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Degradation trend prediction of rail stripping for heavy haul railway based on multi-strategy hybrid improved pelican algorithm

Degradation trend prediction of rail stripping for heavy haul railway based on multi-strategy hybrid improved pelican algorithm PDF Author: Changfan Zhang
Publisher: OAE Publishing Inc.
ISBN:
Category : Computers
Languages : en
Pages : 19

Book Description
As a key component of the heavy-haul railway system, the rail is prone to damages caused by harsh operating conditions. To secure a safe operation, it is of great essence to detect the damage status of the rail. However, current damage detection methods are mainly manual, so problems such as strong subjectivity, lag in providing results, and difficulty in quantifying the degree of damage are easily generated. Therefore, a new prediction method based on the improved pelican algorithm and channel attention mechanism is proposed to evaluate the stripping of heavy-haul railway rails. By processing the rail vibration acceleration, it predicts the stripping damage degree. Specifically, a comprehensive health index measuring the degree of rail stripping is first established by principal component analysis and correlation analysis to avoid the one-sidedness of a single evaluation index. Then, the convolutional bidirectional gated recursive network is trained and generalized, and the pelican algorithm, improved by multiple hybrid strategies, is used to optimize the hyperparameters in the network so as to find the optimal solution by constantly adjusting the search strategy. The squeeze-excitation channel attention module is then incorporated to re-calibrate the weights of valid features and to improve the accuracy of the model. Finally, the proposed method is tested on a specific rail stripping dataset and a public dataset of PHM2012 bearings, and the generalization and effectiveness performance of the proposed method is proved.

Degradation trend prediction of rail stripping for heavy haul railway based on multi-strategy hybrid improved pelican algorithm

Degradation trend prediction of rail stripping for heavy haul railway based on multi-strategy hybrid improved pelican algorithm PDF Author: Changfan Zhang
Publisher: OAE Publishing Inc.
ISBN:
Category : Computers
Languages : en
Pages : 19

Book Description
As a key component of the heavy-haul railway system, the rail is prone to damages caused by harsh operating conditions. To secure a safe operation, it is of great essence to detect the damage status of the rail. However, current damage detection methods are mainly manual, so problems such as strong subjectivity, lag in providing results, and difficulty in quantifying the degree of damage are easily generated. Therefore, a new prediction method based on the improved pelican algorithm and channel attention mechanism is proposed to evaluate the stripping of heavy-haul railway rails. By processing the rail vibration acceleration, it predicts the stripping damage degree. Specifically, a comprehensive health index measuring the degree of rail stripping is first established by principal component analysis and correlation analysis to avoid the one-sidedness of a single evaluation index. Then, the convolutional bidirectional gated recursive network is trained and generalized, and the pelican algorithm, improved by multiple hybrid strategies, is used to optimize the hyperparameters in the network so as to find the optimal solution by constantly adjusting the search strategy. The squeeze-excitation channel attention module is then incorporated to re-calibrate the weights of valid features and to improve the accuracy of the model. Finally, the proposed method is tested on a specific rail stripping dataset and a public dataset of PHM2012 bearings, and the generalization and effectiveness performance of the proposed method is proved.

DayWater

DayWater PDF Author: Daniel R. Thevenot
Publisher: IWA Publishing
ISBN: 1843391600
Category : Science
Languages : en
Pages : 313

