In AI We Trust

Provides authoritative guidance on statistical analysis techniques and inferential methods for one-shot device life-testing Estimating the reliability of one-shot devices—electro-expolsive devices, fire extinguishers, automobile airbags, and other units that perform their function only once—poses unique analytical challenges to conventional approaches. Due to how one-shot devices are censored, their precise failure times cannot be obtained from testing. The condition of a one-shot device can only be recorded at a specific inspection time, resulting in a lack of lifetime data collected in life-tests. Accelerated Life Testing of One-shot Devices: Data Collection and Analysis addresses the fundamental issues of statistical modeling based on data collected from accelerated life-tests of one-shot devices. The authors provide inferential methods and procedures for planning accelerated life-tests, and describe advanced statistical techniques to help reliability practitioners overcome estimation problems in the real world. Topics covered include likelihood inference, competing-risks models, one-shot devices with dependent components, model selection, and more. Enabling readers to apply the techniques to their own lifetime data and arrive at the most accurate inference possible, this practical resource: Provides expert guidance on comprehensive data analysis of one-shot devices under accelerated life-tests Discusses how to design experiments for data collection from efficient accelerated life-tests while conforming to budget constraints Helps readers develops optimal designs for constant-stress and step-stress accelerated life-tests, mainstream life-tests commonly used in reliability practice Includes R code in each chapter for readers to use in their own analyses of one-shot device testing data Features numerous case studies and practical examples throughout Highlights important issues, problems, and future research directions in reliability theory and practice Accelerated Life Testing of One-shot Devices: Data Collection and Analysis is essential reading for graduate students, researchers, and engineers working on accelerated life testing data analysis.

Learn Big Data from the ground up with this complete and up-to-date resource from leaders in the field  Big Data: Concepts, Technology, and Architecture  delivers a comprehensive treatment of Big Data tools, terminology, and technology perfectly suited to a wide range of business professionals, academic researchers, and students. Beginning with a fulsome overview of what we mean when we say, “Big Data,” the book moves on to discuss every stage of the lifecycle of Big Data.  You’ll learn about the creation of structured, unstructured, and semi-structured data, data storage solutions, traditional database solutions like SQL, data processing, data analytics, machine learning, and data mining. You’ll also discover how specific technologies like Apache Hadoop, SQOOP, and Flume work.  Big Data  also covers the central topic of big data visualization with Tableau, and you’ll learn how to create scatter plots, histograms, bar, line, and pie charts with that software.  Accessibly organized,  Big Data  includes illuminating case studies throughout the material, showing you how the included concepts have been applied in real-world settings. Some of those concepts include:  The common challenges facing big data technology and technologists, like data heterogeneity and incompleteness, data volume and velocity, storage limitations, and privacy concerns Relational and non-relational databases, like RDBMS, NoSQL, and NewSQL databases Virtualizing Big Data through encapsulation, partitioning, and isolating, as well as big data server virtualization Apache software, including Hadoop, Cassandra, Avro, Pig, Mahout, Oozie, and Hive The Big Data analytics lifecycle, including business case evaluation, data preparation, extraction, transformation, analysis, and visualization Perfect for data scientists, data engineers, and database managers,  Big Data  also belongs on the bookshelves of business intelligence analysts who are required to make decisions based on large volumes of information. Executives and managers who lead teams responsible for keeping or understanding large datasets will also benefit from this book.

Master the techniques necessary to build and use computational models of porous media fluid flow  In  The Mathematics of Fluid Flow Through Porous Media , distinguished professor and mathematician Dr. Myron B. Allen delivers a one-stop and mathematically rigorous source of the foundational principles of porous medium flow modeling. The book shows readers how to design intelligent computation models for groundwater flow, contaminant transport, and petroleum reservoir simulation.  Discussions of the mathematical fundamentals allow readers to prepare to work on computational problems at the frontiers of the field. Introducing several advanced techniques, including the method of characteristics, fundamental solutions, similarity methods, and dimensional analysis,  The Mathematics of Fluid Flow Through Porous Media  is an indispensable resource for students who have not previously encountered these concepts and need to master them to conduct computer simulations.  Teaching mastery of a subject that has increasingly become a standard tool for engineers and applied mathematicians, and containing 75 exercises suitable for self-study or as part of a formal course, the book also includes:  A thorough introduction to the mechanics of fluid flow in porous media, including the kinematics of simple continua, single-continuum balance laws, and constitutive relationships An exploration of single-fluid flows in porous media, including Darcy’s Law, non-Darcy flows, the single-phase flow equation, areal flows, and flows with wells Practical discussions of solute transport, including the transport equation, hydrodynamic dispersion, one-dimensional transport, and transport with adsorption A treatment of multiphase flows, including capillarity at the micro- and macroscale Perfect for graduate students in mathematics, civil engineering, petroleum engineering, soil science, and geophysics,  The Mathematics of Fluid Flow Through Porous Media  also belongs on the bookshelves of any researcher who wishes to extend their research into areas involving flows in porous media.

