August, 2000.

  33. Eckart Zitzler, Kalyanmoy Deb, Lothar Thiele: Comparison of Multiobjective Evolutionary Algorithms: Empirical Results.
    Evolutionary Computation, MIT Press, Vol. 8, No. 2, pages 173-195, April, 2000.

  34. Karsten Strehl, Lothar Thiele: Interval Diagrams for Efficient Symbolic Verification of Process Networks.
    IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 19, No. 8, pages 939-956, August, 2000.

  35. Manfred Morari, Lothar Thiele: Eingebettete Systeme.
    Bulletin of the ETHZ, Vol. 278, pages 18-21, September, 2000.

  36. Uwe Schwiegelshohn, Lothar Thiele: Dynamic Min-Max Problems.
    Discrete Event Dynamic Systems, Vol. 9, No. 2, pages 111-134, May, 1999.

  37. Eckart Zitzler, Lothar Thiele: Multiobjective Evolutionary Algorithms: A Comparative Case Study and the Strength Pareto Approach.
    IEEE Transactions on Evolutionary Computation, Vol. 3, No. 4, pages 257-271, November, 1999.

  38. Rob Esser, Juergen Teich, Lothar Thiele: CodeSign: An Embedded System Design Environment.
    Journal Procof the IEE, Computers and Digital Techniques., pages 171-180, January, 1998.

  39. Christian Heckler, Lothar Thiele: Algorithms and complexity for parallel lattice basis reduction.
    SIAM Journal on Computing, Vol. 27, pages 1295-1302, January, 1998.

  40. Juergen Teich, Tobias Blickle, Lothar Thiele: System-Level Synthesis Using Evolutionary Algorithms.
    J. Design Automation for Embedded Systems, Vol. 3, pages 23-58, January, 1998.

  41. Lothar Thiele: Hardware fuer die visuelle Kommunikation - ein virtuelles Streitgespraech.
    Bulletin of the ETH Zurich (266), September, 1998.

  42. Juergen Teich, Lothar Thiele, Lee Zhang: Scheduling of partitioned regular algorithms on processor arrays with constrained resources.
    Int. Journal on VLSI and Signal Processing, Vol. 17, No. 1, pages 5-20, January, 1997.

  43. Juergen Teich, Shruva Sriram, Lothar Thiele, M Martin: Performance Analysis of mixed Asynchronous-Synchronous Systems.
    J. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 16, No. 5, pages 473-484, May, 1997.

  44. Tobias Blickle, Lothar Thiele: A Comparison of Selection Schemes Used in Genetic Algorithms.
    Intl. Journal on Evolutionary Computation, Vol. 4, No. 4, January, 1996.

  45. Joachim König-Baltes, Lothar Thiele: Algorithm-Architecture Co-Design by Example: A Coprocessor for Seminumerical Algorithms.
    Microprocessors & Microprogramming, Vol. 41, pages 339-357, January, 1995.

  46. Lothar Thiele: Scheduling of uniform algorithms with resource constraints.
    Int. Journal VLSI Signal Processing, Int. Journal VLSI Signal Processing, January, 1995.

  47. Christian Heckler, Lothar Thiele: Computing Linear Data Dependecies in Nested Loop Programs.
    Parallel Processing Letters (PPL), Vol. 4, No. 4, January, 1994.

  48. Christian Heckler, Lothar Thiele: Computing linear data dependencies in nested loop programs.
    Parallel Processing Letters (PPL), Vol. 4, No. 3, pages 193-204, January, 19W94.

  49. Gerhard Fettweis, Lothar Thiele: Algebraic recurrence transformations for massive parallelism.
    IEEE Trans. Circuits Systems, December, 1993.

  50. Juergen Teich, Lothar Thiele: Partitioning of processor arrays: A piecewise regular approach.
    INTEGRATION: The VLSI Journal, Vol. 14, No. 3, pages 297-332, January, 1993.

  51. Lothar Thiele, Ulrich Arzt: On the synthesis of massively parallel architectures.
    International Journal of High Speed Electronics, Vol. 4, No. 2, pages 99-131, January, 1993.

  52. Lothar Thiele: Parallel implementation of cellular systems for numerical modelling.
    International Journal of Numerical Modeling, Vol. 5, pages 203-218, January, 1992.

  53. Juergen Teich, Lothar Thiele: Control generation in the design of processor arrays..
    Int. Journal on VLSI and Signal Processing, Vol. 3, No. 2, pages 77-92, January, 1991.

  54. Lothar Thiele: On the analysis and optimization of selftimed processor arrays..
    INTEGRATION: The VLSI Journal, Vol. 12, No. 2, pages 167-187, January, 1991.

  55. Juergen Teich, Lothar Thiele: Systematic design concepts for signal processing arrays (invited paper).
    Frequenz / Journal of telecommunications, Vol. 44, pages 122-132, May, 1990.

  56. Lothar Thiele, Gerhard Fettweis: Algorithm transformations for unlimited parallelism (invited paper).
    AEÜ / Electronics and Communications, Vol. 44, No. 2, pages 83-91, March, 1990.

  57. Uwe Schwiegelshohn, Lothar Thiele: Linear processor arrays for matrix computations.
    J. on Parallel and Distributed Computing, Vol. 7, pages 28-39, January, 1989.

  58. Uwe Schwiegelshohn, Lothar Thiele: A systolic array for the assignment problem.
    IEEE Trans. Computers, pages 1422-1425, November, 1988.

  59. Uwe Schwiegelshohn, Lothar Thiele: A systolic array for cyclic-by-rows Jacobi algorithms.
    Journal on Parallel and Distributed Computing, Vol. 4, pages 334-340, January, 1987.

