Data Driven Energy Centered Maintenance

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Data Driven Energy Centered Maintenance

Fadi Alshakhshir,Marvin T. Howell
Data Driven Energy Centered Maintenance Book PDF

Author : Fadi Alshakhshir,Marvin T. Howell
Publisher : CRC Press
Page : 269 pages
File Size : 51,7 Mb
Release : 2021-07-19
Category : Business & Economics
ISBN : 9781000418330

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Data Driven Energy Centered Maintenance by Fadi Alshakhshir,Marvin T. Howell Pdf

Over recent years, many new technologies have been introduced to drive the digital transformation in the building maintenance industry. The current trend in digital evolution involves data-driven decision making which opens new opportunities for an energy centered maintenance model. Artificial Intelligence and Machine Learning are helping the maintenance team to get to the next level of maintenance intelligence to provide real-time early warning of abnormal equipment performance. This edition follows the same methodology as the First. It provides detailed descriptions of the latest technologies associated with Artificial Intelligence and Machine Learning which enable data-driven decision-making processes about the equipment’s operation and maintenance. Technical topics discussed in the book include: Different Maintenance Types and The Need for Energy Centered Maintenance The Centered Maintenance Model Energy Centered Maintenance Process Measures of Equipment and Maintenance Efficiency and Effectiveness Data-Driven Energy Centered Maintenance Model: Digitally Enabled Energy Centered Maintenance Tasks Artificial Intelligence and Machine Learning in Energy Centered Maintenance Model Capabilities and Analytics Rules Building Management System Schematics The book contains a detailed description of the digital transformation process of most of the maintenance inspection tasks as they move away from being manually triggered. The book is aimed at building operators as well as those building automation companies who are working continuously to digitalize building operation and maintenance procedures. The benefits are reductions in the equipment failure rate, improvements in equipment reliability, increases in equipment efficiency and extended equipment lifespan.

Energy Centered Maintenance

Marvin T. Howell,Fadi Alshakhshir
Energy Centered Maintenance Book PDF

Author : Marvin T. Howell,Fadi Alshakhshir
Publisher : CRC Press
Page : 250 pages
File Size : 53,6 Mb
Release : 2020-11-26
Category : Science
ISBN : 9788770222662

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Energy Centered Maintenance by Marvin T. Howell,Fadi Alshakhshir Pdf

Energy Centered Maintenance proves a detailed description of how to implement Energy Centered Maintenance (ECM) at any organization. It includes a new six-step technical process with detailed instructions of each of these steps explained with clear examples. Areas covered include preventative maintenance, predictive maintenance and reliability centered maintenance. ECM uses energy consumption excesses or energy waste as the primary criterion for determining specific maintenance or repair needs. Therefore, the primary purpose of this book is to provide strategies to reduce energy use by identifying equipment or items that can become energy hogs while still performing their function and prevent that from occurring. The primary reasons organizations need ECM is due to poor maintenance of energy-using systems and energy losses from motors not turning off when they should. The book includes ECM for electrical, mechanical, building transportation, HVAC, fire-fighting, water supply, drainage and storm water management systems. In some cases, ECM in data centers can help reduce energy consumption by as much as 30%. The six-step process detailed in this text will enable any organization to implement ECM in an orderly, cost effective manner thus improving your equipment and machines, lowering your energy consumption and helping save the planet.

Data Driven Energy Centered Maintenance

Fadi Alshakhshir,Marvin T. Howell
Data Driven Energy Centered Maintenance Book PDF

Author : Fadi Alshakhshir,Marvin T. Howell
Publisher : CRC Press
Page : 266 pages
File Size : 55,8 Mb
Release : 2021-07-20
Category : Business & Economics
ISBN : 9788770223560

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Data Driven Energy Centered Maintenance by Fadi Alshakhshir,Marvin T. Howell Pdf

Over recent years, many new technologies have been introduced to drive the digital transformation in the building maintenance industry. The current trend in digital evolution involves data-driven decision making which opens new opportunities for an energy centered maintenance model. Artificial Intelligence and Machine Learning are helping the maintenance team to get to the next level of maintenance intelligence to provide real-time early warning of abnormal equipment performance. This edition follows the same methodology as the First. It provides detailed descriptions of the latest technologies associated with Artificial Intelligence and Machine Learning which enable data-driven decision-making processes about the equipment’s operation and maintenance. Technical topics discussed in the book include: Different Maintenance Types and The Need for Energy Centered Maintenance The Centered Maintenance Model Energy Centered Maintenance Process Measures of Equipment and Maintenance Efficiency and Effectiveness Data-Driven Energy Centered Maintenance Model: Digitally Enabled Energy Centered Maintenance Tasks Artificial Intelligence and Machine Learning in Energy Centered Maintenance Model Capabilities and Analytics Rules Building Management System Schematics The book contains a detailed description of the digital transformation process of most of the maintenance inspection tasks as they move away from being manually triggered. The book is aimed at building operators as well as those building automation companies who are working continuously to digitalize building operation and maintenance procedures. The benefits are reductions in the equipment failure rate, improvements in equipment reliability, increases in equipment efficiency and extended equipment lifespan.

