Author: Catherine Azzaro-Pantel
Publisher: Academic Press
ISBN: 0128111984
Category : Technology & Engineering
Languages : en
Pages : 590
Book Description
Design, Deployment and Operation of a Hydrogen Supply Chain introduces current energy system and the challenges that may hinder the large-scale adoption of hydrogen as an energy carrier. It covers the different aspects of a methodological framework for designing a HSC, including production, storage, transportation and infrastructure. Each technology's advantages and drawbacks are evaluated, including their technology readiness level (TRL). The multiple applications of hydrogen for energy are presented, including use in fuel cells, combustion engines, as an alternative to natural gas and power to gas. Through analysis and forecasting, the authors explore deployment scenarios, considering the dynamic aspect of HSCs. In addition, the book proposes methods and tools that can be selected for a multi-criteria optimal design, including performance drivers and economic, environmental and societal metrics. Due to its systems-based approach, this book is ideal for engineering professionals, researchers and graduate students in the field of energy systems, energy supply and management, process systems and even policymakers. - Explores the key drivers of hydrogen supply chain design and performance evaluation, including production and storage facilities, transportation, information, sourcing, pricing and sustainability - Presents multi-criteria tools for the optimization of hydrogen supply chains and their integration in the overall energy system - Examines the available technology, their strengths and weaknesses, and their technology readiness levels (TRL), to draw future perspectives of hydrogen markets and propose deployment scenarios - Includes international case studies of hydrogen supply chains at various scales
Hydrogen Supply Chain
Author: Catherine Azzaro-Pantel
Publisher: Academic Press
ISBN: 0128111984
Category : Technology & Engineering
Languages : en
Pages : 590
Book Description
Design, Deployment and Operation of a Hydrogen Supply Chain introduces current energy system and the challenges that may hinder the large-scale adoption of hydrogen as an energy carrier. It covers the different aspects of a methodological framework for designing a HSC, including production, storage, transportation and infrastructure. Each technology's advantages and drawbacks are evaluated, including their technology readiness level (TRL). The multiple applications of hydrogen for energy are presented, including use in fuel cells, combustion engines, as an alternative to natural gas and power to gas. Through analysis and forecasting, the authors explore deployment scenarios, considering the dynamic aspect of HSCs. In addition, the book proposes methods and tools that can be selected for a multi-criteria optimal design, including performance drivers and economic, environmental and societal metrics. Due to its systems-based approach, this book is ideal for engineering professionals, researchers and graduate students in the field of energy systems, energy supply and management, process systems and even policymakers. - Explores the key drivers of hydrogen supply chain design and performance evaluation, including production and storage facilities, transportation, information, sourcing, pricing and sustainability - Presents multi-criteria tools for the optimization of hydrogen supply chains and their integration in the overall energy system - Examines the available technology, their strengths and weaknesses, and their technology readiness levels (TRL), to draw future perspectives of hydrogen markets and propose deployment scenarios - Includes international case studies of hydrogen supply chains at various scales
Publisher: Academic Press
ISBN: 0128111984
Category : Technology & Engineering
Languages : en
Pages : 590
Book Description
Design, Deployment and Operation of a Hydrogen Supply Chain introduces current energy system and the challenges that may hinder the large-scale adoption of hydrogen as an energy carrier. It covers the different aspects of a methodological framework for designing a HSC, including production, storage, transportation and infrastructure. Each technology's advantages and drawbacks are evaluated, including their technology readiness level (TRL). The multiple applications of hydrogen for energy are presented, including use in fuel cells, combustion engines, as an alternative to natural gas and power to gas. Through analysis and forecasting, the authors explore deployment scenarios, considering the dynamic aspect of HSCs. In addition, the book proposes methods and tools that can be selected for a multi-criteria optimal design, including performance drivers and economic, environmental and societal metrics. Due to its systems-based approach, this book is ideal for engineering professionals, researchers and graduate students in the field of energy systems, energy supply and management, process systems and even policymakers. - Explores the key drivers of hydrogen supply chain design and performance evaluation, including production and storage facilities, transportation, information, sourcing, pricing and sustainability - Presents multi-criteria tools for the optimization of hydrogen supply chains and their integration in the overall energy system - Examines the available technology, their strengths and weaknesses, and their technology readiness levels (TRL), to draw future perspectives of hydrogen markets and propose deployment scenarios - Includes international case studies of hydrogen supply chains at various scales
The Hydrogen Economy
Author: National Academy of Engineering
Publisher: National Academies Press
ISBN: 0309091632
Category : Science
Languages : en
Pages : 257
Book Description
The announcement of a hydrogen fuel initiative in the President's 2003 State of the Union speech substantially increased interest in the potential for hydrogen to play a major role in the nation's long-term energy future. Prior to that event, DOE asked the National Research Council to examine key technical issues about the hydrogen economy to assist in the development of its hydrogen R&D program. Included in the assessment were the current state of technology; future cost estimates; CO2 emissions; distribution, storage, and end use considerations; and the DOE RD&D program. The report provides an assessment of hydrogen as a fuel in the nation's future energy economy and describes a number of important challenges that must be overcome if it is to make a major energy contribution. Topics covered include the hydrogen end-use technologies, transportation, hydrogen production technologies, and transition issues for hydrogen in vehicles.
