The world is being transformed physically and politically. Technology is the handmaiden of much of this change. But since the current sweep of global change is transforming the face of warfare, Special Operations Forces (SOF) must adapt to these circumstances. Fortunately, adaptation is in the SOF DNA. This book examines the changes affecting SOF and offers possible solutions to the complexities that are challenging many long-held assumptions. The chapters explore what has changed, what stays the same, and what it all means for U.S. SOF. The authors are a mix of leading experts in technology, business, policy, intelligence, and geopolitics, partnered with experienced special operators who either cowrote the chapters or reviewed them to ensure accuracy and relevance for SOF. Our goal is to provide insights into the changes around us and generate ideas about how SOF can adapt and succeed in the emerging operational environment.

“An excellent contribution to the debate on the future role of nuclear weapons and nuclear deterrence in American foreign policy.” ―Contemporary Security Policy This book is a counter to the conventional wisdom that the United States can and should do more to reduce both the role of nuclear weapons in its security strategies and the number of weapons in its arsenal. The case against nuclear weapons has been made on many grounds—including historical, political, and moral. But, Brad Roberts argues, it has not so far been informed by the experience of the United States since the Cold War in trying to adapt deterrence to a changed world, and to create the conditions that would allow further significant changes to U.S. nuclear policy and posture. Drawing on the author’s experience in the making and implementation of U.S. policy in the Obama administration, this book examines that real-world experience and finds important lessons for the disarmament enterprise. Central conclusions of the work are that other nuclear-armed states are not prepared to join the United States in making reductions, and that unilateral steps by the United States to disarm further would be harmful to its interests and those of its allies. The book ultimately argues in favor of patience and persistence in the implementation of a balanced approach to nuclear strategy that encompasses political efforts to reduce nuclear dangers along with military efforts to deter them. “Well-researched and carefully argued.” ―Foreign Affairs

What is it the legacy that humankind has been living with since 1945? We were once convinced that time was the agent of change. But in the past decade or two, our experience of time has been transformed. Technology preserves and inundates us with the past, and we perceive our future as a set of converging and threatening inevitabilities: nuclear annihilation, global warming, overpopulation. Overwhelmed by these horizons, we live in an ever broadening present. In identifying the prevailing mood of the post-World War II decade as that of "latency," Gumbrecht returns to the era when this change in the pace and structure of time emerged and shows how it shaped the trajectory of his own postwar generation. Those born after 1945, and especially those born in Germany, would have liked nothing more than to put the catastrophic events and explosions of the past behind them, but that possibility remained foreclosed or just out of reach. World literatures and cultures of the postwar years reveal this to have been a broadly shared predicament: they hint at promises unfulfilled and obsess over dishonesty and bad faith; they transmit the sensation of confinement and the inability to advance. After 1945 belies its theme of entrapment. Gumbrecht has never been limited by narrow disciplinary boundaries, and his latest inquiry is both far-ranging and experimental. It combines autobiography with German history and world-historical analysis, offering insightful reflections on Samuel Beckett and Paul Celan, detailed exegesis of the thought of Martin Heidegger and Jean Paul Sartre, and surprising reflections on cultural phenomena ranging from Edith Piaf to the Kinsey Report. This personal and philosophical take on the last century is of immediate relevance to our identity today.

The moment in the sun for special operations sometimes appears to have passed, seemingly eclipsed by preparations for potential conflict under the guise of ‘great power’ competition, combined with failure in Afghanistan. Yet the war in Ukraine serves as a reminder that special operations play an even greater role today―before, during and presumably after conflict. The challenge remains dealing with current irregular and hybrid threats, at the same time as preparing for an uncertain future, as threats and technologies evolve at a dizzying pace. Focusing too much on the future of conventional warfare creates a void in national security discussions related to special operations. This book seeks to fill that gap, drawing on the expertise of scholars and practitioners in the field, from the Indo-Pacific, Europe and the United States, to answer what, if anything, special operations can or should seek to do, and how. The contributors explore such topics as proxies, non-state special forces, capabilities, innovation and transformation, artificial intelligence, and special operations in space and cyberspace. These chapters are united by their analysis that special operations will have future strategic and operational value, for allies and adversaries alike, provided that difficult choices are made in the present.

With the increasing pace of disruptive innovation, the world in general and governments in particular are experiencing challenges in adapting their systems to these new technologies. While the focus is on disruptive industries, these innovations also disrupt how governments regulate industries and technologies. The regulatory and policy choices governments and other regulatory bodies make have a profound impact on the industry by decreasing or magnifying uncertainty. Many of these disruptive technologies offer opportunities and challenges to the way governments interact in their communities. Government Response to Disruptive Innovation: Perspectives and Examinations presents research and case studies on government responses to disruptive innovations from a wide array of countries. It addresses the effects on the development of these innovations as a result of responses governments make. Covering topics such as citizen partnerships, communication technology development, and government action, this premier reference source is a dynamic resource for legal professionals, activists, government officials, sociologists, business leaders and executives, students and educators of higher education, librarians, researchers, and academicians.

