Introduces multiple state-of-the-art deep learning architectures for mmwave radar in a variety of advanced applications Methods and Techniques in Deep Learning: Advancements in mmWave Radar Solutions provides a timely and authoritative overview of the use of artificial intelligence (AI)-based processing for various mmwave radar applications. Focusing on practical deep learning techniques, this comprehensive volume explains the fundamentals of deep learning, reviews cutting-edge deep metric learning techniques, describes different typologies of reinforcement learning (RL) algorithms, highlights how domain adaptation (DA) can be used for improving the performance of machine learning (ML) algorithms, and more. Throughout the book, readers are exposed to product-ready deep learning solutions while learning skills that are relevant for building any industrial-grade, sensor-based deep learning solution. A team of authors with more than 70 filed patents and 100 published papers on AI and sensor processing illustrate how deep learning is enabling a range of advanced industrial, consumer, and automotive applications of mmwave radars. In-depth chapters cover topics including multi-modal deep learning approaches, the elemental blocks required to formulate Bayesian deep learning, how domain adaptation (DA) can be used for improving the performance of machine learning algorithms, and geometric deep learning are used for processing point clouds. In addition, the book: Discusses various advanced applications and how their respective challenges have been addressed using different deep learning architectures and algorithms Describes deep learning in the context of computer vision, natural language processing, sensor processing, and mmwave radar sensors Demonstrates how deep parametric learning reduces the number of trainable parameters and improves the data flow Presents several human-machine interface (HMI) applications such as gesture recognition, human activity classification, human localization and tracking in-cabin automotive occupancy sensing Methods and Techniques in Deep Learning: Advancements in mmWave Radar Solutions is an invaluable resource for industry professionals, researchers, and graduate students working in systems engineering, signal processing, sensors, data science and AI.
Here's the in-depth information you need to initiate designs for a variety of justice facilities, including law enforcement, adult detention, courts, corrections, juvenile and family justice, and multi-occupancy facilities. Features project photographs, diagrams and floor plans, and sections and details. Highlights such projects as Elgin Law Enforcement Facility in Elgin, IL; Federal Detention Center in Seattle-Tacoma, WA; Queens Family Court and Family Agency Facility in Queens, NY; and many more. Combines in-depth coverage of the structural, mechanical, energy, cost information, safety, and security issues that are unique to justice facilities with the nuts-and-bolts design guidelines that will start the project off on the right track and keep it there through completion. Order your copy today!
Essential information for the design of healthcare facilities Building Type Basics for Healthcare Facilities, Second Edition is your one-stop reference for the essential information you need to confidently begin the design process and successfully complete a healthcare project, large or small, on time and within budget. Leading architects from across the United States share their firsthand knowledge in order to guide you through all aspects of healthcare facility design, with an emphasis on what you need to do to get started quickly. This edition is revised with multiple new healthcare project examples completed this century, more information on engineering requirements, and background on evolving sustainability and technology issues. It begins with an assessment of the healthcare industry's current and future needs, focusing on how those needs affect architecture. Next you get critical information and guidelines that enable you to create successful designs for inpatient, outpatient, and long-term care facilities. Coverage includes clinics, emergency departments, ambulatory care units, specialty centers, as well as facilities designed for adaptive reuse or the assimilation of future technologies. This quick reference: Addresses twenty key questions that arise when launching a healthcare facility design project Offers insight from leaders in the industry based on their own design experience Provides hundreds of project photographs, diagrams, floor plans, sections, and details Not only does this book offer current, authoritative information, its comprehensive coverage and logical organization also save you countless hours of research. Building Type Basics books provide architects with the essentials needed to jump-start specialized facilities design. Each volume features leading experts in the field who address the issues that shape the early phases of a project in a convenient, easy-to-use format.
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