Publisher: National Academies Press
ISBN: 0309091632
Category : Science
Languages : en
Pages : 257
Book Description
The announcement of a hydrogen fuel initiative in the President's 2003 State of the Union speech substantially increased interest in the potential for hydrogen to play a major role in the nation's long-term energy future. Prior to that event, DOE asked the National Research Council to examine key technical issues about the hydrogen economy to assist in the development of its hydrogen R&D program. Included in the assessment were the current state of technology; future cost estimates; CO2 emissions; distribution, storage, and end use considerations; and the DOE RD&D program. The report provides an assessment of hydrogen as a fuel in the nation's future energy economy and describes a number of important challenges that must be overcome if it is to make a major energy contribution. Topics covered include the hydrogen end-use technologies, transportation, hydrogen production technologies, and transition issues for hydrogen in vehicles.
Hydrogen Economy
Author: Antonio Scipioni
Publisher: Elsevier
ISBN: 0323995438
Category : Science
Languages : en
Pages : 662
Book Description
Hydrogen Economy: Supply Chain, Life Cycle Analysis and Energy Transition for Sustainability, Second Edition explores the challenges for the transition into a sustainable hydrogen economy. In this book, experts from various academic backgrounds discuss the tools and methodologies for the analysis, planning, design, and optimization of hydrogen supply chains. They examine the available technologies for hydrogen production, storage, transport, distribution, and energy conversion, providing a cross cutting perspective on their sustainability.This second edition of Hydrogen Economy is fully updated with new technologies and tools for design, optimization, assessment, and decision-making, and includes twelve new chapters divided into two new sections. Section III examines advanced hydrogen routines and technologies, including fuel cells and hybrid electric vehicles, new storage technologies, and biohydrogen production from waste, allowing for a more complete life cycle assessment of the entire supply chain. Section IV provides new insights into policy and future developments, discussing the role of Grey, Blue, and Green hydrogen in the energy transition, the application of hydrogen in decarbonization of heavy industry, hydrogen safety, and more, substantially broadening the scope of the 2nd Edition.Providing a broad overview of the subject and well-recognized tools to manage hydrogen sustainability, Hydrogen Economy Second Edition is an invaluable resource for engineering researchers and PhD students in energy, environmental and industrial areas, energy economy researchers, practicing hydrogen energy engineers and technicians, energy and environmental consultants, life cycle assessment practitioners and consultants. - Provides a broad perspective of the issues related to environmental, social and economic sustainability of hydrogen energy and its future perspectives - Presents the current applied research and available tools for managing and assessing hydrogen energy sustainability, such as LCA, optimization, multi-criteria decision making and supply chain optimization - Explores how experts in the field handle all issues related to the application of life cycle assessment for hydrogen production, storage, transport, distribution, safety, and end use
Publisher: Elsevier
ISBN: 0323995438
Category : Science
Languages : en
Pages : 662
Book Description
Hydrogen Economy: Supply Chain, Life Cycle Analysis and Energy Transition for Sustainability, Second Edition explores the challenges for the transition into a sustainable hydrogen economy. In this book, experts from various academic backgrounds discuss the tools and methodologies for the analysis, planning, design, and optimization of hydrogen supply chains. They examine the available technologies for hydrogen production, storage, transport, distribution, and energy conversion, providing a cross cutting perspective on their sustainability.This second edition of Hydrogen Economy is fully updated with new technologies and tools for design, optimization, assessment, and decision-making, and includes twelve new chapters divided into two new sections. Section III examines advanced hydrogen routines and technologies, including fuel cells and hybrid electric vehicles, new storage technologies, and biohydrogen production from waste, allowing for a more complete life cycle assessment of the entire supply chain. Section IV provides new insights into policy and future developments, discussing the role of Grey, Blue, and Green hydrogen in the energy transition, the application of