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Full-Text Articles in Transportation and Mobility Management

Advancing Blood Production And Distribution: Leveraging Ai In The Expeditionary Care Environment, Andrew Hall, Michael Carrillo, Garrion Jackson, Jennifer Hall, Ryan Comes Sep 2026

Advancing Blood Production And Distribution: Leveraging Ai In The Expeditionary Care Environment, Andrew Hall, Michael Carrillo, Garrion Jackson, Jennifer Hall, Ryan Comes

Joint Force Quarterly

It is a whole of government effort to ensure there is sufficient blood supply during times of crisis and conflict. The interagency is responsible for the blood production, delivery and ultimately utilizes blood across the world to treat hemorrhaging patients. Blood is an individually donated resource that saves lives in the expeditionary environment. The ideal blood supply chain maximizes production, utilization, and remaining shelf life of blood products where it is needed across the world. Optimized production and delivery of blood maximizes lifesaving while minimizing wastage. The advancement in artificial intelligence represents an opportunity to apply technology to this critical …


A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines Feb 2026

A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines

Dissertations

Artificial Intelligence (AI) is transforming Supply Chain Management (SCM), yet many organizations struggle to assess their readiness for AI adoption and to understand how AI capabilities develop across maturity stages. This dissertation addresses this gap by developing a Capability Maturity Model (CMM) for AI integration in SCM, grounded in Organizational Information Processing Theory (OIPT), the Resource-Based View, and related capability frameworks. The model provides a structured approach for evaluating an organization's information-processing requirements, resource configurations, and alignment needed for effective AI-enabled supply chain operations.

Using a design science research approach, the AI-SCM CMM and its associated assessment instrument were derived …


Wings Of Perception: Investigating Customer Sentiments In Indian Aviation Sector, Yashodhan Karulkar, Kaiwan Vaghchhipawala, Aditya Trivedi, Anushree Talekar Jan 2026

Wings Of Perception: Investigating Customer Sentiments In Indian Aviation Sector, Yashodhan Karulkar, Kaiwan Vaghchhipawala, Aditya Trivedi, Anushree Talekar

Journal of International Technology and Information Management

India's aviation sector, a key contributor to the nation's economy, has experienced rapid growth, supporting nearly 7.5 million jobs and contributing approximately $30 billion annually to the GDP (Gross Domestic Product). The growth, driven by increased demand for air travel and government incentives, has resulted in more competition among carriers. In the competitive market, it is necessary to understand customer preferences to enhance the quality of service and maintain a competitive edge. The dissemination of customer opinions on social media and review platforms offers airlines the opportunity to access passenger views. However, extracting useful information from this unstructured data is …


Conditions Of The Enterprise Energy Management And Energy Transformation – A Risk Management Perspective, Waldemar Kozioł Dec 2025

Conditions Of The Enterprise Energy Management And Energy Transformation – A Risk Management Perspective, Waldemar Kozioł

Studia i Materiały Wydział Zarządzania Uniwersytet Warszawski

Purpose: The main purpose of the article is to initially indicate the role of risk management and the main areas of risk analysis in the energy transformation process as an element of systemic energy management at the enterprise level.

Methodology: The basic method is literature studies on energy management, risk management and economic transformation processes, supplemented by unstructured interviews with managers from energy, transport, automotive and chemical industries conducted during advisory activities.

