This book investigates in detail the emerging deep learning (DL) technique in computational physics, assessing its promising potential to substitute conventional numerical solvers for calculating the fields in real-time. After good training, the proposed architecture can resolve both the forward computing and the inverse retrieve problems. Pursuing a holistic perspective, the book includes the following areas. The first chapter discusses the basic DL frameworks. Then, the steady heat conduction problem is solved by the classical U-net in Chapter 2, involving both the passive and active cases. Afterwards, the sophisticated heat flux on a curved surface is reconstructed by the presented Conv-LSTM, exhibiting high accuracy and efficiency. Besides, the electromagnetic parameters of complex medium such as the permittivity and conductivity are retrieved by a cascaded framework in Chapter 4. Additionally, a physics-informed DL structure along with a nonlinear mapping module are employed to obtain the space/temperature/time-related thermal conductivity via the transient temperature in Chapter 5. Finally, in Chapter 6, a series of the latest advanced frameworks and the corresponding physics applications are introduced. As deep learning techniques are experiencing vigorous development in computational physics, more people desire related reading materials. This book is intended for graduate students, professional practitioners, and researchers who are interested in DL for computational physics.

Liner Ship Fleet Planning: Models and Algorithms systematically introduces the latest research on modeling and optimization for liner ship fleet planning with demand uncertainty. Container shipping companies have struggled since the financial crisis of 2007-2008, making it critical for them to make informed decisions about their fleet planning and development. Current and future shipping professionals require systematic approaches for investigating and solving their fleet planning problems, as well as methodologies for addressing their other shipping responsibilities. Liner Ship Fleet Planning addresses these needs, providing the most recent quantitative research of liner shipping in maritime transportation. The research and methods provided assist those tasked with optimizing shipping efficiency and fleet deployment in the face of uncertain demand. Suitable for those with any level of quantitative background, the book serves as a valuable resource for both maritime academics, and shipping professionals involved in planning and scheduling departments.

Der Band behandelt die gegenwartige Diskussion uber eine Reform des Erbrechts in der VR China. Schon allein aufgrund der Sprachbarriere ist es fur den deutschen Juristen schwer, hier Einblick zu gewinnen. Auch sind die wenigsten mit dem chinesischen Recht vertraut. Die einzelnen Beitrage des Buches gehen neben einem UEberblick zum chinesischen Privatrecht auf wichtige Eckpunkte einer chinesischen Erbrechtsreform ein und betrachten die Entwicklung aus rechtslinguistischer und rechtsterminologischer Sicht. Dabei wird auch das deutsche Erbrecht rechtsvergleichend mit einbezogen. Der Anhang enthalt UEbersetzungen wichtiger Rechtstexte, insbesondere der chinesischen Reformentwurfe fur ein neues Erbrecht.

Towering skyscrapers, manned space flights, the Olympics...From some angles, the new China is a country of dreams fulfilled, of glory and pride. But with new pleasures come new desires, new utopias to imagine just around the bend. These "Fancy Dreams" from 10 young artists ask, "What next?" The collective work, which recently showed in Beijing, merges into a multicolored playground: installations, videos, photographs and traditional forms entwine so that the barriers and the borders among them melt away. The spectator finds himself at a fun fair or an amusement park, where art becomes a relief from its own political questions, an aesthetic pleasure as much as an intriguing set of ideas.