hydrogen in decarbonization of heavy industry, hydrogen safety, and more, substantially broadening the scope of the 2nd Edition.Providing a broad overview of the subject and well-recognized tools to manage hydrogen sustainability, Hydrogen Economy Second Edition is an invaluable resource for engineering researchers and PhD students in energy, environmental and industrial areas, energy economy researchers, practicing hydrogen energy engineers and technicians, energy and environmental consultants, life cycle assessment practitioners and consultants. - Provides a broad perspective of the issues related to environmental, social and economic sustainability of hydrogen energy and its future perspectives - Presents the current applied research and available tools for managing and assessing hydrogen energy sustainability, such as LCA, optimization, multi-criteria decision making and supply chain optimization - Explores how experts in the field handle all issues related to the application of life cycle assessment for hydrogen production, storage, transport, distribution, safety, and end use
Reinventing the Energy Value Chain
Author: DAVID STEVEN. GUPTA JACOBY (ALOK RAJ.)
Publisher:
ISBN: 9781955578004
Category :
Languages : en
Pages :
Book Description
Built on the foundation laid by David Jacoby's 2012 book Optimal Supply Chain Management in Oil, Gas, and Power Generation, Reinventing the Energy Value Chain expands those concepts to address energy transformation. As the push for diversification of energy sources continues, this book takes a pragmatic view. It provides a toolbox of techniques to successfully manage the range of complex tradeoffs that are inherent in capital projects and operations & maintenance across energy technologies and apply best practice techniques to emerging energy industries - from the small to the large project, and from solar to nuclear and everything in between.The book is broken into two parts. Part one provides a conceptual framework for value chain management in the energy sector. It lays out the objectives, key business processes, and performance metrics that provide useful guideposts. It offers first principles that should guide value chain initiatives in the energy industry and explains how to organize supply chain management activities. Part two includes initial chapters on capital project and operations management and explains overall tools and techniques that are relevant to energy supply chains broadly speaking.
Publisher:
ISBN: 9781955578004
Category :
Languages : en
Pages :
Book Description
Built on the foundation laid by David Jacoby's 2012 book Optimal Supply Chain Management in Oil, Gas, and Power Generation, Reinventing the Energy Value Chain expands those concepts to address energy transformation. As the push for diversification of energy sources continues, this book takes a pragmatic view. It provides a toolbox of techniques to successfully manage the range of complex tradeoffs that are inherent in capital projects and operations & maintenance across energy technologies and apply best practice techniques to emerging energy industries - from the small to the large project, and from solar to nuclear and everything in between.The book is broken into two parts. Part one provides a conceptual framework for value chain management in the energy sector. It lays out the objectives, key business processes, and performance metrics that provide useful guideposts. It offers first principles that should guide value chain initiatives in the energy industry and explains how to organize supply chain management activities. Part two includes initial chapters on capital project and operations management and explains overall tools and techniques that are relevant to energy supply chains broadly speaking.
The Hydrogen Economy
Author: Michael Ball
Publisher: Cambridge University Press
ISBN: 1139480952
Category : Science
Languages : en
Pages : 671
Book Description
This book highlights the opportunities and the challenges of introducing hydrogen as alternative transport fuel from an economic, technical and environmental point of view. Through its multi-disciplinary approach the book provides researchers, decision makers and policy makers with a solid and wide-ranging knowledge base concerning the hydrogen economy.
Publisher: Cambridge University Press
ISBN: 1139480952
Category : Science
Languages : en
Pages : 671
Book Description
This book highlights the opportunities and the challenges of introducing hydrogen as alternative transport fuel from an economic, technical and environmental point of view. Through its multi-disciplinary approach the book provides researchers, decision makers and policy makers with a solid and wide-ranging knowledge base concerning the hydrogen economy.
