Identifying Product And Process State Drivers In Manufacturing Systems Using Supervised Machine Learning

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Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning

Author : Thorsten Wuest
Publisher : Springer
ISBN 13 : 3319176110
Total Pages : 272 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning by : Thorsten Wuest

Download or read book Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning written by Thorsten Wuest and published by Springer. This book was released on 2015-04-20 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book reports on a novel approach for holistically identifying the relevant state drivers of complex, multi-stage manufacturing systems. This approach is able to utilize complex, diverse and high-dimensional data sets, which often occur in manufacturing applications, and to integrate the important process intra- and interrelations. The approach has been evaluated using three scenarios from different manufacturing domains (aviation, chemical and semiconductor). The results, which are reported in detail in this book, confirmed that it is possible to incorporate implicit process intra- and interrelations on both a process and programme level by applying SVM-based feature ranking. In practice, this method can be used to identify the most important process parameters and state characteristics, the so-called state drivers, of a manufacturing system. Given the increasing availability of data and information, this selection support can be directly utilized in, e.g., quality monitoring and advanced process control. Importantly, the method is neither limited to specific products, manufacturing processes or systems, nor by specific quality concepts.

Advances in Production Management Systems. The Path to Intelligent, Collaborative and Sustainable Manufacturing

Author : Hermann Lödding
Publisher : Springer
ISBN 13 : 3319669230
Total Pages : 576 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Advances in Production Management Systems. The Path to Intelligent, Collaborative and Sustainable Manufacturing by : Hermann Lödding

Download or read book Advances in Production Management Systems. The Path to Intelligent, Collaborative and Sustainable Manufacturing written by Hermann Lödding and published by Springer. This book was released on 2017-08-29 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set IFIP AICT 513 and 514 constitutes the refereed proceedings of the International IFIP WG 5.7 Conference on Advances in Production Management Systems, APMS 2017, held in Hamburg, Germany, in September 2017. The 121 revised full papers presented were carefully reviewed and selected from 163 submissions. They are organized in the following topical sections: smart manufacturing system characterization; product and asset life cycle management in smart factories of industry 4.0; cyber-physical (IIoT) technology deployments in smart manufacturing systems; multi-disciplinary collaboration in the development of smart product-service solutions; sustainable human integration in cyber-physical systems: the operator 4.0; intelligent diagnostics and maintenance solutions; operations planning, scheduling and control; supply chain design; production management in food supply chains; factory planning; industrial and other services; operations management in engineer-to-order manufacturing; gamification of complex systems design development; lean and green manufacturing; and eco-efficiency in manufacturing operations.

Innovation and Competitiveness in Industry 4.0 Based on Intelligent Systems

Author : Luis Carlos Méndez-González
Publisher : Springer Nature
ISBN 13 : 303129775X
Total Pages : 338 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Innovation and Competitiveness in Industry 4.0 Based on Intelligent Systems by : Luis Carlos Méndez-González

Download or read book Innovation and Competitiveness in Industry 4.0 Based on Intelligent Systems written by Luis Carlos Méndez-González and published by Springer Nature. This book was released on 2023-06-16 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a series of applications of different techniques found in Industry 4.0 with relation to productivity, continuous improvement, quality, decision systems, software development, and automation systems. The techniques used throughout this book allow the reader to replicate the results obtained towards different types of companies that wish to undertake in the new era of the digital industrial revolution. This book can also help students from different areas of engineering to understand how the use of new technologies is applied to solve current relevant problems and how they give the possibility of constant innovation in the different industrial sectors. This is accomplished through the analysis of illustrative case studies, descriptive methodologies and structured insights that are provided through the different considered techniques.

