PUBLICATIONS IN INTERNATIONAL JOURNALS
  • K.C. GIANNAKOGLOU, A.P. GIOTIS and M.K. KARAKASIS: 'Low-Cost Genetic Optimization based on Inexact Pre-evaluations and the Sensitivity Analysis of Design Parameters', Inverse Problems in Engineering, Vol. 9, pp. 389-412, 2001.
  • K.C. GIANNAKOGLOU: 'Design of Optimal Aerodynamic Shapes using Stochastic Optimization Methods and Computational Intelligence', International Review Journal Progress in Aerospace Sciences, Vol. 38, pp. 43-76, 2002
  • M.K. KARAKASIS, A.P. GIOTIS and K.C. GIANNAKOGLOU: 'Inexact Information Aided, Low-cost, Distributed Genetic Algorithms for Aerodynamic Shape Optimisation', International Journal for Numerical Methods in Fluids, Vol. 43, pp. 1149-1166, 2003.
  • I.C. KAMPOLIS, D.I. PAPADIMITRIOU and K.C. GIANNAKOGLOU: 'Evolutionary Optimisation Using a New Radial Basis Function Network and the Adjoint Formulation', Journal of Inverse Problems in Science & Engineering, Vol. 14, No. 4, 397-410, 2006.
  • K.C. GIANNAKOGLOU, D.I. PAPADIMITRIOU ans I.C. KAMPOLIS: 'Aerodynamic Shape Design Using Evolutionary Algorithms and New Gradient-Assisted Metamodels', Computer Methods in Applied Mechanics and Engineering, Vol. 195, pp. 6312-6329, 2006.
  • M. KARAKASIS and K.C. GIANNAKOGLOU: 'On the Use of Metamodel-Assisted Multi-Objective Evolutionary Algorithms', Engineering Optimisation, Vol. 38(8), pp. 941-957, 2006.
  • M. KARAKASIS, D.G. KOUBOGIANNIS and K.C. GIANNAKOGLOU: 'Hierarchical Distributed Evolutionary Algorithms in Shape Optimisation’, International Journal for Numerical Methods in Fluids, Vol. 53, pp. 455-469, 2007.
  • I.C. KAMPOLIS and K.C. GIANNAKOGLOU: 'A Multilevel Approach to Single- and Multiobjective Aerodynamic Optimization', Computer Methods in Applied Mechanics and Engineering, Vol. 197, pp. 2963-2975, 2008.
  • P.I.K. LIAKOPOULOS, I.C. KAMPOLIS and K.C. GIANNAKOGLOU: 'Grid-Enabled, Hierarchical Distributed Metamodel-Assisted Evolutionary Algorithms for Aerodynamic Shape Optimization', Future Generation Computer Systems, Vol. 24, pp. 701-708, 2008.
  • V.G. ASOUTI, K.C. GIANNAKOGLOU: 'Aerodynamic Optimization Using a Parallel Asynchronous Evolutionary Algorithm Controlled by Strongly Interacting Demes', Engineering Optimization', Vol. 41, pp. 241-257, 2009.
  • C.A. GEORGOPOULOU, K.C. GIANNAKOGLOU: 'A Multi-Objective Metamodel-Assisted Memetic Algorithm with Strength-based Local Refinement', Engineering Optimization, Vol. 41, pp. 909-923, 2009.
  • I.C. KAMPOLIS and K.C. GIANNAKOGLOU: 'Distributed Evolutionary Algorithms with Hierarchical Evaluation', Engineering Optimization, Vol. 41, pp. 1037-1049, 2009.
  • V.G. ASOUTI, I.C. KAMPOLIS, K.C. GIANNAKOGLOU: 'A Grid-Enabled Asynchronous Metamodel-Assisted Evolutionary Algorithm for Aerodynamic Optimization', Genetic Programming and Evolvable Machines, Vol. 10, pp. 373-389, 2009.
  • E.A. KONTOLEONTOS, V.G. ASOUTI, Ê.C. GIANNAKOGLOU: 'An Asynchronous Metamodel-Assisted Memetic Algorithm for CFD-based shape optimization', Engineering Optimization, Vol. 44, pp. 157-173, 2012.
