| Journals |
| [144] |
Yaochu Jin and Bernhard Sendhoff.
A systems approach to evolutionary multi-objective structural optimization and beyond.
In IEEE Computational Intelligence Magazine, 4(3), 62-76, 2009.
check to request reprint
|
| [143] |
Yaochu Jin, Robin Gruna and Bernhard Sendhoff.
Pareto Analysis of Evolutionary and Learning Systems.
In Frontiers of Computer Science in China, 3(1), 4-17, 2009.
check to request reprint
|
| [142] |
Lars Graening, Stefan Menzel,
Martina Hasenjäger, Thomas Bihrer,
Markus Olhofer and Bernhard Sendhoff.
Knowledge Extraction from Aerodynamic Design Data
and its Application to 3D Turbine Blade Geometries.
In Journal of Mathematical Modelling and Algorithms, 7(4), 329-350, 2008.
check to request reprint
|
| [141] |
Dudy Lim, Yaochu Jin, Yew-Soon Ong, and Bernhard Sendhoff.
Generalizing Surrogate-Assisted Evolutionary Computation
In IEEE Transactions on Evolutionary Computation, 2008.
check to request reprint
|
| [140] |
Ingo Paenke and Tadeusz Kawecki and Bernhard Sendhoff.
The influence of learning on evolution - a mathematical framework.
In Artificial Life, 15(2), 227-245, 2009.
check to request reprint
|
| [139] |
Yaochu Jin and Bernhard Sendhoff.
Pareto-based Multi-objective Machine Learning: An Overview and Case Studies.
In IEEE Transactions on Systems, Man, and Cybernetics - Part C: Applications and Reviews, 39(3), 397-415, 2008.
check to request reprint
|
| [138] |
Toyotaka Sonoda, Martina Hasenjäger,
Toshiyuki Arima and Bernhard Sendhoff.
Effect of Endwall Contouring on the Performance of Ultra-Low Aspect Ratio Transonic Turbine Inlet Guide Vanes
In Journal of Turbomachinery, 131(1), 011020 (11 pages), 2009.
check to request reprint
|
| [137] |
Ingo Paenke, Bernhard Sendhoff and Tadeusz Kawecki.
Influence of plasticity and learning on evolution under directional selection.
In American Naturalist, 170(2), 1-12, 2007.
check to request reprint
|
| [136] |
Hans-Georg Beyer and Bernhard Sendhoff.
Robust optimization - A comprehensive survey.
In Computer Methods in Applied Mechanics and Engineering,
196(33-34), 3190-3218, 2007.
check to request reprint
|
| [135] |
Bernhard Sendhoff, Marc Roberts and Yin Yao. Evolutionary computation
benchmarking repository. IEEE Computational Intelligence Magazine, 1(4),
50-53, 2006.
check to request reprint
|
| [134] |
Dudy Lim, Yew-Soon Ong, Yaochu Jin, Bernhard Sendhoff and Bu-Sung Lee.
In Future Generation Computer Systems - The International Journal of
Grid Computing Theory, Methods and Applications, 23(4), 658-670, 2007.
check to request reprint
|
| [133] |
Toyotaka Sonoda and Toshiyuki Arima and Markus Olhofer and Bernhard Sendhoff and Friedrich Kost and Peter A. Giess.
A study of advanced high loaded transonic turbine airfoils.
In Journal of Turbomachinery, 128(4), 650-657, 2006.
check to request reprint
|
| [132] |
Hans-Georg Beyer and Bernhard Sendhoff.
Functions with Noise-Induced Multi-Modality:
A Test for Evolutionary Robust Optimization -
Properties and Performance Analysis, In
IEEE Transactions on Evolutionary Computation, 10(5), 507-526, 2006.
check to request reprint
|
| [131] |
Dudy Lim, Yew-Soon Ong, Yaochu Jin, Bernhard Sendhoff and Bu-Sung Lee.
Inverse multi-objective robust evolutionary design. In
Journal of Genetic Programming and Evolvable Machines, 7(4), 383-404, 2006.
check to request reprint
|
| [130] |
Vineet R. Khare, Xin Yao and Bernhard Sendhoff. Multi-network evolutionary
systems and automatic decomposition of complex problems}. In International
Journal of General Systems, 35(3), 259-274, 2006.
check to request reprint
|
| [129] |
Kwasi Foli, Tatsuya Okabe, Markus Olhofer, Yaochu Jin and Bernhard Sendhoff.
Optimization of Micro Heat Exchanger: CFD, Analytical Approach and
Multi-Objective Evolutionary Algorithms.
In International Journal of Heat and Mass Transfer,
49(5-6), 1090-1099, 2006.
check to request reprint
|
| [128] |
Georg Schneider, Heiko Wersing, Bernhard Sendhoff and Edgar Körner.
Evolutionary optimization of an hierarchical object recognition model.
In IEEE Transactions on Systems, Man and Cybernetics,
35(3):426-437, 2005.
check to request reprint
|
| [127] |
Toyotaka Sonoda, Yoshihiro Yamaguchi, Toshiyuki Arima, Markus Olhofer,
Bernhard Sendhoff and Heinz-Adolf Schreiber.