SPS2020

Author : K. Säfsten
Publisher : IOS Press
ISBN 13 : 1643681478
Total Pages : 706 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis SPS2020 by : K. Säfsten

Download or read book SPS2020 written by K. Säfsten and published by IOS Press. This book was released on 2020-12-24 with total page 706 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge-intensive product realization implies embedded intelligence; meaning that if both theoretical and practical knowledge and understanding of a subject is integrated into the design and production processes of products, this will significantly increase added value. This book presents papers accepted for the 9th Swedish Production Symposium (SPS2020), hosted by the School of Engineering, Jönköping University, Sweden, and held online on 7 & 8 October 2020 because of restrictions due to the Corona virus pandemic. The subtitle of the conference was Knowledge Intensive Product Realization in Co-Operation for Future Sustainable Competitiveness. The book contains the 57 papers accepted for presentation at the conference, and these are divided into nine sections which reflect the topics covered: resource efficient production; flexible production; virtual production development; humans in production systems; circular production systems and maintenance; integrated product and production development; advanced and optimized components, materials and manufacturing; digitalization for smart products and services; and responsive and efficient operations and supply chains. In addition, the book presents five special sessions from the symposium: development of changeable and reconfigurable production systems; smart production system design and development; supply chain relocation; management of manufacturing digitalization; and additive manufacturing in the production system. The book will be of interest to all those working in the field of knowledge-intensive product realization.

Introduction to Advanced Manufacturing

Author : Ramy Harik
Publisher : SAE International
ISBN 13 : 0768090962
Total Pages : 220 pages
Book Rating : 4.7/5 (68 download)

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Book Synopsis Introduction to Advanced Manufacturing by : Ramy Harik

Download or read book Introduction to Advanced Manufacturing written by Ramy Harik and published by SAE International. This book was released on 2019-07-24 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction to Advanced Manufacturing was written by two experienced and passionate engineers whose mission is to make the subject of advanced manufacturing easy to understand and a practical solution to everyday problems. Harik, Ph.D. and Wuest, Ph.D., professors who have taught the subject for decades, combined their expertise to develop both an applied manual and a theoretical reference that addresses many different needs. Introduction to Advanced Manufacturing covers the following topics in detail: • Composites Manufacturing • Smart Manufacturing • Additive Manufacturing • Computer Aided Manufacturing • Polymers Manufacturing • Assembly Processes • Manufacturing Quality Control and Productivity • Subtractive Manufacturing • Deformative Manufacturing Introduction to Advanced Manufacturing offers a new, refreshing way of studying how things are made in the digital age. With academics and industry professionals in mind, Introduction to Advanced Manufacturing paves the ground for those interested in the new opportunities of Industry 4.0.

Advances in Production Management Systems. Production Management for the Factory of the Future

Author : Farhad Ameri
Publisher : Springer Nature
ISBN 13 : 3030300005
Total Pages : 747 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Advances in Production Management Systems. Production Management for the Factory of the Future by : Farhad Ameri

Download or read book Advances in Production Management Systems. Production Management for the Factory of the Future written by Farhad Ameri and published by Springer Nature. This book was released on 2019-08-23 with total page 747 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set IFIP AICT 566 and 567 constitutes the refereed proceedings of the International IFIP WG 5.7 Conference on Advances in Production Management Systems, APMS 2019, held in Austin, TX, USA. The 161 revised full papers presented were carefully reviewed and selected from 184 submissions. They discuss globally pressing issues in smart manufacturing, operations management, supply chain management, and Industry 4.0. The papers are organized in the following topical sections: lean production; production management in food supply chains; sustainability and reconfigurability of manufacturing systems; product and asset life cycle management in smart factories of industry 4.0; variety and complexity management in the era of industry 4.0; participatory methods for supporting the career choices in industrial engineering and management education; blockchain in supply chain management; designing and delivering smart services in the digital age; operations management in engineer-to-order manufacturing; the operator 4.0 and the Internet of Things, services and people; intelligent diagnostics and maintenance solutions for smart manufacturing; smart supply networks; production management theory and methodology; data-driven production management; industry 4.0 implementations; smart factory and IIOT; cyber-physical systems; knowledge management in design and manufacturing; collaborative product development; ICT for collaborative manufacturing; collaborative technoloy; applications of machine learning in production management; and collaborative technology.

Advances in Data Mining. Applications and Theoretical Aspects

Author : Petra Perner
Publisher : Springer
ISBN 13 : 3319415611
Total Pages : 446 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Advances in Data Mining. Applications and Theoretical Aspects by : Petra Perner

Download or read book Advances in Data Mining. Applications and Theoretical Aspects written by Petra Perner and published by Springer. This book was released on 2016-06-27 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th Industrial Conference on Advances in Data Mining, ICDM 2016, held in New York, NY, USA, in July 2016. The 33 revised full papers presented were carefully reviewed and selected from 100 submissions. The topics range from theoretical aspects of data mining to applications of data mining, such as in multimedia data, in marketing, in medicine, and in process control, industry, and society.