Results: Based on literature studies and interviews conducted as part of ongoing research and consulting projects, it can be tentatively indicated that the most important …


Enabling Coercive Drivers With Green Supply Chain Management Practices To Gain Performance Nexus Through External Collaboration And Monitoring, Aamir Rashid, Rizwana Rasheed Oct 2025

Enabling Coercive Drivers With Green Supply Chain Management Practices To Gain Performance Nexus Through External Collaboration And Monitoring, Aamir Rashid, Rizwana Rasheed

Publications and Research

Businesses primarily provide products or services, expand operations, and generate profits. However, they frequently disregard the environmental and economic consequences of their actions as they strive for profitability and growth. Consequently, the main objective of this research was to examine the impact of a multifaceted supply chain function on performance. Data were collected from 415 respondents employed in various manufacturing companies within a developing economy. The hypotheses were evaluated using Structural Equation Modeling (SEM) through Smart PLS. The findings discovered that ten of the thirteen hypotheses tested were supported, while three were not. Coercive drivers were observed to significantly influence …


Passenger Delight In Liminal Spaces: Uncovering The Dynamics Of Airport Airside F&B, Thorsten Merkle, Sushanta Das Oct 2025

Passenger Delight In Liminal Spaces: Uncovering The Dynamics Of Airport Airside F&B, Thorsten Merkle, Sushanta Das

ICHRIE Research Reports

The airport airside environment is a unique and highly consequential setting for consumer behavior, where passengers’ food and beverage (F&B) decisions are shaped by time pressure, emotional states, and spatial constraints. This study empirically validates two complementary frameworks - the CX Delightors Framework and the Airport Airside Consumption Model - in the U.S. context to deepen understanding of passenger behavior in this liminal space. Using survey data from 1,374 passengers across three major U.S. hub airports (DEN, PHX, SLC), we conducted principal component analyses to refine the original nine CX Delightors attributes into five robust dimensions: Hospitality & Ambiance, Value …


Acceptability Of The Proposed Congestion Charging System In The Central Business District Of Baguio City, Philippines, Ericka Renee A. Lanigt, Sandra S. Samantela, Ma. Catriona E. Devanadera, Casper Boongaling Agaton Jun 2025

Acceptability Of The Proposed Congestion Charging System In The Central Business District Of Baguio City, Philippines, Ericka Renee A. Lanigt, Sandra S. Samantela, Ma. Catriona E. Devanadera, Casper Boongaling Agaton

CSID Journal of Infrastructure Development

The City Government of Baguio is proposing a congestion charging system in the Central Business District (CBD) to address the ongoing issue of traffic congestion in the city. Although it is an effective tool, low public acceptability hinders its implementation. This study aims to assess Baguio City residents' acceptability regarding the CBD's congestion charging system. Specifically, it seeks to (1) identify the factors that influence residents’ acceptability of the proposed system, (2) evaluate whether there is a significant difference in acceptability across different road users (private vehicles, public transportation, cycling, and walking), and (3) provide recommendations for transportation policy planning …


Jeepney Modernization Program: Agencies And Constraints Of Informal Transport Sector In Cebu City, Philippines, Katrina Lerma A. Rapada, Herald Shalom R. Vallente, Giena Marie U. Canoy May 2025

Jeepney Modernization Program: Agencies And Constraints Of Informal Transport Sector In Cebu City, Philippines, Katrina Lerma A. Rapada, Herald Shalom R. Vallente, Giena Marie U. Canoy

Journal of Global Awareness

In the quest to provide a better public transportation system in the Philippines, the government has implemented Department Order 2017-011, the major basis for the Public Utility Vehicle Modernization Program, which requires single jeepney operators to join transport cooperatives and limits jeepneys not older than 15 years to operate. However, up to the present, this policy initiative has yet to improve Cebu City's public transport system significantly, and it has already created various forms of exclusion. Anchored on Mayer’s (2014) theory on the problems of collective action and Mosca’s (1939) elite theory, this study assesses the collective agencies of jeepney …


Digital Transformation In Indonesia Healthcare Systems Towards Intelligent Accountability: A Critical Discourse Analysis, Ghina Fitri Ariesta Susilo May 2025

Digital Transformation In Indonesia Healthcare Systems Towards Intelligent Accountability: A Critical Discourse Analysis, Ghina Fitri Ariesta Susilo

Journal of Global Awareness

This research studied the digital transformation implemented in the Ministry of Health in Indonesia. It happened after the COVID-19 outbreak forced the government to act more rapidly to provide real-time information. To date, the digital transformation initiative in the Ministry of Health Indonesia aims to reach more intelligent accountability by establishing a Digital Transformation Office (DTO). This study used critical discourse analysis to study how the discourse of technology became a government tool, particularly using social media accounts created by DTO. The result shows that DTO’s work and progress since its establishment from the perspective of social media discourse aim …


Notes From The Editor, Jay Nathan May 2025

Notes From The Editor, Jay Nathan

Journal of Global Awareness

No abstract provided.