Advanced high turning compressor airfoils for low Reynolds number
condition. Part 1: Design and optimization.
In Journal of Turbomachinery, 126: 350-359, 2004.
check to request reprint
|
| [126] |
Hans-Georg Beyer, Markus Olhofer and Bernhard Sendhoff.
On the Impact of Systematic Noise on the Evolutionary Optimization
Performance - A Sphere Model Analysis.
Journal of Genetic Programming and Evolvable Machines,
5(4): 327-360, 2003.
check to request reprint
|
| [125] |
Michael Hüsken, Yaochu Jin and Bernhard Sendhoff.
Structure Optimization of Neural Networks for Evolutionary Design Optimization.
Journal of Softcomputing, 9(1): 21-28, 2005.
check to request reprint
|
| [124] |
Yaochu Jin, Markus Olhofer and Bernhard Sendhoff.
A Framework for Evolutionary Optimisation with Approximate Fitness Functions.
IEEE Transactions on Evolutionary Computation, 6(5),
pages 481-494, 2002.
check to request reprint
|
| [123] |
Yaochu Jin and Bernhard Sendhoff.
Extracting Interpretable Fuzzy Rules from RBF networks.
Neural Processing Letters, 17(2):149-164, 2003.
check to request reprint
|
| [122] |
Markus Olhofer, Toshiyuki Arima, Yaochu Jin, Toyotaka
Sonoda and Bernhard Sendhoff. Optimisation of Transonic Gas Turbine Blades
with Evolution Strategies.
Honda Technical Review, 14(1), pages 203-216, April, 2002.
check to request reprint
|
| [121] |
Bernhard Sendhoff and Martin Kreutz. A model
for the dynamic interaction between evolution and learning.
Neural Processing Letters, 10(3), pages 181-193, 1999.
check to request reprint
|
| [120] |
Yaochu Jin and Bernhard
Sendhoff. Knowledge incorporation into neural networks from fuzzy rules.
Neural Processing Letters, 10(3), pages 231-242, 1999.
check to request reprint
|
| [119] |
Yaochu Jin, Werner von Seelen and Bernhard Sendhoff.
On Generating FC3 Fuzzy Rule Systems From Data
Using Evolution Strategies. IEEE Transactions Systems,
Man and Cybernetics, 29(4), 1999.
check to request reprint
|
| [118] |
Willfried Wienholt and Bernhard Sendhoff.
How to determine the redundancy of noisy chaotic
time series.
International Journal of Bifurcation and
Chaos, 6(1), pages 101-117, Januar 1996.
check to request reprint
|
| Conferences and Book Chapters |
| [117] |
Lars Graening, Markus Olhofer and Bernhard Sendhoff.
Interaction Detection in Aerodynamic Design Data.
In International Conference on Intelligent Data Engineering and Automated Learning,
IDEAL, Springer Verlag, 2009.
check to request reprint
|
| [116] |
Ben Jones, Yaochu Jin, Bernhard Sendhoff and Xin Yao.
The Effect of Proprioceptive Feedback on the Distribution of Sensory Information
in a Model of an Undulating Organism.
In 10th European Conference on Artificial Life, Springer Verlag, 2009.
check to request reprint
|
| [115] |
Lisa Schramm, Yaochu Jin and Bernhard Sendhoff.
Emerged Coupling of Motor Control and Morphological Development in Evolution of
Multi-Cellular Animats.
In 10th European Conference on Artificial Life, Springer Verlag, 2009.
check to request reprint
|
| [114] |
Yaochu Jin, Robin Gruna, Ingo Paenke and Bernhard Sendhoff.
Evolutionary multi-objective optimization of robustness and innovation in
redundant genetic representations.
In IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making
(IEEE MCDM), IEEE Press, 2009.
check to request reprint
|
| [113] |
Till Steiner, Jens Trommler, Martin Brenn, Yaochu Jin and Bernhard Sendhoff.
Global Shape with Morphogen Gradients and Motile Polarized Cells.
In Proceedings of the IEEE Congress on Evolutionary Computation,
IEEE Press, 2009.
check to request reprint
|
| [112] |
Yaochu Jin, Yan Meng and Bernhard Sendhoff.
Evolvability and robustness of in silico evolution of gene regulatory dynamics.
In Foundations of Systems Biology in Engineering, 2009.
check to request reprint
|
| [111] |
Toyotaka Sonoda, Markus Olhofer, Toshiyuki Arima and Bernhard Sendhoff.
A new concept of a two-dimensional supersonic relative
inlet Mach number compressor cascade.
In Proceedings of the {ASME} Turbo Expo, 2009.
check to request reprint
|
| [110] |
Yaochu Jin, Yan Meng and Bernhard Sendhoff.
Influence of Regulation Logic on the Easiness of Evolving Sustained Oscillation for Gene Regulatory Networks.
In IEEE ALIFE Conference, 2009.
check to request reprint
|
| [109] |
Bernhard Sendhoff, Edgar Körner and Olaf Sporns.
Creating brain-like intelligence.
In Creating brain-like intelligence, LNCS 5436, 1-15,
Springer Verlag, 2009.
check to request reprint
|
| [108] |
Yaochu Jin, Lisa Schramm, and Bernhard Sendhoff.