Multiscale Simulation Approach for Battery Production Systems

Author : Malte Schönemann
Publisher : Springer
ISBN 13 : 3319493671
Total Pages : 176 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Multiscale Simulation Approach for Battery Production Systems by : Malte Schönemann

Download or read book Multiscale Simulation Approach for Battery Production Systems written by Malte Schönemann and published by Springer. This book was released on 2017-01-05 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addressing the challenge of improving battery quality while reducing high costs and environmental impacts of the production, this book presents a multiscale simulation approach for battery production systems along with a software environment and an application procedure. Battery systems are among the most important technologies of the 21st century since they are enablers for the market success of electric vehicles and stationary energy storage solutions. However, the performance of batteries so far has limited possible applications. Addressing this challenge requires an interdisciplinary understanding of dynamic cause-effect relationships between processes, equipment, materials, and environmental conditions. The approach in this book supports the integrated evaluation of improvement measures and is usable for different planning horizons. It is applied to an exemplary battery cell production and module assembly in order to demonstrate the effectiveness and potential benefits of the simulation.

Product Lifecycle Management in the Era of Internet of Things

Author : Abdelaziz Bouras
Publisher : Springer
ISBN 13 : 3319331116
Total Pages : 877 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Product Lifecycle Management in the Era of Internet of Things by : Abdelaziz Bouras

Download or read book Product Lifecycle Management in the Era of Internet of Things written by Abdelaziz Bouras and published by Springer. This book was released on 2016-04-20 with total page 877 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 12th IFIP WG 5.1 International Conference on Product Lifecycle Management, PLM 2015, held in Doha, Qatar, in October 2015. The 79 revised full papers were carefully reviewed and selected from 130 submissions. The papers are organized in the following topical sections: smart products, assessment approaches, PLM maturity, building information modeling (BIM), languages and ontologies, product service systems, future factory, knowledge creation and management, simulation and virtual environments, sustainability and systems improvement, configuration and engineering change, education studies, cyber-physical and smart systems, design and integration issues, and PLM processes and applications.

16th European Conference on Innovation and Entrepreneurship Vol 2

Author : Dr. Florinda Matos
Publisher : Academic Conferences Limited
ISBN 13 : 1914587154
Total Pages : pages
Book Rating : 4.9/5 (145 download)

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Book Synopsis 16th European Conference on Innovation and Entrepreneurship Vol 2 by : Dr. Florinda Matos

Download or read book 16th European Conference on Innovation and Entrepreneurship Vol 2 written by Dr. Florinda Matos and published by Academic Conferences Limited. This book was released on 2021-09-16 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Dynamics of Long-Life Assets

Author : Stefan N. Grösser
Publisher : Springer
ISBN 13 : 3319454382
Total Pages : 356 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Dynamics of Long-Life Assets by : Stefan N. Grösser

Download or read book Dynamics of Long-Life Assets written by Stefan N. Grösser and published by Springer. This book was released on 2017-05-10 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is published under a CC BY-NC 4.0 license. The editors present essential methods and tools to support a holistic approach to the challenge of system upgrades and innovation in the context of high-value products and services. The approach presented here is based on three main pillars: an adaptation mechanism based on a broad understanding of system dependencies; efficient use of system knowledge through involvement of actors throughout the process; and technological solutions to enable efficient actor communication and information handling. The book provides readers with a better understanding of the factors that influence decisions, and put forward solutions to facilitate the rapid adaptation to changes in the business environment and customer needs through intelligent upgrade interventions. Further, it examines a number of sample cases from various contexts including car manufacturing, utilities, shipping and the furniture industry. The book offers a valuable resource for both academics and practitioners interested in the upgrading of capital-intensive products and services. “The work performed in the project “Use-It-Wisely (UiW)” significantly contributes towards a collaborative way of working. Moreover, it offers comprehensive system modelling to identify business opportunities and develop technical solutions within industrial value networks. The developed UiW-framework fills a void and offers a great opportunity. The naval construction sector of small passenger vessels, for instance, is one industry that can benefit.” Nikitas Nikitakos, Professor at University of the Aegean, Department of Shipping, Trade, and Transport, Greece. “Long-life assets are crucial for both the future competiveness and sustainability of society. Make wrong choices now and you are locked into a wrong system for a long time. Make the right choices now and society can prosper. This book gives important information about how manufacturers can make right choices.” Arnold Tukker, Scientific director, Institute of Environmental Sciences (CML), Leiden University, and senior scientist, TNO.

