Comparison of Multi-Fidelity Optimization Methods Using an Aero-Structural Benchmark Problem
NATO STO AVT-354 Multi-Fidelity Methods for Military Vehicle Design Workshop, Varna/BULGARİSTAN, 26 Eylül 2022
BRYSON DEAN, BERAN PHİLİP, THELEN ANDREW, RUMPFKEİL MARKUS, NİKBAY MELİKE, ÇAKMAK ENES, YILDIZ ŞIHMEHMET
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Opening Keynote: Leveraging Multi-Fidelity Surrogates For Advanced Computational Design And Multidisciplinary Design Optimization In Aerospace Engineering
AeroBest 2025, III ECCOMAS Thematic Conference on Multidisciplinary Design Optimization of Aerospace Systems, Lizbon/PORTEKİZ, 22 Nisan 2025
NİKBAY MELİKE
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Analytical benchmark problems for multi-fidelity optimization methods
NATO STO AVT-354 Multi-Fidelity Methods for Military Vehicle Design Workshop, Varna/BULGARİSTAN, 26 Eylül 2022
MAİNİNİ LAURA, FİORE FRANCESCO Dİ, SERANİ ANDREA, FİCİNİ SİMONE, PELLEGRİNİ RİCARDO, DİEZ MATTEO, RUMPFKEİL MARKUS, MİNİSCİ EDMONDO, QUAGLİARELLA DOMENİCO, PEHLİVAN SOLAK HAYRİYE, YILDIZ ŞIHMEHMET, NİKBAY MELİKE, BRYSON DEAN, BERAN PHİLİP
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Resistance and Seakeeping Optimization of a Naval Destroyer by Multi-Fidelity Methods
NATO STO AVT-354 Multi-Fidelity Methods for Military Vehicle Design Workshop, Varna/BULGARİSTAN, 26 Eylül 2022
SERANİ ANDREA, SERANİ ANDREA, FİCİNİ SİMONE, BROGLİA RİCCARDO, DİEZ MATTEO, GRİGOROPOULOS GREGORY, BAKİRTZOGOU CHRİS, PAPADAKİS GEORGE, GÖREN ÖMER, DANIŞMAN DEVRİM BÜLENT, PEHLİVAN SOLAK HAYRİYE, YILDIZ ŞIHMEHMET, NİKBAY MELİKE, SCHOLCZ THOMAS, KLİNKENBERG JOY
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Leveraging Multi-Fidelity Models: A Comparative Analysis of Deep Neural Networks and Gaussian Processes in Engineering Design
NATO STO AVT-411 Research Specialists Meeting on ML/AI for Military Vehicle Design, Washington DC/AMERİKA BİRLEŞİK DEVLETLERİ, 21 Mayıs 2025
NİKBAY MELİKE,KILIÇ DİLAN,YILDIZ ŞIHMEHMET,CORRO FRANCESCA,İNCE NADİR
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Reproducible industrial multi-fidelity optimization benchmark problems for air, space, and sea vehicles
NATO STO AVT-354 Multi-Fidelity Methods for Military Vehicle Design Workshop, Varna/BULGARİSTAN, 26 Eylül 2022
QUAGLİARELLA DOMENİCO, THELEN ANDREW, CLARK DANİEL, BRYSON DEAN, YILDIZ ŞIHMEHMET, NİKBAY MELİKE, MAİNİNİ LAURA, FİORE FRANCESCO Dİ, MİNİSCİ EDMONDO, LEYLAND PENELOPE, SERANİ ANDREA, FİCİNİ SİMONE, DİEZ MATTEO
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Resistance and Seakeeping Optimization of a Naval Destroyer by Multi-Fidelity Methods
Research Workshop AVT-354 on Multi-fidelity methods for military vehicle designAt: Varna, Bulgaria, Varna/BULGARİSTAN, 26 Eylül 2022
SERANİ ANDREA, FİCİNİ SİMONE, BROGLİA RİCCARDO, DİEZ MATTEO, GRİGOROPOULOS GREGORY, BAKİRTZOGLOU CHRİSTOS, PAPADAKİS GEORGE, GÖREN ÖMER, DANIŞMAN DEVRİM BÜLENT, PEHLİVAN HAYRİYE, YILDIZ ŞIHMEHMET, NİKBAY MELİKE, SCHOLCZ THOMAS P., KLİNKENBERG JOY
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A Comparative Study on Multi-fidelity Machine Learning Modeling for Aerospace Problems
2025 AIAA SciTech, Orlando/AMERİKA BİRLEŞİK DEVLETLERİ, 6 Ocak 2025
KILIÇ DİLAN,NİKBAY MELİKE
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Multi-fidelity bayesian optimization of unsteady cavity flow
LİSANSÜSTÜ EĞİTİM ENSTİTÜSÜ, İSTANBUL TEKNİK ÜNİVERSİTESİ, 2026
RAMAZAN KABA
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A multi-fidelity prediction framework with convolutional neural networks using high-dimensional data
LİSANSÜSTÜ EĞİTİM ENSTİTÜSÜ, İSTANBUL TEKNİK ÜNİVERSİTESİ, 2022
HÜSEYİN EMRE TEKASLAN