A Gene Regulatory Model for the Development of Primitive Nervous Systems.
In INNS-NNN Symposia on Modeling the Brain and Nervous Systems,
Springer, 2008.
check to request reprint
|
| [107] |
Christian Igel and Bernhard Sendhoff.
Genesis of organic computing systems: Coupling evolution and learning.
In R. Würtz (ed.) Organic Computing, 141-166, Springer, 2008.
check to request reprint
|
| [106] |
Yaochu Jin, Robin Gruna, Ingo Paenke and Bernhard Sendhoff.
Multi-objective optimization of robustness and innovation in redundant genetic
representations.
In IEEE Symposium on Artificial Life (IEEE ALIFE 2009), 38-45,
IEEE Press, 2009.
check to request reprint
|
| [105] |
Yaochu Jin, Yan Meng and Bernhard Sendhoff.
Influence of regulation logic on the easiness of evolving sustained oscillation for
gene regulatory networks.
In IEEE Symposium on Artificial Life (IEEE ALIFE 2009), 61-68,
IEEE Press, 2009.
check to request reprint
|
| [104] |
Dudy Lim, Yew-Soon Ong, Yaochu Jin, and Bernhard Sendhoff.
Evolutionary optimization with dynamic fidelity computational models.
In Proceedings of International Conference on Intelligent Computing,
2008.
check to request reprint
|
| [103] |
Hans-Georg Beyer and Bernhard Sendhoff.
Covariance matrix adaptation revisited - The CMSA Evolution Strategy.
In Parallel Problem Solving From Nature, 2008.
check to request reprint
|
| [102] |
Ben Jones, Yaochu Jin, Xin Yao and Bernhard Sendhoff.
Evolution of Neural Organization in A Hydra-Like Animat.
In International Conference on Neural Information Processing of the Asia-Pacific Neural Network Assembly (ICONIP-2008), 2008.
check to request reprint
|
| [101] |
Ben Jones, Yaochu Jin, Bernhard Sendhoff and Xin Yao.
Evolving functional symmetry in a three-dimensional model of an elongated organism.
In Artificial Life XI, 2008.
check to request reprint
|
| [100] |
Till Steiner, Yaochu Jin and Bernhard Sendhoff.
A cellular model for the evolutionary development of
lightweight material with an inner structure.
In Genetic and Evolutionary Computation Conferencen (GECCO), 2008.
check to request reprint
|
| [99] |
Yi Cao, Yaochu Jin, Michal Kowalczykiewicz and Bernhard Sendhoff.
Prediction of Convergence Dynamics of Design Performance using
Differential Recurrent Neural Networks.
In IEEE International Joint Conference on Neural Networks (IJCNN), 2008.
check to request reprint
|
| [98] |
Yaochu Jin and Bernhard Sendhoff.
Evolving in silico bistable and oscillatory dynamics for gene regulatory network motifs.
In IEEE Congress on Evolutionary Computation (CEC), 2008.
check to request reprint
|
| [97] |
Aimin Zhou, Qingfu Zhang, Yaochu Jin and Bernhard Sendhoff.
Combination of EDA and DE for Continuous Biobjective Optimization.
In IEEE Congress on Evolutionary Computation (CEC), 2008.
check to request reprint
|
| [96] |
Neale Samways, Yaochu Jin, Xin Yao and Bernhard Sendhoff.
Toward a Gene Regulatory Network Model for Evolving Chemotaxis Behavior.
In IEEE Congress on Evolutionary Computation (CEC), 2008.
check to request reprint
|
| [95] |
Stefan Menzel and Bernhard Sendhoff.
Representing the change - free form deformation for evolutionary design
optimization.
In T. Yu, L. Davis, C. Baydar and R. Roy (Eds.)
Evolutionary Computation in Practice, 63-86, 2008.
check to request reprint
|
| [94] |
Lars Gräning, Markus Olhofer and Bernhard Sendhoff.
Knowledge extraction from unstructured surface meshes.
In Proceedings of the 8th International Conference on Intelligent Data Egineering and Automated Learning (IDEAL). Springer Verlag, 2007.
check to request reprint
|
| [93] |
Toyotaka Sonoda, Martina Hasenjäger, Toshiyuki Arima and Bernhard Sendhoff.
Effect of endwall contouring on performance of ultra-low aspect ratio transonic turbine inlet guide vanes.
In Proceedings of the ASME Turbo Expo, ASME Paper No. GT2007-28210, 2007.
check to request reprint
|
| [92] |
Till Steiner, Lisa Schramm, Yaochu Jin, and Bernhard Sendhoff. Emergence of
feedback in artificial
gene regulatory networks.
In IEEE Congress on Evolutionary Computation (CEC). IEEE
Press, 2007.
check to request reprint
|
| [91] |
Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, and Edward Tsang.
Global multiobjective
optimization via estimation of distribution algorithm with biased initialization and
crossover. In Genetic and Evolutionary Computation Conferencen (GECCO).
ACM Press, 2007.
check to request reprint
|
| [90] |
Aimin Zhou, Qingfu Zhang, Yaochu Jin, and Bernhard Sendhoff.
Adaptive modelling strategy for
continuous multi-objective optimization. In
IEEE Congress on Evolutionary Computation (CEC).
