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The book aims to highlight the potential of deep learning (DL)-enabled methods in intelligent fault diagnosis (IFD), along with their benefits and contributions. The authors first introduce basic applications of DL-enabled IFD, including auto-encoders, deep belief networks, and convolutional neural networks. Advanced topics of DL-enabled IFD are also explored, such as data augmentation, multi-sensor fusion, unsupervised deep transfer learning, neural architecture search, self-supervised learning, and reinforcement learning. Aiming to revolutionize the nature of IFD, Deep Neural Networks-Enabled Intelligent Fault Diangosis of Mechanical Systems contributes to improved efficiency, safety, and reliability of mechanical systems in various industrial domains. The book will appeal to academic researchers, practitioners, and students in the fields of intelligent fault diagnosis, prognostics and health management, and deep learning.
Nowadays, exploring the brain-behavior relationship via MRI, EEG, fNIRS, and MEG has become a research hotspot further accelerated by the emergence of large-sample open-source datasets, such as UK Biobank, Human Connectome Project, the Adolescent Brain Cognitive Development, the National Institute of Mental Health (NIMH) Intramural Healthy Volunteer Dataset, the TUH EEG CORPUS, and many other multimodal datasets. Many prior studies have conducted various prediction tasks in different populations (from infants to adults; from healthy subjects to patients) with miscellaneous imaging modalities, however, to construct a precise, generalizable, and reproducible brain-behavior relationship is still facing many challenges, for example, individual variability, multi-site heterogeneity, imaging result interpretability, model generalization, low prediction performance, and lack of clinical applications
This issue of the journal Berliner China-Hefte / Chinese History and Society, themed 'Taiwan: Self vs. Other' brings together outstanding contributions from the 11th annual European Association of Taiwan (EATS) conference, which was held at the University of Portsmouth in 2014. The various papers included here examine how Taiwan perceives and projects itself to its domestic and international audiences by employing a wide variety of case studies. (Series: Chinese History and Society / Berliner China-Hefte, Vol. 47) [Subject: ?Asian Studies, Sociology
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Dr Stefano Marcelli sets out the theory of The Active Points Test, providing a comprehensive and effective system for point selection. Offering detailed guidance on how to carry out the test and interpret the results, this is essential reading for practitioners and students of acupuncture and related reflex and manual therapies.
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It is well established that the tumor microenvironment(TME) plays a pivotal role in tumor initiation, progression and therapeutic resistance by creating a dynamic interaction with cancer cells. TME is comprised of extracellular matrix (ECM), growth factors, nutrients, blood and lymphatic vessels, and non-cancer stromal cells, which serve as a sustained niche for cancer cells to proliferate and metastasize. Notably, various cellular components in TME, including endothelial cells, fibroblasts, pericytes, adipocytes, immune cells, cancer stem cells, and vasculature, could promote tumor’s immune evasion and growth.
China’s nuclear capability is crucial for the balance of power in East Asia and the world. As this book reveals, there have been important changes recently in China’s nuclear posture: the movement from a minimum deterrence posture toward a medium nuclear power posture; the pursuit of space warfare and missile defence capabilities; and, most significantly, the omission in the 2013 Defence White Paper of any reference to the principle of No First Use. Employing the insights of structural realism, this book argues that the imperatives of an anarchic international order have been the central drivers of China’s nuclear assertiveness. The book also assesses the likely impact of China’s emerging nuclear posture on its neighbours and on the international strategic balance, especially with the United States. The book concludes by examining China’s future nuclear directions in the context of its apparent shift toward a more offensive-oriented international strategy.