Outliers In Control Engineering
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Author |
: Paweł D. Domański |
Publisher |
: Walter de Gruyter GmbH & Co KG |
Total Pages |
: 294 |
Release |
: 2022-03-07 |
ISBN-10 |
: 9783110729139 |
ISBN-13 |
: 311072913X |
Rating |
: 4/5 (39 Downloads) |
Synopsis Outliers in Control Engineering by : Paweł D. Domański
Outliers play an important, though underestimated, role in control engineering. Traditionally they are unseen and neglected. In opposition, industrial practice gives frequent examples of their existence and their mostly negative impacts on the control quality. The origin of outliers is never fully known. Some of them are generated externally to the process (exogenous), like for instance erroneous observations, data corrupted by control systems or the effect of human intervention. Such outliers appear occasionally with some unknow probability shifting real value often to some strange and nonsense value. They are frequently called deviants, anomalies or contaminants. In most cases we are interested in their detection and removal. However, there exists the second kind of outliers. Quite often strange looking data observations are not artificial data occurrences. They may be just representatives of the underlying generation mechanism being inseparable internal part of the process (endogenous outliers). In such a case they are not wrong and should be treated with cautiousness, as they may include important information about the dynamic nature of the process. As such they cannot be neglected nor simply removed. The Outlier should be detected, labelled and suitably treated. These activities cannot be performed without proper analytical tools and modeling approaches. There are dozens of methods proposed by scientists, starting from Gaussian-based statistical scoring up to data mining artificial intelligence tools. The research presented in this book presents novel approach incorporating non-Gaussian statistical tools and fractional calculus approach revealing new data analytics applied to this important and challenging task. The proposed book includes a collection of contributions addressing different yet cohesive subjects, like dynamic modelling, classical control, advanced control, fractional calculus, statistical analytics focused on an ultimate goal: robust and outlier-proof analysis. All studied problems show that outliers play an important role and classical methods, in which outlier are not taken into account, do not give good results. Applications from different engineering areas are considered such as semiconductor process control and monitoring, MIMO peltier temperature control and health monitoring, networked control systems, and etc.
Author |
: Laing, Christopher |
Publisher |
: IGI Global |
Total Pages |
: 450 |
Release |
: 2012-12-31 |
ISBN-10 |
: 9781466626904 |
ISBN-13 |
: 1466626909 |
Rating |
: 4/5 (04 Downloads) |
Synopsis Securing Critical Infrastructures and Critical Control Systems: Approaches for Threat Protection by : Laing, Christopher
The increased use of technology is necessary in order for industrial control systems to maintain and monitor industrial, infrastructural, or environmental processes. The need to secure and identify threats to the system is equally critical. Securing Critical Infrastructures and Critical Control Systems: Approaches for Threat Protection provides a full and detailed understanding of the vulnerabilities and security threats that exist within an industrial control system. This collection of research defines and analyzes the technical, procedural, and managerial responses to securing these systems.
Author |
: Manjaree Pandit |
Publisher |
: Springer Nature |
Total Pages |
: 737 |
Release |
: 2023-10-25 |
ISBN-10 |
: 9789819914319 |
ISBN-13 |
: 9819914310 |
Rating |
: 4/5 (19 Downloads) |
Synopsis Artificial Intelligence and Sustainable Computing by : Manjaree Pandit
This book presents high-quality research papers presented at 4th International Conference on Sustainable and Innovative Solutions for Current Challenges in Engineering and Technology (ICSISCET 2022) held at Madhav Institute of Technology & Science (MITS), Gwalior, India, from November 19 to 20, 2022. The book extensively covers recent research in artificial intelligence (AI) that knit together nature-inspired algorithms, evolutionary computing, fuzzy systems, computational intelligence, machine learning, deep learning, etc., which is very useful while dealing with real problems due to their model-free structure, learning ability, and flexible approach. These techniques mimic human thinking and decision-making abilities to produce systems that are intelligent, efficient, cost-effective, and fast. The book provides a friendly and informative treatment of the topics which makes this book an ideal reference for both beginners and experienced researchers.
Author |
: G.C. Goodwin |
Publisher |
: Elsevier |
Total Pages |
: 275 |
Release |
: 2014-05-23 |
ISBN-10 |
: 9781483298245 |
ISBN-13 |
: 1483298248 |
Rating |
: 4/5 (45 Downloads) |
Synopsis Robust Adaptive Control by : G.C. Goodwin
The workshop brought together international experts in the field of robust adaptive control to present recent developments in the area. These indicated that the theory of adaptive control is moving closer to applications and is beginning to give realistic guidelines useful in practical situations. The proceedings also focused on the value of such practical features as filtering, normalization, deadzones and unification of robust control and adaptation.