IEEE Press, 2007.
check to request reprint
|
| [89] |
Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff, and Edward Tsang.
Prediction-based population re-initialization for evolutionary dynamic
multi-objective optimization. In T. Murata,
H. Aquirre, H. Ishibuchi, and T. Okabe, edts,
Fourth International Conference on Evolutionary
Multi-Criterion Optimization (EMO2007),
Lecture Notes in Computer Science. Springer Verlag,
2007.
check to request reprint
|
| [88] |
Pan Zhang, Xin Yao, Lei Jia, Bernhard Sendhoff, and Thorsten Schnier.
Target shape design
optimization by evolving splines. In
IEEE Congress on Evolutionary Computation (CEC). IEEE Press, 2007.
check to request reprint
|
| [87] |
Ingo Paenke, Bernhard Sendhoff, Jon Rowe, and Chrisantha Fernando.
On the adaptive disadvantage
of lamarckianism in rapidly changing environments. In
European Conference on Artificial Life (ECAL), 2007.
check to request reprint
|
| [86] |
Dudy Lim, Yew-Soon Ong, Yaochu Jin, and Bernhard Sendhoff.
A study on metamodeling techniques,
ensembles, and multi-surrogates in evolutionary computation.
In Genetic and Evolutionary Computation Conferencen (GECCO). ACM Press, 2007.
check to request reprint
|
| [85] |
Yaochu Jin, Ruojing Wen, and Bernhard Sendhoff.
Evolutionary multi-objective optimization of
spiking neural networks. In International Conference on Artificial
Neural Networks (ICANN). Spinger Verlag, 2007.
check to request reprint
|
| [84] |
Hans-Georg Beyer and Bernhard Sendhoff.
Evolutionary algorithms in the presence of noise - To sample or not to sample.
In
IEEE Symposium on Foundations of Computational Intelligence, 2007.
check to request reprint
|
| [83] |
Stefan Menzel, Markus Olhofer, and Bernhard Sendhoff.
Direct Manipulation of Free Form Deformation
in Evolutionary Design Optimisation.
In
International Conference on Parallel Problem Solving From
Nature (PPSN), 2006.
check to request reprint
|
| [82] |
Vineet R. Khare, Xin Yao, and Bernhard Sendhoff.
Environments Conducive to Evolution of Modularity
In
International Conference on Parallel Problem Solving From
Nature (PPSN), 2006.
check to request reprint
|
| [81] |
Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, and
Edward Tsang.
Modeling the Population Distribution in Multi-objective
Optimization by Generative Topographic Mapping.
In
International Conference on Parallel Problem Solving From
Nature (PPSN), 2006.
check to request reprint
|
| [80] |
Hans-Georg Beyer and Bernhard Sendhoff.
Evolution Strategies for Robust Optimization.
In
Congress on Evolutionary Computation (CEC),
2006.
check to request reprint
|
| [79] |
Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff and
Edward Tsang.
Combining model-based and genetics-based offspring generation for multi-objective optimization using a convergence criterion.
In
Congress on Evolutionary Computation (CEC),
2006.
check to request reprint
|
| [78] |
Dudy Lim, Yew-Soon Ong, Yaochu Jin and Bernhard Sendhoff.
Trusted Evolutionary Algorithm.
In
Congress on Evolutionary Computation (CEC),
2006.
check to request reprint
|
| [77] |
Yaochu Jin and Bernhard Sendhoff.
Alleviating Catastrophic Forgetting via Multi-Objective Learning.
In
International Joint Conference on Neural Networks (IJCNN),
2006.
check to request reprint
|
| [76] |
Lars Gräning, Yaochu Jin and Bernhard Sendhoff.
Generalization improvement in multi-objective learning.
In
International Joint Conference on Neural Networks (IJCNN),
2006.
check to request reprint
|
| [75] |
Martina Hasenjäger, Bernhard Sendhoff, Toyotaka Sonoda and Toshiyuki Arima.
Three dimensional evolutionary aerodynamic design optimization using single and
multi-objective approaches. In R. Schilling, W. Haase, J. Periaux, H. Baier and
G. Bugeda (Eds.)
Evolutionary and Deterministic Methods for Design, Optimization and
Control with Applications to Industrial and Societal Problems {EUROGEN},
2005.
check to request reprint
|
| [74] |
Yaochu Jin, Tatsuya Okabe and Bernhard Sendhoff.
Evolutionary multiobjective approach to constructing neural network
ensembles for regression. In Carlos A. Coello Coello and Gary B. Lamont (Eds.)
Applications of Multi-objective Evolutionary Algorithms,
World Scientific, 2004.
check to request reprint
|
| [73] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
Theoretical comparison of search dyanmics of genetic algorithms and
evolution strategies.
In Congress on Evolutionary Computation (CEC), 2005.
check to request reprint
|
| [72] |
Martina Hasenjäger and Bernhard Sendhoff.
Crawling along the Pareto front: Tales from the practice.
In Congress on Evolutionary Computation (CEC), 2005.
check to request reprint
|
| [71] |
Hee-Khiang Ng, Dudy Lim, Yew Soon Ong, Lars Freund, Shuja Pavez, Bu Sung Lee and Bernhard Sendhoff.
