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Prediction of Aircraft's Longitudinal Motion Based on Aerodynamic Coefficients and Derivatives by Surrogate Model Approach
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作者 Norazila Othman Masahiro Kanazaki 《Journal of Mechanics Engineering and Automation》 2014年第7期584-594,共11页
The accuracy of a flight simulation is highly dependent on the quality of the aerodynamic database and prediction accuracies of the aerodynamic coefficients and derivatives. A surrogate model is an approximation metho... The accuracy of a flight simulation is highly dependent on the quality of the aerodynamic database and prediction accuracies of the aerodynamic coefficients and derivatives. A surrogate model is an approximation method that is used to predict unknown functions based on the sampling data obtained by the design of experiments. This model can also be used to predict aerodynamic coefficients/derivatives using several measured points. The objective of this paper is to develop an efficient digital flight simulation by solving the equation of motion to predict the aerodynamics data using a surrogate model. Accordingly, there is a need to construct and investigate aerodynamic databases and compare the accuracy of the surrogate model with the exact solution, and hence solve the equation of motion for the flight simulation analysis. In this study, sample datas for models are acquired from the USAF Stability and Control DATCOM, and a database is constructed for two input variables (the angle of attack and Mach number), along with two derivatives of the X-force axis and three derivatives for the Z-force axis and pitching moment. Furthermore, a comparison of the value predicted by the Kriging model and the exact solution shows that its flight analysis prediction ability makes it possible to use the surrogate model in future analyses. 展开更多
关键词 Surrogate model Kriging method equation of motion standard dynamics model.
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Theoretical foundations of the general standard model:A unified framework for particle physics and cosmology
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作者 Yue-Liang Wu 《Science China(Physics,Mechanics & Astronomy)》 2026年第4期171-198,共28页
We present a comprehensive theoretical analysis of the general standard model(GSM),a recently proposed framework that unifies particle physics and cosmology within the gravitational quantum field theory(GQFT).Construc... We present a comprehensive theoretical analysis of the general standard model(GSM),a recently proposed framework that unifies particle physics and cosmology within the gravitational quantum field theory(GQFT).Constructed from first principles based exclusively on the intrinsic properties of leptons and quarks,the GSM reveals an enlarged gauge symmetry structure,WS_(c)(1,3)×GS(1)×Z_(2),which extends beyond the conventional U_(Y)(1)×SU_(L)(2)×SU_(C)(3) symmetry of the standard model.Here,WS_(c)(1,3) = SP(1,3)⋊W^(1,3)⋊SP_(c)(1,1) emerges as the conformal inhomogeneous spin gauge symmetry.Within GQFT,the GSM provides a consistent unification of the standard model of particle physics with cosmological models.It incorporates the four known fundamental interactions,electromagnetic,weak,strong,and gravitational,plus the Higgs scalar interaction,and also predicts novel interactions.These include spin gauge,chirality boost-spin gauge,chiral conformal-spin gauge,and scaling gauge forces,as well as additional scalar interactions.Furthermore,the GSM offers profound insights into the nature of gravity and spacetime and elucidates key mysteries of the dark side of the universe,such as the origins of dark matter,the dynamics of dark energy,and the physics of the early inflationary epoch.By establishing a new theoretical bridge between quantum field theory and general relativity,the GSM opens novel pathways for addressing long-standing challenges in fundamental physics.It provides a unified description of both fundamental interactions and cosmic evolution. 展开更多
关键词 unified framework of the standard model from spin dynamics conformal inhomogeneous spin gauge symmetry the nature of gravity and spacetime dark graviton and dark matter dynamics of primordial inflation and dark energy
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