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Chapter 3 Air Benchmark Definition NATO STO-TR-AVT-331 Goal-Driven, Multi-Fidelity Approaches for Military Vehicle System-Level Design
2024, NATO Science and Technology Organization
BRYSON DEAN,BERAN PHİLİP,CLARK DANİEL,THELEN ANDREW,RUMPFKEİL MARKUS,QUAGLİARELLA DOMENİCO,NİKBAY MELİKE,ÇAKMAK ENES,YILDIZ ŞIHMEHMET
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Multi-Fidelity Bayesian Optimization For Aerospace Engineering Design
AeroBest 2025 III ECCOMAS Thematic Conference on Multidisciplinary Design Optimization of Aerospace System, Lizbon/PORTEKİZ, 22 Nisan 2025
YILDIZ ŞIHMEHMET,NİKBAY MELİKE
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Advanced Experiments on Gaussian Process-based Multi-fidelity Methods over Diverse Mathematical Characteristics
ECCOMAS Congress 2022 8th European Congress on Computational Methods in Applied Sciences and Engineering, Oslo/NORVEÇ, 5 Haziran 2022
YILDIZ ŞIHMEHMET, GÖREN ÖMER, NİKBAY MELİKE
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Chapter 9 Space Benchmark Results NATO STO-TR-AVT-331 Goal-Driven, Multi-Fidelity Approaches for Military Vehicle System-Level Design
2024, NATO Science and Technology Organization
MİNİSCİ EDMONDO,LEYLAND PENELOPE,YILDIZ ŞIHMEHMET,NİKBAY MELİKE
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Implementation of Multidisciplinary and Multifidelity Uncertainty Quantification Methods for Sonic Boom Prediction
American Institute of Aeronautics and Astronautics (AIAA) Journal of Aircraft, Vol. 60, No. 2, Mart 2023, s. 410-422, ISSN: 0021-8669
TEKASLAN HÜSEYİN EMRE, YILDIZ ŞIHMEHMET, DEMİROGLU YUSUF, NİKBAY MELİKE
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Shape Optimization of a Naval Destroyer by Multi-Fidelity Methods
Marine 2023 Computational Methods in Marine Engineering, Madrid/İSPANYA, 27 Haziran 2023
SERANİ ANDREA, FİCİNİ SİMONE, BROGLİA RİCCARDO, DİEZ MATTEO, GÖREN ÖMER, DANIŞMAN DEVRİM BÜLENT, PEHLİVAN SOLAK HAYRİYE, YILDIZ ŞIHMEHMET, NİKBAY MELİKE, SCHOLCZ THOMAS, KLİNKENBERG JOY, GRİGOROPOULOS GREGORY, BAKİRTZOGOU CHRİS, PAPADAKİS GEORGE
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Implementation of Multidisciplinary Multi- Fidelity Uncertainty Quantification Methods in Sonic Boom Prediction
AIAA Aviation Forum and Exposition, Virtual/AMERİKA BİRLEŞİK DEVLETLERİ, 2 Ağustos 2021
TEKASLAN HÜSEYİN EMRE, YILDIZ ŞIHMEHMET, DEMİROGLU YUSUF, NİKBAY MELİKE
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Chapter 4 Sea Benchmark Definition NATO STO-TR-AVT-331 Goal-Driven, Multi-Fidelity Approaches for Military Vehicle System-Level Design
2024, NATO Science and Technology Organization
SERANİ ANDREA,BROGLİA RİCCARDO,DİEZ MATTEO,GÖREN ÖMER,DANIŞMAN DEVRİM BÜLENT,PEHLİVAN SOLAK HAYRİYE,YILDIZ ŞIHMEHMET,NİKBAY MELİKE,GRİGOROPOULOS GREGORY,BAKİRTZOGOU CHRİS,PAPADAKİS GEORGE,SCHOLCZ THOMAS,KLİNKENBERG JOY
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Chapter 8 Sea Benchmark Results NATO STO-TR-AVT-331 Goal-Driven, Multi-Fidelity Approaches for Military Vehicle System-Level Design
2024, NATO Science and Technology Organization
SERANİ ANDREA,FİCİNİ SİMONE,BROGLİA RİCCARDO,DİEZ MATTEO,MAİNİNİ LAURA,SCHOLCZ THOMAS,KLİNKENBERG JOY,GRİGOROPOULOS GREGORY,BAKİRTZOGOU CHRİS,PAPADAKİS GEORGE,FİORE FRANCESCO Dİ,GÖREN ÖMER,DANIŞMAN DEVRİM BÜLENT,PEHLİVAN SOLAK HAYRİYE,YILDIZ ŞIHMEHMET,NİKBAY MELİKE
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Chapter 7 Air Benchmark Results NATO STO-TR-AVT-331 Goal-Driven, Multi-Fidelity Approaches for Military Vehicle System-Level Design
2024, NATO Science and Technology Organization
BRYSON DEAN,BERAN PHİLİP,CLARK DANİEL,THELEN ANDREW,RUMPFKEİL MARKUS,FİORE FRANCESCO Dİ,QUAGLİARELLA DOMENİCO,NİKBAY MELİKE,ÇAKMAK ENES,YILDIZ ŞIHMEHMET,MAİNİNİ LAURA
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