Enhancing Customer Experiences In Airline Code Sharing: Understanding Impact, Expectations, And Strategies For Improvement, Rosa Morales Apr 2025

Enhancing Customer Experiences In Airline Code Sharing: Understanding Impact, Expectations, And Strategies For Improvement, Rosa Morales

Presentations - 2025

This research project aimed to explore the impact of airline code-sharing on customer satisfaction and identify potential strategies for improving these services. Code-sharing, where multiple airlines share the same flight, has become a common practice in the aviation industry, especially among major alliances like Star Alliance, OneWorld, and SkyTeam. However, the effectiveness of these arrangements in enhancing customer experiences remains a topic of interest. Our study involved surveying 169 participants to gather insights into their familiarity with code-sharing, satisfaction levels, and preferences for potential improvements.


Combating Forced Labor In Global Supply Chains Through Modern Technology: A Case Study Of Uyghurs In Xinjiang, Samuel Donohue Apr 2025

Combating Forced Labor In Global Supply Chains Through Modern Technology: A Case Study Of Uyghurs In Xinjiang, Samuel Donohue

Senior Theses

This thesis examines how modern traceability technologies can help combat forced labor in global supply chains, focusing on the case of Uyghur workers in Xinjiang, China. The research addresses the pressing challenge of verifying ethical labor practices in complex, multi-tiered supply networks, using the case study alongside an extensive literature review. It evaluates advanced technological solutions, including blockchain ledgers, isotope analysis, radio-frequency identification (RFID) tagging, and microbiome tracing as tools to improve supply chain transparency. Through qualitative case analysis and analysis of current research, the thesis assesses each technology’s capability to trace product origins and authenticate labor conditions. The findings …


Airport Electrification: Funding, Microgrids, And Sustainability, Irene A. Miller, Amy Rutledge Jan 2025

Airport Electrification: Funding, Microgrids, And Sustainability, Irene A. Miller, Amy Rutledge

Journal of Aviation Technology and Engineering

The demand for air travel is increasing, and although the aviation industry only accounts for 2% to 3% of global emissions, it is a challenging industry to decarbonize (Ritchie, 2023). To assist with decreasing greenhouse gas emissions, US airports are transitioning to electric vehicles and electricpowered ground support equipment to reduce the environmental impact on the communities they serve. The Federal Aviation Administration provides grant incentives for airports to purchase zero-emissions vehicles, with the intention to reduce pollution in the communities they serve. Currently, many airports do not have the power generation capability or electrical infrastructure required to support the …


Assessing The Readiness And Awareness Of Key Stakeholders In The Egyptian Maritime Industry To Implement Smart Green Port Practices: A Case Study Of Alexandria Port, Mohamed Elhussieny, Ahmed El Kassar, Kareem Tonbol Jan 2025

Assessing The Readiness And Awareness Of Key Stakeholders In The Egyptian Maritime Industry To Implement Smart Green Port Practices: A Case Study Of Alexandria Port, Mohamed Elhussieny, Ahmed El Kassar, Kareem Tonbol

Blue Economy

This study explores the readiness and preparedness of the major stakeholders within the Egyptian maritime sector towards the adoption of smart green port practices, with particular consideration given to Alexandria Port. With growing environmental threats, the need to support sustainable maritime operations is high. The study evaluates the current state of the ecosystem at Alexandria Port and benchmark it against international standards to highlight the critical gaps that should be covered for the effective execution of smart green port approaches. The results indicate that, although stakeholders have basic knowledge of sustainability issues, large perceived barriers, particularly regarding resource availability, limited …