  • S.A. KYRIACOU, S. WEISSENBERGER, Ê.C. GIANNAKOGLOU: 'Design of a Matrix Hydraulic Turbine using a Metamodel-Assisted Evolutionary Algorithm with PCA-Driven Evolution Operators', International Journal of Mathematical Modelling and Numerical Optimization, Special Issue on Simulation-Based Optimization Techniques for Computationally Expensive Engineering Design Problems, Vol. 3, pp. 45-63, 2012.
  • S.A. KYRIACOU, V.G. ASOUTI, K.C. GIANNAKOGLOU: 'Efficient PCA-driven EAs and metamodel-assisted EAs, with applications in turbomachinery', Engineering Optimization, Vol. 46, pp. 895-911, 2014.
  • V.G. ASOUTI, S.A. KYRIACOU, K.C. GIANNAKOGLOU: 'PCA-Enhanced Metamodel-Assisted Evolutionary Algorithms for Aerodynamic Optimization', 11th World Congress on Computational Mechanics (WCCM XI), Barcelona, Spain, 21-25 July, 2014.
CHAPTERS IN BOOKS
  • K.C. GIANNAKOGLOU: 'Cost-Effective Metamodel-Assisted Evolutionary Algorithms', in 'Evolutionary Algorithms and Intelligent Tools in Engineering Optimization', Editors: W. Annicchiarico, J. Periaux, M. Cerrolaza, G. Winter, CIMNE Series of Handbooks, 2005 (ISBN 1-84564-038-1).
  • K.C. GIANNAKOGLOU and I.C. KAMPOLIS: 'Multilevel Optimization Algorithms based on Metamodel- and Fitness Inheritance-Assisted Evolutionary Algorithms', in 'Computational Intelligence in Expensive Optimization Problems', Editors: Y. Tenne, C.-K. Goh, Springer-Verlag Series in Evolutionary Learning and Optimization, 2009.
PRESENTATIONS IN CONFERENCES
  • K.C. GIANNAKOGLOU: 'Designing Turbomachinery Blades Using Evolutionary Methods', ASME Paper presented at the 44th ASME Gas Turbine & Aeroengine Congress, Indianapolis, IN, USA, June 7-10, 1999.
  • A.P. GIOTIS and K.C. GIANNAKOGLOU: 'Single- and Multi-Objective Airfoil Design Using Genetic Algorithms and Artificial Intelligence', EUROGEN 99, Evolutionary Algorithms in Engineering and Computer Science, May 1999.
  • K.C. GIANNAKOGLOU: 'Optimization and Inverse Design in Aeronautics: How to Couple Genetic Algorithms with Radial Basis Function Networks', EURODAYS 2000, Innovative Tools for Scientific Computation in Aeronautical Engineering, Paris, March 2000.
  • A.P. GIOTIS, K.C. GIANNAKOGLOU and J. PERIAUX: 'A Reduced-Cost Multi-Objective Optimization Method Based on the Pareto Front Technique, Neural Networks and PVM', ECCOMAS 2000, European Congress on Computational Methods in Applied Sciences and Engineering, Barcelona, Sept. 2000.
  • M.K. KARAKASIS, A.P. GIOTIS and K.C. GIANNAKOGLOU: 'Efficient Genetic Optimization Using Inexact Information and Sensitivity Analysis. Application in Shape Optimization Problems', ECCOMAS Computational Fluid Dynamics Conference 2001, Swansea, Sept. 2001.
  • A. GIOTIS, M. EMMERICH, B. NAUJOCS, K.C. GIANNAKOGLOU, T.BACK, 'Low-Cost Stochastic Optimization for Engineering Applications', Int. Conference EUROGEN 2001 - Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems, Athens, Greece, Sept. 19-21, 2001.
  • E.T. BONATAKI, K.C. GIANNAKOGLOU, 'An Automated Tool for Single- and Multi-objective Optimization for Designing Combined Cycle Gas Turbine Power Plants', 4th GRACM Conference on Computational Mechanics, Patras, June 27-29, 2002.
  • M. EMMERICH, A. GIOTIS, M. OZDEMIR, T. BACK, K.C. GIANNAKOGLOU, 'Metamodel-Assisted Evolution Strategies', 7th Intern. Conf. on Parallel Problem Solving from Nature (PPSN 2002), Granada, Spain, Sept. 7-11, 2002.
  • I.C. KAMPOLIS, D.I. PAPADIMITRIOU and K.C. GIANNAKOGLOU: 'Evolutionary Optimisation Using a New Radial Basis Function Network and the Adjoint Formulation', Inverse Problems, Design and Optimisation (IPDO) Symposium, Rio de Janeiro, Brazil, March 17-19, 2004.