Book Description
The European DayWater project has developed a prototype of an Adaptive Decision Support System (ADSS) related to urban stormwater pollution source control. The DayWater ADSS greatly facilitates decision-making for stormwater source control, which is currently impeded by the large number of stakeholders involved and by the necessary multidisciplinary knowledge. This book presents the results of this project, providing new insights into both technical and management issues. The main objectives of its technical chapters are pollution source control modelling, risk and impact assessment, and evaluation and comparison of best management practices. It also covers management aspects, such as the analysis of the decision-making processes in stormwater source control, at a European scale, and stormwater management strategies in general. The combination of scientific-technical and socio-managerial knowledge, with the strong cooperation of numerous end-users, reflects the innovative character of this book which includes actual applications of the ADSS prototype in significant case studies. DayWater: an Adaptive Decision Support System for Urban Stormwater Management contains 26 chapters collectively prepared by DayWater scientific partners and end-users associated with this European Research and Development project. It includes: A general presentation of the DayWater Adaptive Decision Support System (ADSS) structure and operation modes A detailed description of the major components of this ADSS prototype The assessment of its components in significant case studies in France, Germany and Sweden The proceedings of the International Conference on Decision Support Systems for Integrated Urban Water Management, held in Paris on 3-4 November 2005. The book presents the ADSS prototype including a combination of freely accessible on-line databases, guidance documents, “road maps” and modelling or multi-criteria analysis tools. As demonstrated in several significant case studies the challenge for stormwater managers is to make the benefits of urban stormwater management visible to society, resulting in active co-operation of a diversity of stakeholders. Only then, will sustainable management succeed. DayWater: an Adaptive Decision Support System for Urban Stormwater Management advances this cause of sustainable urban management through Urban stormwater management, and makes achievable (by means of risk and vulnerability tools which are included) the goal of integrated urban water management (IUWM).

Net.wars

Net.wars PDF Author: Wendy Grossman
Publisher: NYU Press
ISBN: 9780814731031
Category : Business & Economics
Languages : en
Pages : 260

Book Description
London-based American journalist Grossman continues her coverage of the Internet by assessing the battles she believes will define its future. Among them are scams, class divisions, privacy, the Communications Decency Act, women online, pornography, hackers and the computer underground, criminals, and sociopaths. Annotation copyrighted by Book News, Inc., Portland, OR

Economic Science Fictions

Economic Science Fictions PDF Author: William Davies
Publisher: MIT Press
ISBN: 1906897689
Category : Political Science
Languages : en
Pages : 402

Book Description
An innovative new anthology exploring how science fiction can motivate new approaches to economics. From the libertarian economics of Ayn Rand to Aldous Huxley's consumerist dystopias, economics and science fiction have often orbited each other. In Economic Science Fictions, editor William Davies has deliberately merged the two worlds, asking how we might harness the power of the utopian imagination to revitalize economic thinking. Rooted in the sense that our current economic reality is no longer credible or viable, this collection treats our economy as a series of fictions and science fiction as a means of anticipating different economic futures. It asks how science fiction can motivate new approaches to economics and provides surprising new syntheses, merging social science with fiction, design with politics, scholarship with experimental forms. With an opening chapter from Ha-Joon Chang as well as theory, short stories, and reflections on design, this book from Goldsmiths Press challenges and changes the notion that economics and science fiction are worlds apart. The result is a wealth of fresh and unusual perspectives for anyone who believes the economy is too important to be left solely to economists. Contributors AUDINT, Khairani Barokka, Carina Brand, Ha-Joon Chang, Miriam Cherry, William Davies, Mark Fisher, Dan Gavshon-Brady and James Pockson, Owen Hatherley, Laura Horn, Tim Jackson, Mark Johnson, Bastien Kerspern, Nora O Murchú, Tobias Revell et al., Judy Thorne, Sherryl Vint, Joseph Walton, Brian Willems

Septage Treatment and Disposal

Septage Treatment and Disposal PDF Author: Ivan A. Cooper
Publisher:
ISBN:
Category : Sewage disposal
Languages : en
Pages : 48

Book Description


Recent Trends in Civil Engineering

Recent Trends in Civil Engineering PDF Author: K. K. Pathak
Publisher: Springer Nature
ISBN: 9811551952
Category : Technology & Engineering
Languages : en
Pages : 1081

Book Description
This book presents the selected peer-reviewed proceedings of the International Conference on Recent Trends and Innovations in Civil Engineering (ICRTICE 2019). The volume focuses on latest research and advances in the field of civil engineering and materials science such as design and development of new environmental materials, performance testing and verification of smart materials, performance analysis and simulation of steel structures, design and performance optimization of concrete structures, and building materials analysis. The book also covers studies in geotechnical engineering, hydraulic engineering, road and bridge engineering, building services design, engineering management, water resource engineering and renewable energy. The contents of this book will be useful for students, researchers and professionals working in civil engineering.