Rechtlich vorgeschriebene Brandschutzbegehungen sind eine verantwortungsvolle Aufgabe, da bei Nichteinhalten der Vorgaben Bu?gelder und ein Versicherungsverlust drohen. Alle Regelungen, Grenz- und Richtwerte vor Ort im Kopf zu haben ist fast unm?glich. Dabei hilft das Handbuch Brandschutzbegehungen. Handlich und robust ist es im Taschenbuchformat oder als E-Book immer vor Ort dabei! Das E-Book besteht aus einer digitalen Ausgabe des kompletten Handbuchs im EPUB-Format. Dieses bietet folgende Vorteile: – Das E-Book zeigt bestehende Vorgaben auf und liefert schnelle Antworten, sowie L?sungsans?tze vor Ort. – Mithilfe von Tabellen und Checklisten findet man schnell und einfach die aktuellen Grenz- und Richtwerte und setzt diese sicher um. – E-Book im EPUB-Format f?r leichteres Suchen und Arbeiten Dieses Buch ist genau das Richtige f?r: Brandschutzbeauftragte, Sicherheitsfachkr?fte, Gesch?ftsf?hrer und Unternehmer aller Branchen. Inhaltskurz?bersicht: Tabellen, Grenz- und Richtwerte – Fluchtwegbreiten – Art und Anzahl der Feuerl?scher – Mittel und Einrichtungen zur Ersten Hilfe – Richtwerte/Empfehlungen f?r Pr?ffristen, -arten,-umf?nge Einf?hrung und Grundlagen – Allgemeine Hinweise – Organisation der Brandschutzbegehung – Koordination der Begehungstermine/ H?ufigkeit der Begehung – Tipps f?r die Brandschutzbegehung – Gef?hrdungsbeurteilung und m?gliche Brandgefahren – Zusammenarbeit mit der SiFA, Vorgesetzten/ Bereichsleitern – Mitzuf?hrende Gegenst?nde f?r die Begehung – Blickwinkel BG, Versicherung und Feuerwehr Schutzma?nahmen kompakt – Ma?nahmen des vorbeugenden Brandschutzes – Aufdeckung von Schwachstellen und M?ngelbeseitigung Die Brandschutzbegehung von A bis Z – Alarmierungseinrichtungen und Notabschaltungen zu Brandschutzzwecken – Bauteile – Besonderheiten der Bereiche/ R?ume (Lager, K?che, Technikr?ume, Produktionsbereiche,…) – Blitzschutz – Brandschutzabschl?sse (L?ftung, Kabel, Rohre,…) – Brandstiftung – Elektrische Anlagen und Ger?te – Feuerschutzeinrichtungen – Flucht- und Rettungswege, Notausg?nge – Feuerwehr – Gefahrstoffe – Hei?arbeiten – Kennzeichnung, Sicherheitsbeleuchtung, Sicherheitssysteme – Rauch/ W?rmeabzug – ?berpr?fung: BSO, Feuerwehrpl?ne, Feuerwehrlaufkarten und Fluchtpl?ne Rechtliche Grundlagen kompakt – Brandschau und Betriebsbegehungen nach Gesetzen, Vorschriften und Merkbl?ttern – Unfallverh?tungsvorschriften – Unterweisung der Besch?ftigten/Vorgesetzten – Brandschutzhelfer Begehungsdokumentation – Anforderungen an die Begehungsdokumentation – Muster f?r Checklisten f?r den organisatorischen Brandschutz – Erstellen von Checklisten f?r die eigene Brandschutzbegehung