{"product_id":"computational-seismology-optimization-and-machine-learning-9781119654469","title":"Computational Seismology, Optimization, and Machine Learning","description":"\u003cp\u003e • Author(s): Subhashis Mallick\u003cbr\u003e • Publisher: American Geophysical Union\u003cbr\u003e • Publisher Imprint: American Geophysical Union\u003cbr\u003e • BISAC: Earth Sciences - Geology\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eA textbook applying fundamental seismology theories to the latest computational tools\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eThe goal of computational seismology is to digitally simulate seismic waves, create subsurface models, and match these models with observations to identify subsurface rock properties. With recent advances in computing technology, including machine learning, it is now possible to automate matching procedures and use waveform inversion or optimization to create large-scale models.\u003c\/p\u003e \u003cp\u003e\u003ci\u003eComputation, Optimization, and Machine Learning in Seismology\u003c\/i\u003e provides students with a detailed understanding of seismic wave theory, optimization theory, and how to use machine learning to interpret seismic data.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eVolume highlights include:\u003c\/b\u003e\u003c\/p\u003e  *Mathematical foundations and key equations for computational seismology *Essential theories, including wave propagation and elastic wave theory *Processing, mapping, and interpretation of prestack data *Model-based optimization and artificial intelligence methods *Applications for earthquakes, exploration seismology, depth imaging, and multi-objective geophysics problems *Exercises applying the main concepts of each chapter  \u003cp\u003e\u003ci\u003eThe American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals.\u003c\/i\u003e\u003c\/p\u003e","brand":"American Geophysical Union","offers":[{"title":"Paperback","offer_id":45203483295895,"sku":"9781119654469","price":10507.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781119654469.webp?v=1769208618","url":"https:\/\/atlanticbooks.com\/products\/computational-seismology-optimization-and-machine-learning-9781119654469","provider":"Atlantic Books","version":"1.0","type":"link"}