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Generalizing from Limited Resources in the Open World
This book presents the Proceedings from the Second International Workshop GLOW 2024 held in conjunction with the International Joint Conference on Artificial Intelligence, IJCAI 2024, in Jeju Island, South Korea, in August 2024. The 11 full papers and 4 short papers included in this book were carefully reviewed and selected from 22 submissions. They were organized in topical sections as follows: efficient methods for low-resource hardware; efficient fintuning with limited data; advancements in multimodal systems; recognition and reasoning in the open world.
Advanced Materials and Methods for WATER TREATMENT
Demand for safe and clean water is ever increasing and on the other hand, efforts to recover wasted resources particularly water are also gaining significant importance. Researchers, scientists, innovators, and policymakers throughout the world are investing their time and efforts to build effective and sustainable infrastructure to manage and recover resources from discarded wastes of various states and nature. This book would serve as a guide to researchers, technologists, policymakers as well as students on the various materials stock and methods developed in recent years to address complex pollutants that are difficult to treat or remove with conventional as well as existing water treatment methods.
Analysis of Thermoset Materials, Precursors and Products
This report presents an overview of the chemical analysis of thermosets. Materials based on thermosets present the analyst with considerable challenges due to their complexity and the wide range of polymer types and additives available. This review sets out to present an introduction to the analytical techniques and methods that are used to characterise and carry out quality control work on thermosets, investigate the failure of thermosets products and to deformulate thermoset compounds. The review is accompanied by around 400 abstracts from papers and books in the Rapra Polymer Library database, to facilitate further reading on this subject.
The Great Bronze Age of China
Describes the Chinese Bronze Age, including the development of the Chinese state, writing, religion and architecture.
Polymer Physics
A molecular view on the fundamental issues in polymer physics is provided with an aim at students in chemistry, chemical engineering, condensed matter physics and material science courses. An updated translation by the author, a renowned Chinese chemist, it has been proven to be an effective source of learning for many years. Up-to-date developments are reflected throughout the work in this concise presentation of the topic. The author aims at presenting the subject in an efficient manner, which makes this particularly suitable for teaching polymer physics in settings where time is limited, without having to sacrifice the extensive scope that this topic demands.
Binary Neural Networks
Deep learning has achieved impressive results in image classification, computer vision, and natural language processing. To achieve better performance, deeper and wider networks have been designed, which increase the demand for computational resources. The number of floatingpoint operations (FLOPs) has increased dramatically with larger networks, and this has become an obstacle for convolutional neural networks (CNNs) being developed for mobile and embedded devices. In this context, Binary Neural Networks: Algorithms, Architectures, and Applications will focus on CNN compression and acceleration, which are important for the research community. We will describe numerous methods, including par...
Shape Memory Polymer Composites
Shape Memory Polymer Composites discusses the fabrication of smart polymer composites with their material characterization. It covers shape memory polymer composites with two different types of reinforcement: shape memory polymer nanocomposites and shape memory hybrid composites. Enhancing the mechanical and thermomechanical properties of the shape memory polymers makes them an important class of materials for new age applications ranging from aerospace, biomedical, electronics, to marine engineering. The book discusses how shape memory polymer composites exhibit remarkable mechanical properties, as compared to its corresponding shape memory polymers, without compromising the shape memory behavior. It presents experimental case studies of polymers, polymer composites, and multiphase composites, explaining the effects of each reinforcement on the material properties with corresponding simulation. The book will be a useful reference for industry professionals and researchers involved with the mechanics of shape memory materials.
Low-Power Computer Vision
Energy efficiency is critical for running computer vision on battery-powered systems, such as mobile phones or UAVs (unmanned aerial vehicles, or drones). This book collects the methods that have won the annual IEEE Low-Power Computer Vision Challenges since 2015. The winners share their solutions and provide insight on how to improve the efficiency of machine learning systems.
Record-Making and Record-Keeping in Early Societies
Record-Making and Record-Keeping in Early Societies provides a concise and up-to-date survey of early record-making and record-keeping practices across the world. It investigates the ways in which human activities have been recorded in different settings using different methods and technologies. Based on an in-depth analysis of literature from a wide range of disciplines, including prehistory, archaeology, Assyriology, Egyptology, and Chinese and Mesoamerican studies, the book reflects the latest and most relevant historical scholarship. Drawing upon the author’s experience as a practitioner and scholar of records and archives and his extensive knowledge of archival theory and practice, th...