  • D.I. PAPADIMITRIOU, I.C. KAMPOLIS and K.C. GIANNAKOGLOU: 'Stochastic and Deterministic Optimisation in Turbomachinery Applications based on the Adjoint Formulation', ERCOFTAC Design Optimisation: Methods & Applications, Athens, Greece, March 31-April 2, 2004.
  • M.K. KARAKASIS and K.C. GIANNAKOGLOU: 'On the Use of Surrogate Evaluation Models in Multi-Objective Evolutionary Algorithms', ECCOMAS 2004, 4th European Congress on Computational Methods in Applied Sciences and Engineering, Jyvaskyla, Finland, July 24-28, 2004.
  • E.A. KONTOLEONTOS, K.C. GIANNAKOGLOU and D.G. KOUBOGIANNIS: 'Robust Design of Compressor Cascade Airfoils Using Evolutionary Algorithms and Surrogate Models', first International Conference on Experiments/Process/System Modelling/Simulation/Optimisation, Athens, July 6-9, 2005.
  • M.K. KARAKASIS and K.C. GIANNAKOGLOU: 'Metamodel-Assisted Multi-Objective Evolutionary Optimisation', EUROGEN 2005, Munich, September 12-14, 2005.
  • M. EMMERICH, K.C. GIANNAKOGLOU and B. NAUJOKS: 'Single- and Multi-objective Evolutionary Optimisation Assisted by Gaussian Random Field Metamodels', IEEE Transactions on Evolutionary Computation, Vol. 10, No. 4, pp. 421-439, 2006.
  • K.C. GIANNAKOGLOU, M.K. KARAKASIS and I.C. KAMPOLIS: 'Evolutionary Algorithms with Surrogate Modeling for Computationally Expensive Optimisation Problem', ERCOFTAC 2006 Design Optimisation International Conference, Gran Canaria, Spain, April 5-7, 2006.
  • M.K. KARAKASIS, K.C. GIANNAKOGLOU and D.G. KOUBOGIANNIS: 'Aerodynamic Design of Compressor Airfoils using Hierarchical, Distributed, Metamodel-Assisted Evolutionary Algorithms', 7th European Conference on Turbomachinery, Fluid Dynamics and Thermodynamics, Athens, March 5-8, 2007.
  • K.C. GIANNAKOGLOU, I.C. KAMPOLIS, P.I.K. LIAKOPOULOS, M.K. KARAKASIS, D.I. PAPADIMITRIOU, V.G. ASOUTI and T. ZERVOGIANNIS: 'Aerodynamic Shape Optimisation Methods on Multiprocessor Platforms', ParCFD 2007, Antalya, Turkey, May 21-24, 2007.
  • I.C. KAMPOLIS, A.S. ZYMARIS, V.G. ASOUTI and K.C. GIANNAKOGLOU: 'Multilevel Optimisation Strategies based on Metamodel-Assisted Evolutionary Algorithms, for Computationally Expensive Problems', 2007 IEEE Congress on Evolutionary Computation (CEC), Singapore, September 25-28, 2007.
  • H.A. GEORGOPOULOU, S.A. KYRIACOU, K.C. GIANNAKOGLOU, P. GRAFENBERGER, E. PARKINSON: 'Constrained Multi-Objective Design Optimization of Hydraulic Components Using a Hierarchical Metamodel Assisted Evolutionary Algorithm. Part 1: Theory', 24th IAHR Symposium on Hydraulic Machinery and Systems, Foz do Iguassu, Brazil, October 27-31, 2008.
  • P. GRAFENBERGER, E. PARKINSON, H.A. GEORGOPOULOU, S.A. KYRIACOU and K.C. GIANNAKOGLOU: 'Constrained Multi-Objective Design Optimization of Hydraulic Components Using a Hierarchical Metamodel Assisted Evolutionary Algorithm. Part 2: Applications', 24th IAHR Symposium on Hydraulic Machinery and Systems, Foz do Iguassu, Brazil, October 27-31, 2008.
  • S.A. KYRIACOU, S. WEISSENBERGER, P. GRAFENBERGER, K.C. GIANNAKOGLOU: 'Optimization of Hydraulic Machinery by Exploiting Previous Successful Designs', 25th IAHR Symposium on Hydraulic Machinery and Systems, Timisoara, Romania, September 20-24, 2010.