The Economic And Environmental Impact Of Shinkansen And High-Speed Rail Infrastructure: A Comparative Analysis Of Economic Growth And Carbon Emissions Reduction, Dillan R. Victory Jan 2025

The Economic And Environmental Impact Of Shinkansen And High-Speed Rail Infrastructure: A Comparative Analysis Of Economic Growth And Carbon Emissions Reduction, Dillan R. Victory

SPARK Symposium Presentations

The development of Japan's high-speed rail system, the Shinkansen, has played a pivotal role in the country's post-war economic resurgence. Introduced in 1964 with the Tokaidō Shinkansen, this transformative infrastructure investment significantly reduced travel times, bolstered economic activity around station hubs, and facilitated regional development by enabling urban decentralization. This paper explores the long-term economic benefits of high-speed rail, including its impact on land value, business expansion, and carbon emissions. The case study of the Linear Chuo Shinkansen, Japan's latest maglev project, underscores both the economic promise and the political resistance to expansion, particularly in regions such as Shizuoka.

Using …


Addressing Transportation Equity For Local Populations Using Emerging Technologies, Marcus Peoples Aug 2024

Addressing Transportation Equity For Local Populations Using Emerging Technologies, Marcus Peoples

Theses & Dissertations

ADDRESSING TRANSPORTATION EQUITY FOR LOCAL POPULATIONS

USING EMERGING TECHNOLOGIES

By

Marcus Peoples Jr

This qualitative study examines the persistent issue of transportation inequity in the United States, focusing on its impact on marginalized and underserved populations. The study employs a generic qualitative inquiry from Social Justice Theory to investigate how senior public transportation decision-makers perceive and address institutional barriers, technological opportunities, and strategic improvements in transportation equity. The study underscores the pressing need to address the intricate interplay of socioeconomic conditions, racial and ethnic diversity, and varying levels of urbanization that contribute to transportation inequity. Historical and contemporary factors, such …


A Comparative Study Of Local And Global Construction Materials Sourcing Strategies For Road Projects In Nigeria, Araoye Olarinkoye Ajiboye, Micaiah Zhitsu Silas, Chinedu Chimdi Adindu, Elijah Aina Alhassan, Stephen Sunday Kolo Jun 2024

A Comparative Study Of Local And Global Construction Materials Sourcing Strategies For Road Projects In Nigeria, Araoye Olarinkoye Ajiboye, Micaiah Zhitsu Silas, Chinedu Chimdi Adindu, Elijah Aina Alhassan, Stephen Sunday Kolo

CSID Journal of Infrastructure Development

This study is a comparative analysis of local and global sourcing strategies to determine the impact of strategic material sourcing on road construction project performance. The study aimed to evaluate the effects of material-sourcing strategies on the performance of road construction companies in Nigeria. A mixed-methods approach was used, incorporating both qualitative and quantitative research. Data collection involved sampling techniques using structured questionnaires and oral interviews. Regression analysis evaluated the relationship between strategic material sourcing and road construction performance. The results revealed that 87.5% of the materials used by road construction companies in the study areas were sourced from the …


The Charge Forward: An Assessment Of Electric Vehicle Charging Infrastructure In New York City, Christopher S. Cali Feb 2024

The Charge Forward: An Assessment Of Electric Vehicle Charging Infrastructure In New York City, Christopher S. Cali

Dissertations, Theses, and Capstone Projects

The federal and local New York City (NYC) governments are actively promoting Electric Vehicles (EVs). This capstone project assesses the state of EV charging infrastructure in NYC and its readiness for EV growth. NYC faces unique challenges due to its dense population and limited space for infrastructure. There's a significant disparity between the number of gas pumps and fast EV chargers in the city, with only 170 Level 3/DC (Direct Current) Fast Chargers publicly available. These Level 3 chargers are most important because they can charge an EV in 15 minutes; Level 2 chargers, also considered in the analysis, take …