Guide to Supply Chain Management
Author: David Steven Jacoby
Publisher: The Economist
ISBN: 161039514X
Category : Business & Economics
Languages : en
Pages : 279
Book Description
Globalization, technology and an increasingly competitive business environment have encouraged huge changes in what is known as supply chain management, the art of sourcing components and delivering finished goods to the customer as cost effectively and efficiently as possible. Dell transformed the way people bought and were able to customize computers. Wal-Mart and Tesco have used their huge buying power and logistical skills to ensure the supply and stock management of their stores is finely honed. Manufacturers now make sure that components are where they are needed on the production line just in time for when they are needed and no longer. Such finessing of the way the supply chain works boosts the corporate bottom line and can make the difference between being a market leader or an also ran. This guide explores all the different aspects of supply chain management and gives hundreds of real life examples of what firms have achieved in the field.
Publisher: The Economist
ISBN: 161039514X
Category : Business & Economics
Languages : en
Pages : 279
Book Description
Globalization, technology and an increasingly competitive business environment have encouraged huge changes in what is known as supply chain management, the art of sourcing components and delivering finished goods to the customer as cost effectively and efficiently as possible. Dell transformed the way people bought and were able to customize computers. Wal-Mart and Tesco have used their huge buying power and logistical skills to ensure the supply and stock management of their stores is finely honed. Manufacturers now make sure that components are where they are needed on the production line just in time for when they are needed and no longer. Such finessing of the way the supply chain works boosts the corporate bottom line and can make the difference between being a market leader or an also ran. This guide explores all the different aspects of supply chain management and gives hundreds of real life examples of what firms have achieved in the field.
New Dimensions in Production and Utilization of Hydrogen
Author: Sonil Nanda
Publisher: Elsevier
ISBN: 0128231572
Category : Technology & Engineering
Languages : en
Pages : 445
Book Description
The gradual increase of population and the consequential rise in the energy demands in the recent years have led to the overwhelming use of fossil fuels. Hydrogen has recently gained substantial interest because of its outstanding features to be used as clean energy carrier and energy vector. Moreover, hydrogen appears to be an effective alternative to tackle the issues of energy security and greenhouse gas emissions given that it is widely recognized as a clean fuel with high energy capacity. Hydrogen can be produced by various techniques such as thermochemical, hydrothermal, electrochemical, electrolytic, biological and photocatalytic methods as well as hybrid systems. New Dimensions in Production and Utilization of Hydrogen emphasizes on the research, development and innovations in the production and utilization of hydrogen in the industrial biorefining, hydrotreating and hydrogenation technologies, fuel cells, aerospace sector, pharmaceuticals, metallurgy, as well as bio-oil upgrading. Moreover, the supply chain analysis, lifecycle assessment, techno-economic analysis, as well as strengths and threats of global hydrogen market are covered in the book. This book provides many significant insights and scientific findings of key technologies for hydrogen production, storage and emerging applications. The book serves as a reference material for chemical and biochemical engineers, mechanical engineers, physicists, chemists, biologists, biomedical scientists and scholars working in the field of sustainable energy and materials. - Discusses the efficient usage of hydrogen as standalone fuel or feedstock in downstream processing - Outlines key technologies for hydrogen production and their emerging applications - Includes innovative approaches to the research and applications of hydrogen, including hydrotreating technologies, fuel cell vehicles and green fuel synthesis, the aerospace sector, pharmaceuticals, carbon dioxide hydrogenation, and bio-oils upgrading - Serves as a reference for chemical, biochemical, and mechanical engineers, physicists, chemists, biologists, and biomedical scientists working in sustainable energy and materials
Publisher: Elsevier
ISBN: 0128231572
Category : Technology & Engineering
Languages : en
Pages : 445
Book Description