A multi-clustered grid enabled evolution framework for aerodynamic
airfoil design optimization.
In International Conference on Natural Computation (ICNC), 2005.
check to request reprint
|
| [70] |
Yaochu Jin and Bernhard Sendhoff.
On evolutionary optimization of large problems with small populations.
In International Conference on Natural Computation (ICNC), 2005.
check to request reprint
|
| [69] |
Vineet Khare, Xin Yao, Bernhard Sendhoff, Yaochu Jin
and Heiko Wersing.
Co-evolutionary modular neural networks for automatic problem decomposition.
In Congress on Evolutionary Computation (CEC), 2005.
check to request reprint
|
| [68] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
A new approach to dynamics analysis of genetic algorithms without selection.
In Congress on Evolutionary Computation (CEC), 2005.
check to request reprint
|
| [67] |
Michael Nashvili, Markus Olhofer and Bernhard Sendhoff.
Morphing methods in evolutionary design optimization.
In Genetic and Evolutionary Computaton Conference
(GECCO), ACM, 2005.
check to request reprint
|
| [66] |
Martina Hasenjäger, Bernhard Sendhoff,
Toyotaka Sonoda and Toshiyuki Arima.
Three dimensional evolutionary aerodynamic design optimization with (CMA-ES).
In Genetic and Evolutionary Computaton Conference
(GECCO), ACM, 2005.
check to request reprint
|
| [65] |
Stefan Menzel, Markus Olhofer and Bernhard Sendhoff.
Evolutionary design optimization of complex systems integrating FLUENT for
parallel flow evaluation.
In European Automotive (CFD) Conferemce (EACC), 2005.
check to request reprint
|
| [64] |
Christian Igel and Bernhard Sendhoff.
Synergies between evolutionary and neural computation.
In European Symposium on Artificial Neural Networks (ESANN), 2005.
check to request reprint
|
| [63] |
Lars Gräning, Yaochu Jin and Bernhard Sendhoff.
Efficient evolutionary optimization using individual-based evolutionary
control and neural networks - A comparative study.
In European Symposium on Artificial Neural Networks (ESANN), 2005.
check to request reprint
|
| [62] |
Martina Hasenjäger, Bernhard Sendhoff,
Toyotaka Sonoda and Toshiyuki Arima.
Single and multi-objective approaches to 3D evolutionary aerodynamic
design optimization.
In Sixth World Congress on Structural and Multidisciplinary
Optimization, 2005.
check to request reprint
|
| [61] |
Stefan Menzel, Markus Olhofer and Bernhard Sendhoff.
Application of free form deformation techniques in evolutionary design
optimzation.
In Sixth World Congress on Structural and Multidisciplinary
Optimization, 2005.
check to request reprint
|
| [60] |
Yaochu Jin, Bernhard Sendhoff and Edgar Körner.
Evolutionary multi-objective model selection: A step towards smooth
transition between signal-type and symbol-type representations?
In Third International Conference on
Evolutionary Multi-Criterion Optimization EMO, Springer Verlag,
2005.
check to request reprint
|
| [59] |
Martina Hasenjäger, Bernhard Sendhoff,
Toyotaka Sonoda and Toshiyuki Arima.
Three-dimensional aerodynamic optimization for an ultra-low aspect ratio
transonic turbine stator blade.
In Proceedings of the ASME Turbo Expo, 2005.
check to request reprint
|
| [58] |
Vineet Khare, Xin Yao and Bernhard Sendhoff.
Credit assignment among neurons in co-evolving populations.
In Parallel Problem Solving from Nature (PPSN), Springer
Verlag, 2004.
check to request reprint
|
| [57] |
Tatsuya Okabe, Yaochu Jin, Markus Olhofer and
Bernhard Sendhoff.
On test functions for evolutionary multi-objective optimization.
In Parallel Problem Solving from Nature (PPSN), Springer
Verlag, 2004.
check to request reprint
|
| [56] |
Yaochu Jin, Tatsuya Okabe and Bernhard Sendhoff.
Evolutionary multi-objective approach to constructing neural network
ensembles for regression.
In Applications of Multi-objective Evolutionary Algorithms,
World Scientific, 2004.
check to request reprint
|
| [55] |
Razvan Enache, Bernhard Sendhoff, Markus Olhofer and
Martina Hasenjäger.
Steady-state evolution strategies - A comparative study.
In Parallel Problem Solving from Nature (PPSN), Springer
Verlag, 2004.
check to request reprint
|
| [54] |
Georg Schneider, Heiko Wersing, Bernhard Sendhoff and
Edgar Körner.
Coupling of evolution and learning to optimize a hierarchical object
recognition model.
In Parallel Problem Solving from Nature (PPSN), Springer
Verlag, 2004.
check to request reprint
|
| [53] |
Tatsuya Okabe, Markus Olhofer, Yaochu Jin
and Bernhard Sendhoff.
Evolutionary multi-objective optimization on micro heat exchanger
(in Japanese).
In Annual Conference of Japan Society of Fluid Mechanics, 2004.
check to request reprint
|
| [52] |
Georg Schneider, Heiko Wersing, Bernhard Sendhoff and
Edgar Körner.