  • I.A. SKOUTEROPOULOU, S.A. KYRIACOU, V.G ASOUTI, K.C. GIANNAKOGLOU, S. WEISSENBERGER, P. GRAFENBERGER: 'Design of a Hydromatrix turbine runner using an Asynchronous Algorithm on a Multi-Processor Platform', 7th GRACM International Congress on Computational Mechanics, Athens, 30 June-2 July, 2011.
  • K.T. TSIAKAS, X.S. TROMPOUKIS, V.G. ASOUTI, and K.C. GIANNAKOGLOU: 'Design-Optimization of a Compressor Blading on a GPU Cluster', EUROGEN 2013 Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Societal Problems, Las Palmas de Gran Canaria, Spain, October 7-9, 2013.
LECTURE SERIES
  • K.C. GIANNAKOGLOU: 'Acceleration of Genetic Algorithms Using Artificial Neural Networks - Theoretical Background', von Karman Institute Lectures Series on 'Genetic Algorithms for Optimization in Aeronautics and Turbomachinery', May 15-19, 2000.
  • K.C. GIANNAKOGLOU and A.P. GIOTIS: 'Acceleration of Genetic Algorithms Using Artificial Neural Networks - Application of the Method', von Karman Institute Lectures Series on 'Genetic Algorithms for Optimization in Aeronautics and Turbomachinery', May 15-19, 2000.
  • K.C.GIANNAKOGLOU: 'Neural Network Assisted Evolutionary Algorithms for Aeronautics and Turbomachinery', von Karman Institute Lectures Series on 'Numerical Optimisation Methods & Tools for Multi-criteria/Multi-Disciplinary Design with applications to Aeronautics and Turbomachinery', November 15-19, 2004.
  • K.C.GIANNAKOGLOU, D.I. PAPADIMITRIOU and I.C. KAMPOLIS: 'Coupling Evolutionary Algorithms, Surrogate Models and Adjoint Methods in Inverse Design and Optimisation Problems', von Karman Institute Lectures Series on 'Numerical Optimisation Methods & Tools for Multi-criteria/Multi-Disciplinary Design with applications to Aeronautics and Turbomachinery', November 15-19, 2004.
  • K.C. GIANNAKOGLOU and M.K. KARAKASIS: 'Hierarchical and Distributed Metamodel-Assisted Evolutionary Algorithms’, von Karman Institute Lectures Series on 'Introduction to Optimisation and Multidisciplinary Design-Applications to Aeronautics and Turbomachinery', March 6-10, 2006.
  • K.C.GIANNAKOGLOU, I.C. KAMPOLIS and C.A. GEORGOPOULOU: 'Metamodel-Assisted Evolutionary Algorithms (MAEAs)', von Karman Institute Lectures Series on 'Introduction to Optimization and Multidisciplinary Design in Aeronautics and Turbomachinery', June 2-6, 2008.
  • K.C.GIANNAKOGLOU, D.I. PAPADIMITRIOU and I.C. KAMPOLIS: 'Hybridized Adjoint Methods/Evolutionary Algoriths & Applications to Turbomachinery', von Karman Institute Lectures Series on 'Introduction to Optimization and Multidisciplinary Design in Aeronautics and Turbomachinery', June 2-6, 2008.
  • K.C.GIANNAKOGLOU, V.G. ASOUTI, I.C. KAMPOLIS: 'Hierarchical, metamodel-assisted evolutionary algorithms', von Karman Institute Lectures Series on Introduction to Optimization and Multidisciplinary Design in Aeronautics and Turbomachinery, May 31-June 4, 2010.
  • K.C.GIANNAKOGLOU, V.G. ASOUTI, S.A. KYRIACOU, X.S. TROMPOUKIS: 'Hierarchical, Metamodel-Assisted Evolutionary Algorithms, with Industrial Applications', von Karman Institute Lectures Series on Introduction to Optimization and Multidisciplinary Design in Aeronautics and Turbomachinery, May 7-11, 2012.
  • K.C.GIANNAKOGLOU, V.G. ASOUTI, S.A. KYRIACOU: 'Reduced Cost Evolutionary Algorithms for Industrial Applications', von Karman Institute Lectures Series on Introduction to Optimization and Multidisciplinary Design in Aeronautics and Turbomachinery, April 7-11, 2014.