Life-Cycle Management of Machines and Mechanisms

Author : Jörg Niemann
Publisher : Springer Nature
ISBN 13 : 3030564495
Total Pages : 439 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Life-Cycle Management of Machines and Mechanisms by : Jörg Niemann

Download or read book Life-Cycle Management of Machines and Mechanisms written by Jörg Niemann and published by Springer Nature. This book was released on 2020-08-20 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the description of machines and systems as investments goods in production. These machines have a technological and economical life cycle over the time used. By explaining the paradigms of life cycle management, the book describes how the life cycle of such investment goods can be designed, operated and optimized to deliver maximum benefit in industrial environment. Additional examples from industry including case studies and calculations demonstrate practical applications and deliver benefit not only for academic or educational purpose but also for industrial practitioners.

Advances in Manufacturing Technology XXX

Author : Y.M. Goh
Publisher : IOS Press
ISBN 13 : 1614996687
Total Pages : 604 pages
Book Rating : 4.6/5 (149 download)

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Book Synopsis Advances in Manufacturing Technology XXX by : Y.M. Goh

Download or read book Advances in Manufacturing Technology XXX written by Y.M. Goh and published by IOS Press. This book was released on 2016-08-15 with total page 604 pages. Available in PDF, EPUB and Kindle. Book excerpt: The urgent need to keep pace with the accelerating globalization of manufacturing in the 21st century has produced rapid advancements in manufacturing technology, research and expertise. This book presents the proceedings of the 14th International Conference on Manufacturing Research (ICMR 2016), entitled Advances in Manufacturing Technology XXX. The conference also incorporated the 31st National Conference on Manufacturing Research, and was held at Loughborough University, Loughborough, UK, in September 2016. The ICMR conference is renowned as a friendly and inclusive environment which brings together a broad community of researchers who share the common goal of developing and managing the technologies and operations key to sustaining the success of manufacturing businesses. The proceedings is divided into 14 sections, including: Manufacturing Processes; Additive Manufacturing; Manufacturing Materials; Advanced Manufacturing Technology; Product Design and Development, as well as many other aspects of manufacturing management and innovation. It contains 92 papers, which represents an acceptance rate of 75%. With its comprehensive overview of current developments, this book will be of interest to all those involved in manufacturing today.

Advances in Production Management Systems. Competitive Manufacturing for Innovative Products and Services

Author : Christos Emmanouilidis
Publisher : Springer
ISBN 13 : 3642403611
Total Pages : 720 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Advances in Production Management Systems. Competitive Manufacturing for Innovative Products and Services by : Christos Emmanouilidis

Download or read book Advances in Production Management Systems. Competitive Manufacturing for Innovative Products and Services written by Christos Emmanouilidis and published by Springer. This book was released on 2013-08-13 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volumes IFIP AICT 397 and 398 constitute the thoroughly refereed post-conference proceedings of the International IFIP WG 5.7 Conference on Advances in Production Management Systems, APMS 2012, held in Rhodes, Greece, in September 2012. The 182 revised full papers were carefully reviewed and selected for inclusion in the two volumes. They are organized in 6 parts: sustainability; design, manufacturing and production management; human factors, learning and innovation; ICT and emerging technologies in production management; product and asset lifecycle management; and services, supply chains and operations.

Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes

Download Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes PDF Online Free

Author : Amit Sinha
Publisher : McGraw Hill Professional
ISBN 13 : 1260458202
Total Pages : 320 pages
Book Rating : 4.2/5 (64 download)

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Book Synopsis Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes by : Amit Sinha

Download or read book Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes written by Amit Sinha and published by McGraw Hill Professional. This book was released on 2020-07-21 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deliver unprecedented customer value and seize your competitive edge with a transformative digital supply network Digital tech has disrupted life and business as we know it, and supply chain management is no exception. But how exactly does digital transformation affect your business? What are the breakthrough technologies and their capabilities you need to know about? How will digital transformation impact skills requirements and work in general? Do you need to completely revamp your understanding of supply chain management? And most importantly: How do you get started? Digital Supply Networks provides clear answers to these and many other questions. Written by an experienced team comprised of Deloitte consultants and leading problem-driven scholars from a premier research university, this expert guide leads you through the process of improving operations building supply networks, increasing revenue, reimagining business models, and providing added value to customers, stakeholders, and society. You’ll learn everything you need to know about: Stages of development, roles, capabilities, and the benefits of DSN Big data analytics including its attributes, security, and authority Machine learning, Artificial Intelligence, Blockchain, robotics, and the Internet of Things Synchronized planning, intelligent supply, and digital product development Vision, attributes, technology, and benefits of smart manufacturing, dynamic logistics, and fulfillment A playbook to guide the digital transformation journey Drawing from real world-experience and problem-driven academic research, the authors provide an in-depth account of the transformation to digitally connected supply networks. They discuss the limitations of traditional supply chains and the underlying capabilities and potential of digitally-enabled supply flows. The chapters burst with expert insights and real-life use cases grounded in tomorrow’s industry needs. Success in today’s hyper-competitive, fast-paced business landscape, characterized by the risk of black swan events, such as the 2020 COVID-19 global pandemic, requires the reimagination and the digitalization of complex demand-supply systems, more collaborative and connected processes, and smarter, more dynamic data-driven decision making―which can only be achieved through a fully integrated Digital Supply Network.

Proceedings of the International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA 2022)

Author : Sharvari Tamane
Publisher : Springer Nature
ISBN 13 : 9464631368
Total Pages : 1027 pages
Book Rating : 4.4/5 (646 download)

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Book Synopsis Proceedings of the International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA 2022) by : Sharvari Tamane

Download or read book Proceedings of the International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA 2022) written by Sharvari Tamane and published by Springer Nature. This book was released on 2023-05-01 with total page 1027 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book. As on date, huge volumes of data are being generated through sensors, satellites, and simulators. Modern research on data analytics and its applications reveal that several algorithms are being designed and developed to process these datasets, either through the use of sequential and parallel processes. In the current scenario of Industry 4.0, data analytics, artificial intelligence and machine learning are being used to support decisions in space and time. Further, the availability of Graphical Processing Units (GPUs) and Tensor Processing Units (TPUs) have enabled to processing of these datasets. Some of the applications of Artificial Intelligence, Machine Learning and Data Analytics are in the domains of Agriculture, Climate Change, Disaster Prediction, Automation in Manufacturing, Intelligent Transportation Systems, Health Care, Retail, Stock Market, Fashion Design, etc. The international conference on Applications of Machine Intelligence and Data Analytics aims to bring together faculty members, researchers, scientists, and industry people on a common platform to exchange ideas, algorithms, knowledge based on processing hardware and their respective application programming interfaces (APIs).

Artificial Intelligence

Author : Harvard Business Review
Publisher : HBR Insights
ISBN 13 : 9781633697898
Total Pages : 160 pages
Book Rating : 4.6/5 (978 download)

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Book Synopsis Artificial Intelligence by : Harvard Business Review

Download or read book Artificial Intelligence written by Harvard Business Review and published by HBR Insights. This book was released on 2019 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt: Companies that don't use AI to their advantage will soon be left behind. Artificial intelligence and machine learning will drive a massive reshaping of the economy and society. What should you and your company be doing right now to ensure that your business is poised for success? These articles by AI experts and consultants will help you understand today's essential thinking on what AI is capable of now, how to adopt it in your organization, and how the technology is likely to evolve in the near future. Artificial Intelligence: The Insights You Need from Harvard Business Review will help you spearhead important conversations, get going on the right AI initiatives for your company, and capitalize on the opportunity of the machine intelligence revolution. Catch up on current topics and deepen your understanding of them with the Insights You Need series from Harvard Business Review. Featuring some of HBR's best and most recent thinking, Insights You Need titles are both a primer on today's most pressing issues and an extension of the conversation, with interesting research, interviews, case studies, and practical ideas to help you explore how a particular issue will impact your company and what it will mean for you and your business.