Basics of Geomatics

Basics of Geomatics PDF Author: Mario A. Gomarasca
Publisher: Springer Science & Business Media
ISBN: 1402090145
Category : Technology & Engineering
Languages : en
Pages : 690

Book Description
Geomatics is a neologism, the use of which is becoming increasingly widespread, even if it is not still universally accepted. It includes several disciplines and te- niques for the study of the Earth’s surface and its environments, and computer science plays a decisive role. A more meaningful and appropriate expression is G- spatial Information or GeoInformation. Geo-spatial Information embeds topography in its more modern forms (measurements with electronic instrumentation, sophisticated techniques of data analysis and network compensation, global satellite positioning techniques, laser scanning, etc.), analytical and digital photogrammetry, satellite and airborne remote sensing, numerical cartography, geographical information systems, decision support systems, WebGIS, etc. These specialized elds are intimately interrelated in terms of both the basic science and the results pursued: rigid separation does not allow us to discover several common aspects and the fundamental importance assumed in a search for solutions in the complex survey context. The objective pursued by Mario A. Gomarasca, one that is only apparently modest, is to publish an integrated text on the surveying theme, containing simple and comprehensible concepts relevant to experts in Geo-spatial Information and/or speci cally in one of the disciplines that compose it. At the same time, the book is rigorous and synthetic, describing with precision the main instruments and methods connected to the multiple techniques available today.

Logistics and Transportation

Logistics and Transportation PDF Author: Raja G. Kasilingam
Publisher: Springer Science & Business Media
ISBN: 146155277X
Category : Business & Economics
Languages : en
Pages : 310

Book Description
Logistics is a $700 billion industry in the USA and is the second largest employer of college graduates. Logistics costs account for nearly 30% of the sales dollar, and logistics activities are essential to satisfying the ever- changing customer demand in terms of variety and availability. Today the need for cutting edge, sophisticated logistics practices has never been greater. This unique text is squarely focused on the key activities within the functional areas of logistics and transportation, with emphasis placed on the quantitative treatment of the design and planning issues in logistics. In scope, Logistics and Transportation comprehensively covers almost all the elements of the supply chain. Moreover, it includes a number of topics that are generally not covered by most popular logistics texts. These include functional areas such as: vendor selection, inventory models with inventory costs, advanced transportation models, logistics metrics, and latest trends in logistics. The text is primarily designed for use in the classroom by senior undergraduate and graduate-level students. It is also a useful resource for practicing transportation and logistics professionals. Readers will appreciate the references for recommended further reading, related training aids and problem sets given at the end of each chapter, as well as the two comprehensive logistics cases presented at the end of the text.

Aircraft Maintenance and Repair Shop, Specialized Equipment

Aircraft Maintenance and Repair Shop, Specialized Equipment PDF Author: United States. Defense Logistics Agency
Publisher:
ISBN:
Category : Airplanes, Military
Languages : en
Pages : 148

Book Description


The Democratic Courthouse

The Democratic Courthouse PDF Author: Linda Mulcahy
Publisher: Routledge
ISBN: 0429558686
Category : Architecture
Languages : en
Pages : 333

Book Description
The Democratic Courthouse examines how changing understandings of the relationship between government and the governed came to be reflected in the buildings designed to house the modern legal system from the 1970s to the present day in England and Wales. The book explores the extent to which egalitarian ideals and the pursuit of new social and economic rights altered existing hierarchies and expectations about how people should interact with each other in the courthouse. Drawing on extensive public archives and private archives kept by the Ministry of Justice, but also using case studies from other jurisdictions, the book details how civil servants, judges, lawyers, architects, engineers and security experts have talked about courthouses and the people that populate them. In doing so, it uncovers a changing history of ideas about how the competing goals of transparency, majesty, participation, security, fairness and authority have been achieved, and the extent to which aspirations towards equality and participation have been realised in physical form. As this book demonstrates, the power of architecture to frame attitudes and expectations of the justice system is much more than an aesthetic or theoretical nicety. Legal subjects live in a world in which the configuration of space, the cues provided about behaviour by the built form and the way in which justice is symbolised play a crucial, but largely unacknowledged, role in creating meaning and constituting legal identities and rights to participate in the civic sphere. Key to understanding the modern-day courthouse, this book will be of interest to scholars and students in all fields of law, architecture, sociology, political science, psychology and criminology.