Evolution of hierarchical features for visual object recognition.
In Conference on Self-organization of Adaptive Behaviour (SOAVE),
2004.
check to request reprint
|
| [51] |
Alexandra Mark, Heiko Wersing and Bernhard Sendhoff.
A decision making architecture which uses anticipation, learning and
evolutionary computation.
In Conference on Self-organization of Adaptive Behaviour (SOAVE),
2004.
check to request reprint
|
| [50] |
Yaochu Jin and Bernhard Sendhoff.
Reducing Fitness Evaluations Using Clustering Techniques and Neural
Network Ensembles.
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO, Springer
Verlag, 2004.
check to request reprint
|
| [49] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
Voronoi-based Estimation of Distribution Algorithm for Multi-objective
Optimization.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2004.
check to request reprint
|
| [48] |
Alexandra Mark, Bernhard Sendhoff and Heiko Wersing.
A Decision Making Framework for Game Playing Using Evolutionary
Optimization and Learning.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2004.
check to request reprint
|
| [47] |
Yaochu Jin, Tatsuya Okabe and Bernhard Sendhoff.
Neural network regularization and ensembling using multi-objective
evolutionary algorithms.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2004.
check to request reprint
|
| [46] |
Yaochu Jin and Bernhard Sendhoff.
Constructing Dynamic Optimization Test Problems Using the
Multi-Objective Optimization Concept.
In Applications of Evolutionary Computation, EvoWorkshops,
pp. 525-536, Springer Verlag, 2004.
check to request reprint
|
| [45] |
Bernhard Sendhoff, Hans-Georg Beyer and
Markus Olhofer.
The influence of stochastic quality functions on evolutionary search.
In K.C. Tan, M.H. Lim, X. Yao and L. Wang (Eds.) Recent Advances
in Simulated Evolution and Learning, 2003, World-Scientitic.
check to request reprint
|
| [44] |
Tatsuya Okabe, Kwasi Foli, Markus Olhofer, Yaochu Jin and Bernhard Sendhoff.
Comparative studies on micro heat exchanger optimization.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [43] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
A critical survey of performance indices for multi-objective optimization.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [42] |
Yaochu Jin and Bernhard Sendhoff.
Connectedness, regularity and the success of local search in
evolutionary multi-objective optimization.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [41] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
Evolutionary multi-objective optimisation with a hybrid representation.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [40] |
Wei-Wen Chang, Chan-Jin Chung and Bernhard Sendhoff.
Target shape design optimization with evolutionary computation.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [39] |
Lars Willmes, Thomas Bäck, Yaochu Jin and
Bernhard Sendhoff.
Comparing neural networks and Kriging for fitness approximation in
evolutionary optimization.
In Congress on Evolutionary Computation (CEC), IEEE Press,
2003.
check to request reprint
|
| [38] |
Toyotaka Sonoda, Yoshihiro Yamaguchi, Toshiyuki Arima, Markus Olhofer,
Bernhard Sendhoff and Heinz-Adolf Schreiber.
Advanced high turning compressor airfoils for low Reynolds number
condition. Part 1: Design and optimization.
In Proceedings of the ASME Turbo Expo, 2003.
check to request reprint
|
| [37] |
Yaochu Jin, Tatsuya Okabe and Bernhard Sendhoff.
Solving three objective optimization problems using evolutionary
dynamic weighted aggregation: Results and analysis.
In Proceedings of the Genetic and Evolutionary Computation
Conference, LNCS, pages 636-637, 2003.
check to request reprint
|
| [36] |
Yaochu Jin and Bernhard Sendhoff.
Trade-off between Performance and Robustness: An Evolutionary
Multiobjective Approach.
In C.M. Fonseca et al.
Second International Conference on
Evolutionary Multi-Criterion Optimization EMO, pages 237-251,
LNCS, Springer Verlag, 2003.
check to request reprint
|
| [35] |
Gavin Brown, Xin Yao, Jeremy Wyatt, Heiko Wersing and Bernhard Sendhoff.
Exploiting Ensemble Diversity for Automatic Feature Extraction.
In L. Wang et al.
9th International Conference on Neural Information Processing -
ICONIP, pages 1886-1790, volume 4, 2002.
check to request reprint
|
| [34] |
Bernhard Sendhoff, Hans-Georg Beyer and Markus Olhofer.
On noise induced multi-modality in evolutionary algorithms.
In L. Wang et al.
4th Asia-Pacific Conference on Simulated Evolution And Learning -
SEAL, pages 219-224, volume 1, 2002.
check to request reprint
|
| [33] |
Yaochu Jin and Bernhard Sendhoff.
Incorporation of Fuzzy Preferences into Evolutionary Multiobjective
Optimisation.
In L. Wang et al.
4th Asia-Pacific Conference on Simulated Evolution And Learning -
SEAL, pages 26-30, volume 1, 2002.
check to request reprint
|
| [32] |
Georg Schneider, Heiko Wersing, Bernhard Sendhoff and Edgar Körner.
Evolutionary Feature Design for Object Recognition with Hierarchical Networks.
In L. Wang et al.
9th International Conference on Neural Information Processing -
ICONIP, pages 1936-1940, volume 4, 2002.
check to request reprint
|
| [31] |
Hans-Georg Beyer, Markus Olhofer and Bernhard Sendhoff.