Energy Centered Management

Marvin T. Howell
Energy Centered Management Book PDF

Author : Marvin T. Howell
Publisher : CRC Press
Page : 265 pages
File Size : 47,9 Mb
Release : 2020-12-17
Category : Business & Economics
ISBN : 9788770223249

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Energy Centered Management by Marvin T. Howell Pdf

This book provides organizations with a guide to planning, developing, and implementing an energy reduction and management program. It is specially designed to achieve energy reduction deployment including top management for all employees and onsite contractors. Energy reduction deployment (ERD) can be implemented by itself and render significant savings; however, for even greater savings, this book shows how to implement energy centered management systems (ECMS) which can be in congruence with ISO 50001. This book assists in the hunt for energy waste and is designed to thoroughly cover ECMS plus addresses what additions are necessary to have ECMS conform to ISO 50001 Energy Management System (EnMS). It provides a checklist and information on how to perform an internal audit or self-inspection and discusses how to create an energy awareness organization culture.

Reliability-centered Maintenance

John Moubray
Reliability centered Maintenance Book PDF

Author : John Moubray
Publisher : Industrial Press Inc.
Page : 452 pages
File Size : 53,9 Mb
Release : 2001
Category : Business & Economics
ISBN : 0831131462

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Reliability-centered Maintenance by John Moubray Pdf

Completely reorganised and comprehensively rewritten for its second edition, this guide to reliability-centred maintenance develops techniques which are practised by over 250 affiliated organisations worldwide.

Handbook of Energy Efficiency in Buildings

Umberto Desideri,Francesco Asdrubali
Handbook of Energy Efficiency in Buildings Book PDF

Author : Umberto Desideri,Francesco Asdrubali
Publisher : Butterworth-Heinemann
Page : 858 pages
File Size : 52,6 Mb
Release : 2018-11-12
Category : Technology & Engineering
ISBN : 9780128128183

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Handbook of Energy Efficiency in Buildings by Umberto Desideri,Francesco Asdrubali Pdf

Handbook of Energy Efficiency in Buildings: A Life Cycle Approach offers a comprehensive and in-depth coverage of the subject with a further focus on the Life Cycle. The editors, renowned academics, invited a diverse group of researchers to develop original chapters for the book and managed to well integrate all contributions in a consistent volume. Sections cover the role of the building sector on energy consumption and greenhouse gas emissions, international technical standards, laws and regulations, building energy efficiency and zero energy consumption buildings, the life cycle assessment of buildings, from construction to decommissioning, and other timely topics. The multidisciplinary approach to the subject makes it valuable for researchers and industry based Civil, Construction, and Architectural Engineers. Researchers in related fields as built environment, energy and sustainability at an urban scale will also benefit from the books integrated perspective. Presents a complete and thorough coverage of energy efficiency in buildings Provides an integrated approach to all the different elements that impact energy efficiency Contains coverage of worldwide regulation

Big Data Driven Supply Chain Management

Nada R. Sanders
Big Data Driven Supply Chain Management Book PDF

Author : Nada R. Sanders
Publisher : Pearson Education
Page : 273 pages
File Size : 41,9 Mb
Release : 2014-05-07
Category : Business & Economics
ISBN : 9780133762822

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Big Data Driven Supply Chain Management by Nada R. Sanders Pdf

Master a complete, five-step roadmap for leveraging Big Data and analytics to gain unprecedented competitive advantage from your supply chain. Using Big Data, pioneers such as Amazon, UPS, and Wal-Mart are gaining unprecedented mastery over their supply chains. They are achieving greater visibility into inventory levels, order fulfillment rates, material and product delivery… using predictive data analytics to match supply with demand; leveraging new planning strengths to optimize their sales channel strategies; optimizing supply chain strategy and competitive priorities; even launching powerful new ventures. Despite these opportunities, many supply chain operations are gaining limited or no value from Big Data. In Big Data Driven Supply Chain Management, Nada Sanders presents a systematic five-step framework for using Big Data in supply chains. You'll learn best practices for segmenting and analyzing customers, defining competitive priorities for each segment, aligning functions behind strategy, dissolving organizational boundaries to sense demand and make better decisions, and choose the right metrics to support all of this. Using these techniques, you can overcome the widespread obstacles to making the most of Big Data in your supply chain — and earn big profits from the data you're already generating. For all executives, managers, and analysts interested in using Big Data technologies to improve supply chain performance.

