Machine learning and data analytics can be used to inform technical, commercial and financial decisions in the maritime industry. Applications of Machine Learning and Data Analytics Models in Maritime Transportation explores the fundamental principles of analysing maritime transportation related practical problems using data-driven models, with a particular focus on machine learning and operations research models. Data-enabled methodologies, technologies, and applications in maritime transportation are clearly and concisely explained, and case studies of typical maritime challenges and solutions are also included. The authors begin with an introduction to maritime transportation, followed by chapters providing an overview of ship inspection by port state control, and the principles of data driven models. Further chapters cover linear regression models, Bayesian networks, support vector machines, artificial neural networks, tree-based models, association rule learning, cluster analysis, classic and emerging approaches to solving practical problems in maritime transport, incorporating shipping domain knowledge into data-driven models, explanation of black-box machine learning models in maritime transport, linear optimization, advanced linear optimization, and integer optimization. A concluding chapter provides an overview of coverage and explores future possibilities in the field. The book will be especially useful to researchers and professionals with expertise in maritime research who wish to learn how to apply data analytics and machine learning to their fields.

The Model Regulations cover the classification of dangerous goods and their listing, the use, construction, testing and approval of packagings and portable tanks, and the consignment procedures (marking, labelling, placarding and documentation). They aim at ensuring a high level of safety by preventing accidents to persons and property and damage to the environment during transport and, providing at the same time, a uniform regulatory framework which can be applied worldwide for national or international transport by any model

Decision-makers within the mobility, transport and logistics sector need to account for a wide range of conflicting information from actors with varied backgrounds and interests. This book presents Multi Actor Multi Criteria Analysis (MAMCA) developed by Professor Cathy Macharis, designed to involve and empower stakeholders within these sectors at all stages of the decision-making process. This comprehensive work draws on 15 years of research, during which MAMCA has been deployed to support sustainable decisions within the transport and mobility sectors. Contrary to traditional approaches in the area, the MAMCA methodology pushes stakeholder perspectives to the forefront of analysis using a co-construction approach, making the methodology unique within the group-decision making literature. Based on a strong record of both theoretical and real-life applications in the context of mobility, transport and logistics, this book provides decision-makers, managers and practitioners with the tools to use, understand and replicate the MAMCA methodology. Contributors include: S. Balm, S. Basbas, G. Baudry, E. Chojnacka, K. De Brucker, M. Dean, D. Gorecka, R. Hickman, C. Macharis, D. Meers, H.B. Rai, A. Roukouni, G. te Boveldt, T. van Lier, K. Van Raemdonck, T. Vallee

This groundbreaking book offers a critical and wide-ranging assessment of the global air transport liberalization process over the past 40 years. This compilation of world experts on air transport economics, policy, and regulation is timely and significant, considering that air transport is currently facing a series of new challenges due to technological changes, the emergence of new markets, and increased security concerns. The book initially explores liberalization within various geographical markets such as the United States, Australia, Ireland, the European Union, China, India, Latin America, and Africa. It expands upon this by addressing the main concerns that were initially leveled against air transport liberalization, including those involving safety, social services, market concentration, and the domination of hub airports as well as market instability. This analysis of air transport and its regulation will be of interest to aviation professionals, regulators, researchers, and students who are taking courses in air transport, economic regulation, and contemporary transport history.