Winner of the 2019 William E. Colby Award "The book I had been waiting for. I can't recommend it highly enough." —Bill Gates The era of autonomous weapons has arrived. Today around the globe, at least thirty nations have weapons that can search for and destroy enemy targets all on their own. Paul Scharre, a leading expert in next-generation warfare, describes these and other high tech weapons systems—from Israel’s Harpy drone to the American submarine-hunting robot ship Sea Hunter—and examines the legal and ethical issues surrounding their use. “A smart primer to what’s to come in warfare” (Bruce Schneier), Army of None engages military history, global policy, and cutting-edge science to explore the implications of giving weapons the freedom to make life and death decisions. A former soldier himself, Scharre argues that we must embrace technology where it can make war more precise and humane, but when the choice is life or death, there is no replacement for the human heart.

This work discusses methods for efficient audio processing with finite impulse response (FIR) filters. Such filters are widely used for high-quality acoustic signal processing, e.g. for headphone or loudspeaker equalization, in binaural synthesis, in spatial sound reproduction techniques and for the auralization of reverberant environments. This work focuses on real-time applications, where the audio processing is subject to minimal delays (latencies). Different fast convolution concepts (transform-based, interpolation-based and number-theoretic), which are used to implement FIR filters efficiently, are examined regarding their applicability in real-time. These fast, elementary techniques can be further improved by the concept of partitioned convolution. This work introduces a classification and a general framework for partitioned convolution algorithms and analyzes the algorithmic classes which are relevant for real-time filtering: Elementary concepts which do not partition the filter impulse response (e.g. regular Overlap-Add and Overlap-Save convolution) and advanced techniques, which partition filters uniformly and non-uniformly. The algorithms are thereby regarded in their analytic complexity, their performance on target hardware, the optimal choice of parameters, assemblies of multiple filters, multi-channel processing and the exchange of filter impulse responses without audible artifacts. Suitable convolution techniques are identified for different types of audio applications, ranging from resource-aware auralizations on mobile devices to extensive room acoustics audio rendering using dedicated multi-processor systems.

Microsoft Azure Essentials from Microsoft Press is a series of free ebooks designed to help you advance your technical skills with Microsoft Azure. This third ebook in the series introduces Microsoft Azure Machine Learning, a service that a developer can use to build predictive analytics models (using training datasets from a variety of data sources) and then easily deploy those models for consumption as cloud web services. The ebook presents an overview of modern data science theory and principles, the associated workflow, and then covers some of the more common machine learning algorithms in use today. It builds a variety of predictive analytics models using real world data, evaluates several different machine learning algorithms and modeling strategies, and then deploys the finished models as machine learning web services on Azure within a matter of minutes. The ebook also expands on a working Azure Machine Learning predictive model example to explore the types of client and server applications you can create to consume Azure Machine Learning web services. Watch Microsoft Press’s blog and Twitter (@MicrosoftPress) to learn about other free ebooks in the Microsoft Azure Essentials series.

This IBM® Redbooks® publication is a guide about the IBM PowerAI Deep Learning solution. This book provides an introduction to artificial intelligence (AI) and deep learning (DL), IBM PowerAI, and components of IBM PowerAI, deploying IBM PowerAI, guidelines for working with data and creating models, an introduction to IBM SpectrumTM Conductor Deep Learning Impact (DLI), and case scenarios. IBM PowerAI started as a package of software distributions of many of the major DL software frameworks for model training, such as TensorFlow, Caffe, Torch, Theano, and the associated libraries, such as CUDA Deep Neural Network (cuDNN). The IBM PowerAI software is optimized for performance by using the IBM Power SystemsTM servers that are integrated with NVLink. The AI stack foundation starts with servers with accelerators. graphical processing unit (GPU) accelerators are well-suited for the compute-intensive nature of DL training, and servers with the highest CPU to GPU bandwidth, such as IBM Power Systems servers, enable the high-performance data transfer that is required for larger and more complex DL models. This publication targets technical readers, including developers, IT specialists, systems architects, brand specialist, sales team, and anyone looking for a guide about how to understand the IBM PowerAI Deep Learning architecture, framework configuration, application and workload configuration, and user infrastructure.

This open access book explores supply chains strategies to help companies face challenges such as societal emergency, digitalization, climate changes and scarcity of resources. The book identifies industrial scenarios for the next decade based on the analysis of trends at social, economic, environmental technological and political level, and examines how they may impact on supply chain processes and how to design next generation supply chains to answer these challenges. By mapping enabling technologies for supply chain innovation, the book proposes a roadmap for the full implementation of the supply chain strategies based on the integration of production and logistics processes. Case studies from process industry, discrete manufacturing, distribution and logistics, as well as ICT providers are provided, and policy recommendations are put forward to support companies in this transformative process.