The gradual increase of population and the consequential rise in the energy demands in the recent years have led to the overwhelming use of fossil fuels. Hydrogen has recently gained substantial interest because of its outstanding features to be used as clean energy carrier and energy vector. Moreover, hydrogen appears to be an effective alternative to tackle the issues of energy security and greenhouse gas emissions given that it is widely recognized as a clean fuel with high energy capacity. Hydrogen can be produced by various techniques such as thermochemical, hydrothermal, electrochemical, electrolytic, biological and photocatalytic methods as well as hybrid systems. New Dimensions in Production and Utilization of Hydrogen emphasizes on the research, development and innovations in the production and utilization of hydrogen in the industrial biorefining, hydrotreating and hydrogenation technologies, fuel cells, aerospace sector, pharmaceuticals, metallurgy, as well as bio-oil upgrading. Moreover, the supply chain analysis, lifecycle assessment, techno-economic analysis, as well as strengths and threats of global hydrogen market are covered in the book. This book provides many significant insights and scientific findings of key technologies for hydrogen production, storage and emerging applications. The book serves as a reference material for chemical and biochemical engineers, mechanical engineers, physicists, chemists, biologists, biomedical scientists and scholars working in the field of sustainable energy and materials. - Discusses the efficient usage of hydrogen as standalone fuel or feedstock in downstream processing - Outlines key technologies for hydrogen production and their emerging applications - Includes innovative approaches to the research and applications of hydrogen, including hydrotreating technologies, fuel cell vehicles and green fuel synthesis, the aerospace sector, pharmaceuticals, carbon dioxide hydrogenation, and bio-oils upgrading - Serves as a reference for chemical, biochemical, and mechanical engineers, physicists, chemists, biologists, and biomedical scientists working in sustainable energy and materials
Hydrogen Infrastructure for Energy Applications
Author: Hanane Dagdougui
Publisher: Academic Press
ISBN: 0128120355
Category : Technology & Engineering
Languages : en
Pages : 166
Book Description
Hydrogen Infrastructure for Energy Applications: Production, Storage, Distribution and Safety examines methodologies, new models and innovative strategies for the optimization and optimal control of the hydrogen logistic chain, with particular focus on a network of integrated facilities, sources of production, storage systems, infrastructures and the delivery process to the end users through hydrogen refueling stations. The book discusses the main motivations and criteria behind the adoption of hydrogen as an energy carrier or future fuel alternative. It presents current research in hydrogen production processes, especially from renewable energy sources, as well as storage and distribution. The book also reviews methods to model hydrogen demand uncertainties and challenges for the design of the future hydrogen supply chain. The authors go on to explore the network planning of hydrogen infrastructures, the safety and risk issues in hydrogen logistics and their future expectations. Energy engineering professionals, researchers and graduate students will find this a helpful resource to understand the methodologies used to assess the feasibility for developing hydrogen supply chains, hydrogen infrastructure and safety practices. Energy analysts and government agents can benefit from the book's detailed discussion of hydrogen energy applicability. - Describes in detail the current state of the available approaches for the planning and modeling of the hydrogen infrastructure - Discusses safety issues related to hydrogen in different components of its logistic chain and the methodological approach to evaluate risks that results from hydrogen accidents, including a mathematical model to assess the hazard and consequences of an accident scenario of hydrogen in pipelines - Proposes a decision support system for hydrogen energy exploitation, focusing on some specific planning aspects, such as selection of locations with high hydrogen production, based mainly on the use of solar and wind energies - Presents a short-term scenario of hydrogen distribution for automotive use, with a concrete, detailed, operative plan for a network of refueling service stations for the hydrogen economy
Publisher: Academic Press
ISBN: 0128120355
Category : Technology & Engineering
Languages : en
Pages : 166
Book Description
Hydrogen Infrastructure for Energy Applications: Production, Storage, Distribution and Safety examines methodologies, new models and innovative strategies for the optimization and optimal control of the hydrogen logistic chain, with particular focus on a network of integrated facilities, sources of production, storage systems, infrastructures and the delivery process to the end users through hydrogen refueling stations. The book discusses the main motivations and criteria behind the adoption of hydrogen as an energy carrier or future fuel alternative. It presents current research in hydrogen production processes, especially from renewable energy sources, as well as storage and distribution. The book also reviews methods to model hydrogen demand uncertainties and challenges for the design of the future hydrogen supply chain. The authors go on to explore the network planning of hydrogen infrastructures, the safety and risk issues in hydrogen logistics and their future expectations. Energy engineering professionals, researchers and graduate students will find this a helpful resource to understand the methodologies used to assess the feasibility for developing hydrogen supply chains, hydrogen infrastructure and safety practices. Energy analysts and government agents can benefit from the book's detailed discussion of hydrogen energy applicability. - Describes in detail the current state of the available approaches for the planning and modeling of the hydrogen infrastructure - Discusses safety issues related to hydrogen in different components of its logistic chain and the methodological approach to evaluate risks that results from hydrogen accidents, including a mathematical model to assess the hazard and consequences of an accident scenario of hydrogen in pipelines - Proposes a decision support system for hydrogen energy exploitation, focusing on some specific planning aspects, such as selection of locations with high hydrogen production, based mainly on the use of solar and wind energies - Presents a short-term scenario of hydrogen distribution for automotive use, with a concrete, detailed, operative plan for a network of refueling service stations for the hydrogen economy