An Introduction to Predictive Maintenance

R. Keith Mobley
An Introduction to Predictive Maintenance Book PDF

Author : R. Keith Mobley
Publisher : Elsevier
Page : 437 pages
File Size : 52,5 Mb
Release : 2002-10-24
Category : Science
ISBN : 9780080478692

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An Introduction to Predictive Maintenance by R. Keith Mobley Pdf

This second edition of An Introduction to Predictive Maintenance helps plant, process, maintenance and reliability managers and engineers to develop and implement a comprehensive maintenance management program, providing proven strategies for regularly monitoring critical process equipment and systems, predicting machine failures, and scheduling maintenance accordingly. Since the publication of the first edition in 1990, there have been many changes in both technology and methodology, including financial implications, the role of a maintenance organization, predictive maintenance techniques, various analyses, and maintenance of the program itself. This revision includes a complete update of the applicable chapters from the first edition as well as six additional chapters outlining the most recent information available. Having already been implemented and maintained successfully in hundreds of manufacturing and process plants worldwide, the practices detailed in this second edition of An Introduction to Predictive Maintenance will save plants and corporations, as well as U.S. industry as a whole, billions of dollars by minimizing unexpected equipment failures and its resultant high maintenance cost while increasing productivity. A comprehensive introduction to a system of monitoring critical industrial equipment Optimize the availability of process machinery and greatly reduce the cost of maintenance Provides the means to improve product quality, productivity and profitability of manufacturing and production plants

Handbook of Energy Audits

Albert Thumann,William J. Younger
Handbook of Energy Audits Book PDF

Author : Albert Thumann,William J. Younger
Publisher : The Fairmont Press, Inc.
Page : 448 pages
File Size : 40,6 Mb
Release : 2003
Category : Technology & Engineering
ISBN : 9780881734232

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Handbook of Energy Audits by Albert Thumann,William J. Younger Pdf

Now there is a comprehensive reference to provide tools on implementing an energy audit for any type of facility. Containing forms, checklists and handy working aids, this book is for anyone implementing an energy audit. Accounting procedures, rate of return, analysis and software programs are included to provide evaluation tools for audit recommendations. Technologies for electrical, mechanical and building systems are covered in detail.

IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning

Joao Gama,Sepideh Pashami,Albert Bifet,Moamar Sayed-Mouchawe,Holger Fröning,Franz Pernkopf,Gregor Schiele,Michaela Blott
IoT Streams for Data Driven Predictive Maintenance and IoT Edge and Mobile for Embedded Machine Learning Book PDF

Author : Joao Gama,Sepideh Pashami,Albert Bifet,Moamar Sayed-Mouchawe,Holger Fröning,Franz Pernkopf,Gregor Schiele,Michaela Blott
Publisher : Springer Nature
Page : 317 pages
File Size : 44,6 Mb
Release : 2021-01-09
Category : Computers
ISBN : 9783030667702

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IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning by Joao Gama,Sepideh Pashami,Albert Bifet,Moamar Sayed-Mouchawe,Holger Fröning,Franz Pernkopf,Gregor Schiele,Michaela Blott Pdf

This book constitutes selected papers from the Second International Workshop on IoT Streams for Data-Driven Predictive Maintenance, IoT Streams 2020, and First International Workshop on IoT, Edge, and Mobile for Embedded Machine Learning, ITEM 2020, co-located with ECML/PKDD 2020 and held in September 2020. Due to the COVID-19 pandemic the workshops were held online. The 21 full papers and 3 short papers presented in this volume were thoroughly reviewed and selected from 35 submissions and are organized according to the workshops and their topics: IoT Streams 2020: Stream Learning; Feature Learning; ITEM 2020: Unsupervised Machine Learning; Hardware; Methods; Quantization.

Encyclopedia of Data Science and Machine Learning

Wang, John
Encyclopedia of Data Science and Machine Learning Book PDF

Author : Wang, John
Publisher : IGI Global
Page : 3296 pages
File Size : 42,6 Mb
Release : 2023-01-20
Category : Computers
ISBN : 9781799892212

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Encyclopedia of Data Science and Machine Learning by Wang, John Pdf

Big data and machine learning are driving the Fourth Industrial Revolution. With the age of big data upon us, we risk drowning in a flood of digital data. Big data has now become a critical part of both the business world and daily life, as the synthesis and synergy of machine learning and big data has enormous potential. Big data and machine learning are projected to not only maximize citizen wealth, but also promote societal health. As big data continues to evolve and the demand for professionals in the field increases, access to the most current information about the concepts, issues, trends, and technologies in this interdisciplinary area is needed. The Encyclopedia of Data Science and Machine Learning examines current, state-of-the-art research in the areas of data science, machine learning, data mining, and more. It provides an international forum for experts within these fields to advance the knowledge and practice in all facets of big data and machine learning, emphasizing emerging theories, principals, models, processes, and applications to inspire and circulate innovative findings into research, business, and communities. Covering topics such as benefit management, recommendation system analysis, and global software development, this expansive reference provides a dynamic resource for data scientists, data analysts, computer scientists, technical managers, corporate executives, students and educators of higher education, government officials, researchers, and academicians.