  60. Lothar Thiele: An algorithm for rational causal approximation.
    AEÜ / Electronics and Communications, Vol. 4, No. 2, pages 124-128, January, 1986.

  61. Lothar Thiele: On the sensitivity of linear state space systems.
    IEEE Trans. Circuits Systems, pages 502--510, January, 1986.

  62. Lothar Thiele: An analytic approach to curve fitting.
    AEÜ / Electronics and Communications, Vol. 40, No. 1, pages 51-58, January, 1986.

  63. Lothar Thiele: On a special form of the Cauchy-Schwarz inequality.
    Journal of the Francklin Institute, pages 405-412, January, 1985.

  64. Vedat Tavsanoglu, Lothar Thiele: Optimal design of state-space digital filters by simultaneous minimization of sensitivity and round-off noise.
    IEEE Trans. Circuits and Systems, pages 884-888, January, 1984.

  65. Vedat Tavsanoglu, Lothar Thiele: A unifying approach to the design of sensitivity optimal second order state space systems.
    AEÜ / Electronics and Communications, Vol. 38, No. 6, pages 355-362, January, 1984.

  66. Lothar Thiele: Design of sensitivity and round-off noise optimal state-space discrete systems.
    Int. Journal of Circuits Theory and Applications, Vol. 12, pages 39-46, January, 1984.



Peer Reviewed Conferences


  1. Jian-Jia Chen, Andreas Schranzhofer, Lothar Thiele: Energy Minimization for Periodic Real-Time Tasks on Heterogeneous Processing Units.
    International Parallel and Distributed Processing Symposium (IPDPS), IEEE, Rome Italy, May, 2009.

  2. Chuan-Yue Yang, Jian-Jia Chen, Tei-Wei Kuo, Lothar Thiele: An Approximation Scheme for Energy-Efficient Scheduling of Real-Time Tasks in Heterogeneous Multiprocessor Systems.
    ACM/IEEE Conference of Design, Automation, and Test in Europe, ACM/IEEE, Nice, France, April, 2009.

  3. Nikolay Stoimenov, Simon Perathoner, Lothar Thiele: Reliable Mode Changes in Real-Time Systems with Fixed Priority or EDF Scheduling.
    Design, Automation and Test in Europe, 2009, DATE '09, Nice, France, April, 2009.

  4. Jian-Jia Chen, Lothar Thiele: Energy-Efficient Task Partition for Periodic Real-Time Tasks on Platforms with Dual Processing Elements.
    14th Intl Conference on Parallel and Distributed Systems, IEEE, December, 2008.

  5. Clemens Moser, Jian-Jia Chen, Lothar Thiele: Reward Maximization for Embedded Systems with Renewable Energies.
    Embedded and Real-Time Computing Systems and Applications, 2008. RTCSA'08. IEEE Computer Society, Los Alamitos, CA, USA, pages 247-256, August, 2008.

  6. Andreas F. Meier, Mischa Weise, Jan Beutel, Lothar Thiele: NoSE: Efficient Initialization of Wireless Sensor Networks.
    6th ACM Conference on Embedded Networked Sensor Systems (SenSys 2008), ACM, Raleigh, North Carolina, USA, November, 2008

  7. Bengt Jonsson, Simon Perathoner, Lothar Thiele, Wang Yi: Cyclic Dependencies in Modular Performance Analysis.
    ACM International Conference on Embedded Software (EMSOFT), ACM Press, Atlanta, Georgia, USA, pages 179-188, October, 2008.

  8. Eckart Zitzler, Lothar Thiele, Johannes Bader: SPAM: Set Preference Algorithm for Multiobjective Optimization.
    Lecture Notes in Computer Science, Springer, Dortmund, Germany, Vol. 5199, pages 847-858, September, 2008.

  9. Jian-Jia Chen, Lothar Thiele: Expected System Energy Consumption Minimization in Leakage-Aware DVS Systems.
    International Symposium on Low Power Electronics and Design, August, 2008.

  10. Andreas F. Meier, Tobias Rein, Jan Beutel, Lothar Thiele: Coping with Unreliable Channels: Efficient Link Estimation for Low-Power Wireless Sensor Networks.
    Proc. 5th Intl. Conf. Networked Sensing Systems (INSS 2008), Kanazawa, Japan, June, 2008.

  11. Matthias Woehrle, Christian Plessl, Roman Lim, Jan Beutel, Lothar Thiele: EvAnT: Analysis and Checking of event traces for Wireless Sensor Networks.
    Proc. of the IEEE Intl. Conf. on Sensor Networks, Ubiquitous, and Trustworthy Computing, IEEE, June, 2008.

  12. Kai Huang, Iuliana Bacivarov, Fabian Hugelshofer, Lothar Thiele: Scalably distributed SystemC simulation for embedded applications.
    International Symposium on Industrial Embedded Systems, pages 271 - 274 , June, 2008.

  13. Clemens Moser, Lothar Thiele, Davide Brunelli, Luca Benini: Approximate Control Design for Solar Driven Sensor Nodes.
    Hybrid Systems: Computation and Control, Lecture Notes in Computer Science, Springer , Berlin / Heidelberg, Vol. 4981, pages 634-637, April, 2008.

  14. Davide Brunelli, Luca Benini, Clemens Moser, Lothar Thiele: An Efficient Solar Energy Harvester for Wireless Sensor Nodes.
    Design, Automation and Test in Europe (DATE 08), Munich, Germany, March, 2008.

  15. Clemens Moser, Lothar Thiele, Davide Brunelli, Luca Benini:
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