Hydrogen Production Technologies
Author: Mehmet Sankir
Publisher: John Wiley & Sons
ISBN: 1119283655
Category : Science
Languages : en
Pages : 653
Book Description
Provides a comprehensive practical review of the new technologies used to obtain hydrogen more efficiently via catalytic, electrochemical, bio- and photohydrogen production. Hydrogen has been gaining more attention in both transportation and stationary power applications. Fuel cell-powered cars are on the roads and the automotive industry is demanding feasible and efficient technologies to produce hydrogen. The principles and methods described herein lead to reasonable mitigation of the great majority of problems associated with hydrogen production technologies. The chapters in this book are written by distinguished authors who have extensive experience in their fields, and readers will have a chance to compare the fundamental production techniques and learn about the pros and cons of these technologies. The book is organized into three parts. Part I shows the catalytic and electrochemical principles involved in hydrogen production technologies. Part II addresses hydrogen production from electrochemically active bacteria (EAB) by decomposing organic compound into hydrogen in microbial electrolysis cells (MECs). The final part of the book is concerned with photohydrogen generation. Recent developments in the area of semiconductor-based nanomaterials, specifically semiconductor oxides, nitrides and metal free semiconductor-based nanomaterials for photocatalytic hydrogen production are extensively discussed.
Publisher: John Wiley & Sons
ISBN: 1119283655
Category : Science
Languages : en
Pages : 653
Book Description
Provides a comprehensive practical review of the new technologies used to obtain hydrogen more efficiently via catalytic, electrochemical, bio- and photohydrogen production. Hydrogen has been gaining more attention in both transportation and stationary power applications. Fuel cell-powered cars are on the roads and the automotive industry is demanding feasible and efficient technologies to produce hydrogen. The principles and methods described herein lead to reasonable mitigation of the great majority of problems associated with hydrogen production technologies. The chapters in this book are written by distinguished authors who have extensive experience in their fields, and readers will have a chance to compare the fundamental production techniques and learn about the pros and cons of these technologies. The book is organized into three parts. Part I shows the catalytic and electrochemical principles involved in hydrogen production technologies. Part II addresses hydrogen production from electrochemically active bacteria (EAB) by decomposing organic compound into hydrogen in microbial electrolysis cells (MECs). The final part of the book is concerned with photohydrogen generation. Recent developments in the area of semiconductor-based nanomaterials, specifically semiconductor oxides, nitrides and metal free semiconductor-based nanomaterials for photocatalytic hydrogen production are extensively discussed.
Computational Logistics
Author: Martijn Mes
Publisher: Springer Nature
ISBN: 3030876721
Category : Computers
Languages : en
Pages : 667
Book Description
This book constitutes the refereed proceedings of the 12th International Conference on Computational Logistics, ICCL 2021, held in September 2021. Due to COVID-19 pandemic the conference was held virtually. The 42 full papers were carefully reviewed and selected from 111 submissions. They detail the interface of complex logistics systems and advanced computational methods from the fields of operations research, business analytics, and artificial intelligence. The papers are organized in topical sections named maritime and port logistics; supply chain and production management; urban transport and collaborative logistics; routing, dispatching, and scheduling; air logistics and multi-modal transport.
Publisher: Springer Nature
ISBN: 3030876721
Category : Computers
Languages : en
Pages : 667
Book Description
This book constitutes the refereed proceedings of the 12th International Conference on Computational Logistics, ICCL 2021, held in September 2021. Due to COVID-19 pandemic the conference was held virtually. The 42 full papers were carefully reviewed and selected from 111 submissions. They detail the interface of complex logistics systems and advanced computational methods from the fields of operations research, business analytics, and artificial intelligence. The papers are organized in topical sections named maritime and port logistics; supply chain and production management; urban transport and collaborative logistics; routing, dispatching, and scheduling; air logistics and multi-modal transport.