دانلود کتاب Numerical Python in Astronomy and Astrophysics: A Practical Guide to Astrophysical Problem Solving (Undergraduate Lecture Notes in Physics)

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Preface Acknowledgements Contents 1 Python Basics 1.1 Using Python 1.2 Understanding Expressions and Assignments 1.3 Control Structures 1.4 Working with Modules and Objects 2 Computing and Displaying Data 2.1 Spherical Astronomy 2.1.1 Declination of the Sun 2.1.2 Diurnal Arc 2.1.3 Observation of Celestial Objects 2.2 Kepler's Laws of Planetary Motion 2.3 Tidal Forces 3 Functions and Numerical Methods 3.1 Blackbody Radiation and Stellar Properties 3.1.1 Stefan–Boltzmann Law 3.1.2 Planck Spectrum 3.2 Physics of Stellar Atmospheres 3.2.1 Thermal Excitation and Ionization 3.2.2 The Balmer Jump 3.3 Planetary Ephemerides 4 Solving Differential Equations 4.1 Numerical Integration of Initial Value Problems 4.1.1 First Order Differential Equations 4.1.2 Second Order Differential Equations 4.2 Radial Fall 4.3 Orbital Mechanics 4.4 Galaxy Collisions 4.5 Stellar Clusters 4.6 Expansion of the Universe 5 Astronomical Data Analysis 5.1 Spectral Analysis 5.2 Transit Light Curves 5.3 Survey Data Sets 5.4 Image Processing 5.5 Machine Learning 5.5.1 Image Classification 5.5.2 Spectral Classification Appendix A Object-Oriented Programming in a Nutshell Appendix B Making Python Faster B.1 Using Arrays B.2 Cythonizing Code B.3 Parallelization and GPU Offloading Appendix References Index