On the Behavior of (m/mI,
l)-ES Optimizing Functions
Disturbed by Generalized Noise.
In de Jong et al.
Foundations of Genetic Algorithms VII, pages 307-328, 2002.
check to request reprint
|
| [30] |
Michael Hüsken and Yaochu Jin and Bernhard Sendhoff.
Structure Optimization of Neural Networks for Evolutionary Design Optimization
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO - Workshop,
Morgan Kaufmann, 2002.
check to request reprint
|
| [29] |
Tatsuya Okabe, Yaochu Jin and Bernhard Sendhoff.
On the Dynamics of Evolutionary Multi-Objective Optimization.
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO, pages 247-255,
Morgan Kaufmann, 2002.
check to request reprint
|
| [28] |
Yaochu Jin and Bernhard Sendhoff.
Fitness Approximation in Evolutionary Computation: A Survey.
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO,
pages 1105-1113, Morgan Kaufmann, 2002.
check to request reprint
|
| [27] |
Yaochu Jin and Bernhard Sendhoff.
Incorporation of Fuzzy Preferences into Evolutionary Multiobjective
Optimisation
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO, page 683 (poster),
Morgan Kaufmann, 2002.
check to request reprint
|
| [26] |
Markus Olhofer, Toshiyuki Arima, Toyotaka Sonoda, Markus Fischer
and Bernhard Sendhoff.
Aerodynamic Shape Optimisation Using Evolution Strategies.
In I. Parmee and P. Hajela
Optimisation in Industry III,
pages 83-94, Springer Verlag, 2001.
check to request reprint
|
| [25] |
Yaochu Jin, Markus Olhofer and Bernhard Sendhoff.
Managing Approximate Models in Evolutionary Aerodynamic Design
Optimization.
In Congress on Evolutionary Computation (CEC), IEEE
Press, volume 2, pages 592-599, IEEE Press, 2001.
check to request reprint
|
| [24] |
Markus Olhofer, Yaochu Jin and Bernhard Sendhoff.
Adaptive encoding for aerodynamic shape optimization using Evolution Strategies.
In Congress on Evolutionary Computation (CEC),
volume 2, pages 576-583, IEEE Press, 2001.
check to request reprint
|
| [23] |
Yaochu Jin, Markus Olhofer and Bernhard Sendhoff.
Dynamic Weighted Aggregation for Evolutionary Multi-Objective
Optimization: Why Does It Work and How?
In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO, pages 1042-1049,
Morgan Kaufmann, 2001.
check to request reprint
|
| [22] |
Yaochu Jin, Tatsuya Okabe and Bernhard Sendhoff.
Adapting Weighted Aggregation for Multiobjective Evolution Strategies.
In International Conference on Evolutionary Multi-Criteria
Optimization, pages 96-110, Springer Verlag, 2001.
check to request reprint
|
| [21] |
Bernhard Sendhoff, Ursula Körner and Edgar Körner.
On the integration of biological constraints into the evolution
of artificial neural systems. In Proceedings of the 7th
International Conference on Neural
Information Processing, volume 2, pages 903-908, 2000.
check to request reprint
|
| [20] |
Michael Hüsken and Bernhard Sendhoff. Evolutionary Optimization
for Problem Classes with Lamarckian Inheritance.
In Proceedings of the 7th International Conference on Neural
Information Processing, volume 2, pages 897-902, 2000.
check to request reprint
|
| [19] |
Martin Kreutz, Anja Busse and Bernhard Sendhoff.
Evolution of adaptive nonlinear models.
In Proceedings of the 7th International Conference on Neural
Information Processing volume 2, pages 885-890, 2000.
check to request reprint
|
| [18] |
Bernhard Sendhoff. Evolutionary optimised
ontogenetic neural networks
with incremental problem complexity during development. In
Congress on Evolutionary Computation (CEC), pages 1443-1450, IEEE
Press, 2000.
check to request reprint
|
| [17] |
Yaochu Jin, Markus Olhofer and Bernhard Sendhoff. On evolutionary
optimisation with approximate fitness functions. In Proceedings of the
Genetic and Evolutionary Computation Conference GECCO,
pages 786-793, Morgan Kaufmann, 2000.
check to request reprint
|
| [16] |
Michael Hüsken, Jens Gayko and Bernhard
Sendhoff. Optimisation for problem classes - neural networks that
learn to learn. In
First IEEE Symposium on
Combinations of Evolutionary Computation and Neural Networks,
pages , IEEE Press, 98-109, 2000.
check to request reprint
|
| [15] |
Markus Olhofer, Toshiyuki Arima, Toyotaka Sonoda and Bernhard
Sendhoff. Optimisation of a stator blade used in a transonic
compressor cascade with evolution strategies. In I.C. Parmee, editor,
Adaptive Computing in Design and Manufacture (ACDM), pages 45-54,
Springer Verlag, 2000.
check to request reprint
|
| [14] |
Bernhard Sendhoff and Martin Kreutz. Variable encoding of modular neural
networks for time series prediction. In V.W. Porto, editor,
Congress on Evolutionary Computation (CEC), pages 259-266, IEEE
Press, 1999.