Machine Learning in Chemistry

Edward O. Pyzer-Knapp,Teodoro Laino
Machine Learning in Chemistry Book PDF

Author : Edward O. Pyzer-Knapp,Teodoro Laino
Publisher : Unknown
Page : 140 pages
File Size : 50,5 Mb
Release : 2020-10-22
Category : Science
ISBN : 0841235058

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Machine Learning in Chemistry by Edward O. Pyzer-Knapp,Teodoro Laino Pdf

Atomic-scale representation and statistical learning of tensorial properties -- Prediction of Mohs hardness with machine learning methods using compositional features -- High-dimensional neural network potentials for atomistic simulations -- Data-driven learning systems for chemical reaction prediction: an analysis of recent approaches -- Using machine learning to inform decisions in drug discovery : an industry perspective -- Cognitive materials discovery and onset of the 5th discovery paradigm.

Handbook of Research on Industrial Advancement in Scientific Knowledge

Diaz, Vicente González-Prida,Bonilla, Jesus Pedro Zamora
Handbook of Research on Industrial Advancement in Scientific Knowledge Book PDF

Author : Diaz, Vicente González-Prida,Bonilla, Jesus Pedro Zamora
Publisher : IGI Global
Page : 442 pages
File Size : 54,6 Mb
Release : 2019-01-18
Category : Technology & Engineering
ISBN : 9781522571537

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Handbook of Research on Industrial Advancement in Scientific Knowledge by Diaz, Vicente González-Prida,Bonilla, Jesus Pedro Zamora Pdf

In a society that praises and promotes technological advancement, it becomes increasingly essential to review the effects of such rapid technological growth. New high-tech advances need to be examined to determine what they mean to science, society, and industry along with the benefits and challenges they present. The Handbook of Research on Industrial Advancement in Scientific Knowledge addresses the intersection of technology and science where engineering considerations, mathematical approaches, and management tools provide a better understanding and awareness of Industry 4.0, while also taking into account the impact on current society. This publication identifies methodologies and applications related to decision making, risk and uncertainty, and design and development not only on scientific and industrial topics but also on social and ethical matters. It is designed for engineers, entrepreneurs, academicians, researchers, managers, and students.

Predictive Maintenance in Dynamic Systems

Edwin Lughofer,Moamar Sayed-Mouchaweh
Predictive Maintenance in Dynamic Systems Book PDF

Author : Edwin Lughofer,Moamar Sayed-Mouchaweh
Publisher : Springer
Page : 567 pages
File Size : 44,6 Mb
Release : 2019-02-28
Category : Technology & Engineering
ISBN : 9783030056452

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Predictive Maintenance in Dynamic Systems by Edwin Lughofer,Moamar Sayed-Mouchaweh Pdf

This book provides a complete picture of several decision support tools for predictive maintenance. These include embedding early anomaly/fault detection, diagnosis and reasoning, remaining useful life prediction (fault prognostics), quality prediction and self-reaction, as well as optimization, control and self-healing techniques. It shows recent applications of these techniques within various types of industrial (production/utilities/equipment/plants/smart devices, etc.) systems addressing several challenges in Industry 4.0 and different tasks dealing with Big Data Streams, Internet of Things, specific infrastructures and tools, high system dynamics and non-stationary environments . Applications discussed include production and manufacturing systems, renewable energy production and management, maritime systems, power plants and turbines, conditioning systems, compressor valves, induction motors, flight simulators, railway infrastructures, mobile robots, cyber security and Internet of Things. The contributors go beyond state of the art by placing a specific focus on dynamic systems, where it is of utmost importance to update system and maintenance models on the fly to maintain their predictive power.

RCM3

Marius Basson,Aladon
RCM3 Book PDF

Author : Marius Basson,Aladon
Publisher : Industrial Press
Page : 0 pages
File Size : 55,6 Mb
Release : 2019-01-07
Category : Technology & Engineering
ISBN : 0831136324

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RCM3 by Marius Basson,Aladon Pdf

"A revision of RCMII, by John Moubray"--Front cover.