This book uses the powerful lens of accessibility analysis to answer questions in spatial development, travel behavior, facilities planning, locational efficiency, metropolitan resilience, and more. Its pragmatic and empirical approach - and its bringing together of leading accessibility scholars into a single volume - make it an invaluable reference for scholars and policymakers in the areas of transportation, land use, and public-service provision.' - Jonathan Levine, University of Michigan, US'Efficiency and equity are key issues in accessibility studies. Infrastructure investment should be as economically efficient as possible while ensuring a basic level of accessibility for all social groups and territories. This book is set within the complex relationship between efficiency and equity, providing a number of contributions that reveal the importance of accessibility on regional growth, access to services, house prices, modal choice and transport policies. The authors of these chapters are leading researchers in different disciplines making high level contributions in the field of accessibility. Without a doubt, this book will be very attractive for readers interested in accessibility and transportation.' - Javier Gutierrez, Universidad Complutense de Madrid, Spain Leading researchers from around the world show, in this volume, the importance of accessibility in contemporary issues such as rural depopulation, investments in public services and public transport, and transport infrastructure investments in Europe. The trade-offs between accessibility, economic development and equity are comprehensively examined, and a variety of approaches to measuring accessibility and equality presented. The book's interdisciplinary contributions also provide different geographical contexts, from the US to various European and developing countries, and cover ex ante and ex post evaluation of transport investment. Improving transport accessibility is a main objective in transport policy and planning in developed and developing countries all over the world. Investment is motivated by the need to develop and/or reduce spatial or social inequalities. However, the economic and equity implications of investments in transport are not straightforward. The concepts of accessibility and equity can be defined and operationalized in many different ways, influencing outcomes and conclusions. Moreover, equity and efficiency goals are often conflicting. Accessibility models not only help to explain spatial and transport patterns in developed and developing countries but are also powerful tools to explain the equity and efficiency impacts of urban and transport policies and projects. This state-of-the-art overview of the accessibility-economic efficiency-equity relationship will appeal to researchers as well as transport and urban planners interested in accessibility issues and transport/regional developments. Contributors: P.R. Anciaes, B. Buttner, K. Button, Z. Chen, P. Christidis, H. Demirel, T.P. Dentinho, J. Evans, K.T. Geurs, M. Kompil, K.J. Krizek, L. La Paix, D. Levinson, E. Lopez, D.P. McArthur, P. Mogush, A. Monzon, R. Neiva, E. Ortega, L. Osland, C. Pakissi, R. Patuelli, B.A. Portnov, I. Thorsen, J. Uboe, G. Wulfhorst

Maritime Transport and Regional Sustainability is a critical examination on how the maritime transport sector helps regions to achieve their sustainability goals, especially focusing on the challenges posed by climate change. This book analyzes maritime transport from multiple perspectives, establishing a strong theoretical framework drawn on evidence from both the developed and emerging economies across the globe. It identifies commonalities that contribute to a coherent transportregion relationship, including how maritime operations, planning, and management impact regional governance. Tracing the vital threads linking transport to its regional surroundings, Maritime Transport and Regional Sustainability analyses the major issues and challenges that maritime transport researchers, planners, and policymakers are facing.

Providing a collection of research works on the continuing requirement for better urban transport systems, this volume consists of papers presented at the 24th International Conference on Urban Transport and the Environment. The need for better urban transport systems and for a healthier environment has resulted in a wide range of research originating from many different countries. These studies highlight the importance of innovative systems, new approaches and original ideas, which need to be thoroughly tested and critically evaluated before they can be implemented in practice. Moreover, there is a growing need for integration with telecommunications systems and IT applications in order to improve safety, security and efficiency. This book also addresses the need to solve important pollution problems associated with urban transport in order to achieve a healthier environment. The variety of topics covered in this volume reflects the complex interaction of the urban transport systems with their environment and the need to establish integrated strategies. The aim is to arrive at optimal socio-economic solutions while reducing the negative environmental impacts of current transportation systems. Moreover, there is a growing need for integration with telecommunications systems and IT applications in order to improve safety, security and efficiency. This book also addresses the need to solve important pollution problems associated with urban transport in order to achieve a healthier environment. The variety of topics covered in this volume reflects the complex interaction of the urban transport systems with their environment and the need to establish integrated strategies. The aim is to arrive at optimal socio-economic solutions while reducing the negative environmental impacts of current transportation systems.

Air Route Networks through Complex Networks Theory connects theory research with network connectivity analysis, providing practitioners with the tools they need to develop more efficient, resilient and profitable air route networks. The book helps airline route planners and executives create more robust route networks that are less vulnerable to disruptions, such as node isolation. The book further explores errors and attacks in complex networks, strategies for detecting critical nodes and cascading failure models to assess and maximize robustness. The book explains how to measure air route network connectivity with complex network representations. Air transport is among the most dynamic and toughest competition industries in today's global economy. The quality of air route network design is a key strategic factor in an airline's viability. These robust networks provide for more stable and secure carrier operations vs. those based simply on existing supply and demand volumes. Node-specific and network-specific representations are covered, along with in-depth coverage of connectivity in special and temporal networks. These collective tools serve as a guide for practitioners seeking to apply complex network theory to the airline industry.