(pictures of the connection matrices and a VRML visualization of the neural
networks)
check to request reprint
|
| [13] |
Peter Stagge and Bernhard Sendhoff.
Organisation of Past States in Recurrent Neural Networks: Implicit Embedding.
In M.Mohammadian, editor, Computational Intelligence
for Modelling Control & Automation
(CIMCA'99, Vienna), pages 21-28, IOS Press 1999.
check to request reprint
|
| [12] |
Martin Kreutz, Anja M. Reimetz, Bernhard
Sendhoff, Claus Weihs and Werner von Seelen.
Structure optimization of density estimation models applied to regression problems with dynamic noise.
In David Heckerman and Joe Whittaker, editors,
Proceedings of the Seventh International Workshop on Artificial
Intelligence and Statistics, pages 237-242, Morgan Kaufmann, 1999.
check to request reprint
|
| [11] |
Yaochu C. Jin, Werner von Seelen and Bernhard Sendhoff.
An Approach to Rule-Based Knowledge Extraction.
Proceedings IEEE International Conference on Fuzzy Systems,
Anchorage, Alaska, 1998.
check to request reprint
|
| [10] |
Martin Kreutz, Anja M. Reimetz, Bernhard
Sendhoff, Claus Weihs and
Werner von Seelen.
Optimisation of Density Estimation Models with Evolutionary
Algorithms.
In A.E. Eiben, Th. Bäck, M. Schoenauer and H.P. Schwefel, editors,
Parallel Problem Solving from Nature - PPSN V, pages
998-1007, Lecture Notes in Computer Science 1498, Springer, 1998.
check to request reprint
|
| [9] |
Bernhard Sendhoff, Martin Kreutz and Werner von Seelen.
A condition for the genotype-phenotype mapping: Causality. In Thomas Bäck, editor,
Proceedings of the Seventh International Conference on Genetic
Algorithms (ICGA'97), pages 73-80, Morgan Kauffmann, San
Francisco, 1997.
check to request reprint
|
| [8] |
Peter Stagge and Bernhard Sendhoff.
An Extended Elman Net for Modeling Time Series. In W. Gerstner,
A. Germond, M. Hasler and J. Nicoud, editors, Artificial Neural
Networks (ICANN'97), Lecture Notes in Computer Science, pages
427-432, Springer Verlag, 1997.
check to request reprint
|
| [7] |
Jens Gayko and Reinhard Lohmann and Heiko Voss and Bernhard
Sendhoff and Thomas Zamzow.
Application of structure evolution to system state diagnosis. In
A.B. Bulsari and S. Kallio, editors,
Proceedings of the International Conference on Engineering
Applications of Neural Networks (EANN '97), Stockholm, pages 233-236, 1997.
check to request reprint
|
| [6] |
Christian Goerick, Bernhard
Sendhoff and Werner von Seelen.
From Neural Networks to Neural Strategies.
Proceedings of the International Conference
on Acoustics, Speech, and Signal Processing, ICASSP97, IEEE
Press, 1997.
check to request reprint
|
| [5] |
Bernhard Sendhoff, Clemens Pötter and
Werner von Seelen. The role of information in simulated evolution. In Y. Bar-Yam, editor,
Unifying Themes in Complex Systems - Proceedings of the
International Conference on Complex Systems 1997, pages 453-470, Perseus
Book, 2000.
check to request reprint
|
| [4] |
Bernhard Sendhoff and Martin Kreutz.
Analysis of possible genome - dependence of mutation rates in
Genetic Algorithms. In Terence C. Fogarty, editor,
Evolutionary Computing - selected papers from the 1996 AISB
Workshop, volume 1134 of Lecture Notes in Computer
Science, pages 257-269, Springer Verlag, September 1996.
check to request reprint
|
| [3] |
Bernhard Sendhoff.
Maple procedures to simplify special vector and tensor terms.
Maple Summer Workshop and Symposium,
University of Michigan, Ann Arbor, 1993.
|
| Books |
| [2] |
Artificial Neural Networks - ICANN96, C. v. d. Malsburg,
W. v. Seelen, J. C. Vorbrüggen, B. Sendhoff, eds., Springer
Verlag, Berlin, Heidelberg, New York, volume 1112 of Lecture Notes
in Computer Science, 1996.
|
| [1] |
Creating
Brain-like Intelligence,
B. Sendhoff, E. Körner, O. Sporns,
H. Ritter, K. Doya, eds., Springer
Verlag, Berlin, Heidelberg, New York, volume 5436 of Lecture Notes
in Computer Science, 2009.
(Table of Content).
|
| Thesis |
|
Bernhard Sendhoff.
Evolution of Structures - Optimization of Artificial Neural
Structures for Information Processing.
Doktorarbeit, Physik (Phd. thesis), Institut für
Neuroinformatik, Fakultät für Physik, Ruhr-Universität
Bochum, 1998. Shaker Verlag, ISBN
3-8265-4155-3 (Abstract)
(Table of Contents).
|
|
Bernhard Sendhoff.
Comparison of String Theories with Theories of Gravity.
Diplomarbeit, Physik (master thesis), Fakultät für
Physik, Ruhr-Universität Bochum, 1993.
|