Author |
: R. Neves-Silva |
Publisher |
: IOS Press |
Total Pages |
: 460 |
Release |
: 2013-06-13 |
ISBN-10 |
: 9781614992646 |
ISBN-13 |
: 1614992649 |
Rating |
: 4/5 (46 Downloads) |
Synopsis Intelligent Decision Technologies by : R. Neves-Silva
The field of intelligent decision technologies is interdisciplinary in nature, bridging computer science with its development of artificial intelligence, information systems with its development of decision support systems, and engineering with its development of systems. This book presents the 45 papers accepted for presentation at the 5th KES International Conference on Intelligent Decision Technologies (KES-IDT 2013), held in Sesimbra, Portugal, in June 2013. The conference consists of keynote talks, oral and poster presentations, invited sessions and workshops on the applications and theory of intelligent decision systems and related areas. The conference provides an opportunity for the presentation and discussion of interesting new research results, promoting knowledge transfer and the generation of new ideas. The book will be of interest to all those whose work involves the development and application of intelligent decision systems.
Author |
: Jason Papathanasiou |
Publisher |
: EWG-DSS |
Total Pages |
: 213 |
Release |
: 2022-05-23 |
ISBN-10 |
: 9786185255183 |
ISBN-13 |
: 6185255189 |
Rating |
: 4/5 (83 Downloads) |
Synopsis Proceedings of the 8th International Conference on Decision Support System Technology – ICDSST 2022 on Decision Support addressing modern Industry, Business and Societal needs by : Jason Papathanasiou
Author |
: J. Harris |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 254 |
Release |
: 2005-10-18 |
ISBN-10 |
: 1402040776 |
ISBN-13 |
: 9781402040771 |
Rating |
: 4/5 (76 Downloads) |
Synopsis Fuzzy Logic Applications in Engineering Science by : J. Harris
Fuzzy logic is a relatively new concept in science applications. Hitherto, fuzzy logic has been a conceptual process applied in the field of risk management. Its potential applicability is much wider than that, however, and its particular suitability for expanding our understanding of processes and information in science and engineering in our post-modern world is only just beginning to be appreciated. Written as a companion text to the author’s earlier volume "An Introduction to Fuzzy Logic Applications", the book is aimed at professional engineers and students and those with an interest in exploring the potential of fuzzy logic as an information processing kit with a wide variety of practical applications in the field of engineering science and develops themes and topics introduced in the author’s earlier text.
Author |
: |
Publisher |
: |
Total Pages |
: 772 |
Release |
: 1982 |
ISBN-10 |
: STANFORD:36105063541374 |
ISBN-13 |
: |
Rating |
: 4/5 (74 Downloads) |
Synopsis The Code of Federal Regulations of the United States of America by :
The Code of Federal Regulations is the codification of the general and permanent rules published in the Federal Register by the executive departments and agencies of the Federal Government.
Author |
: |
Publisher |
: |
Total Pages |
: 1126 |
Release |
: 1997 |
ISBN-10 |
: UOM:39015050990871 |
ISBN-13 |
: |
Rating |
: 4/5 (71 Downloads) |
Synopsis Code of Federal Regulations by :
Author |
: Myke King |
Publisher |
: John Wiley & Sons |
Total Pages |
: 626 |
Release |
: 2017-08-10 |
ISBN-10 |
: 9781119383482 |
ISBN-13 |
: 111938348X |
Rating |
: 4/5 (82 Downloads) |
Synopsis Statistics for Process Control Engineers by : Myke King
The first statistics guide focussing on practical application to process control design and maintenance Statistics for Process Control Engineers is the only guide to statistics written by and for process control professionals. It takes a wholly practical approach to the subject. Statistics are applied throughout the life of a process control scheme – from assessing its economic benefit, designing inferential properties, identifying dynamic models, monitoring performance and diagnosing faults. This book addresses all of these areas and more. The book begins with an overview of various statistical applications in the field of process control, followed by discussions of data characteristics, probability functions, data presentation, sample size, significance testing and commonly used mathematical functions. It then shows how to select and fit a distribution to data, before moving on to the application of regression analysis and data reconciliation. The book is extensively illustrated throughout with line drawings, tables and equations, and features numerous worked examples. In addition, two appendices include the data used in the examples and an exhaustive catalogue of statistical distributions. The data and a simple-to-use software tool are available for download. The reader can thus reproduce all of the examples and then extend the same statistical techniques to real problems. Takes a back-to-basics approach with a focus on techniques that have immediate, practical, problem-solving applications for practicing engineers, as well as engineering students Shows how to avoid the many common errors made by the industry in applying statistics to process control Describes not only the well-known statistical distributions but also demonstrates the advantages of applying the large number that are less well-known Inspires engineers to identify new applications of statistical techniques to the design and support of control schemes Provides a deeper understanding of services and products which control engineers are often tasked with assessing This book is a valuable professional resource for engineers working in the global process industry and engineering companies, as well as students of engineering. It will be of great interest to those in the oil and gas, chemical, pulp and paper, water purification, pharmaceuticals and power generation industries, as well as for design engineers, instrument engineers and process technical support.