Containerization Of Seafarers In The International Shipping Industry: Contemporary Seamanship, Maritime Social Infrastructures, And Mobility Politics Of Global Logistics, Liang Wu Feb 2024

Containerization Of Seafarers In The International Shipping Industry: Contemporary Seamanship, Maritime Social Infrastructures, And Mobility Politics Of Global Logistics, Liang Wu

Dissertations, Theses, and Capstone Projects

This dissertation discusses the mobility politics of container shipping and argues that technological development, political-economic order, and social infrastructure co-produce one another. Containerization, the use of standardized containers to carry cargo across modes of transportation that is said to have revolutionized and globalized international trade since the late 1950s, has served to expand and extend the power of international coalitions of states and corporations to control the movements of commodities (shipments) and labor (seafarers). The advent and development of containerization was driven by a sociotechnical imaginary and international social contract of seamless shipping and cargo flows. In practice, this liberal, …


The Electric Vehicle Supply Chain Ecosystem: Changing Roles Of Automotive Suppliers, Sandeep Jagani, Erika Marsillac, Paul Hong Jan 2024

The Electric Vehicle Supply Chain Ecosystem: Changing Roles Of Automotive Suppliers, Sandeep Jagani, Erika Marsillac, Paul Hong

Information Technology & Decision Sciences Faculty Publications

The automotive industry is evolving due to the increasing adoption of Electric Vehicles (EVs). This transition has impacted automotive vehicles and led to profound changes in the supply chain ecosystem. Through a comprehensive review of the available literature and industry reports, this research investigates the automotive industry’s transition towards EVs and subsequent supply chain transformation, focusing on the changing roles of automotive suppliers. In this paper, we assess these transformations from economic, environmental, and strategic viewpoints. We examine the impact of these changes on supplier relationships, supplier OEM collaboration, and new entrants’ potential for disruption, as well as propose strategies …


Advanced Air Mobility, Economic Impacts, And Equity Considerations, Robert M. Mcnab Jan 2024

Advanced Air Mobility, Economic Impacts, And Equity Considerations, Robert M. Mcnab

Economics Faculty Publications

Advanced Air Mobility (AAM) may, in the coming decades, result in tens of thousands of new jobs and billions of dollars in additional economic activity. While much of the discussion surrounding AAM focuses on the technical aspects of the nascent industry, estimates of the potential economic impact vary significantly. Much less attention has been paid in the literature to potential externalities, positive and negative, and how these externalities may impact estimates of economic impact. We argue that much work remains to be done before policy advisors and decisions makers can formulate and implement strategies based on the projections of future …


How Does Digitalisation Transform Business Models In Ropax Ports? A Multi-Site Study Of Port Authorities, Yiran Chen, Anastasia Tsvetkova, Kristel Edelman, Irina Wahlström, Marikka Heikkila, Magnus Hellström Jan 2024

How Does Digitalisation Transform Business Models In Ropax Ports? A Multi-Site Study Of Port Authorities, Yiran Chen, Anastasia Tsvetkova, Kristel Edelman, Irina Wahlström, Marikka Heikkila, Magnus Hellström

Journal of International Technology and Information Management

This article investigates the relationship between digitalisation and business model changes in RoPax ports. The study is based on six RoPax ports in Northern Europe, examining their digitalisation efforts and the resulting changes in their business models, leading to further digital transformation. The paper offers insights by reviewing relevant literature on digitalisation’s role in business model innovation and its application in ports. The findings reveal that digitalisation supports relevant business model changes concerning port operation integration within logistics chains, communication, documentation flow, and cargo flow optimisation. However, exploring digitalisation’s potential for diversifying value propositions is still limited. Most digitalisation efforts …


Reducing Food Scarcity: The Benefits Of Urban Farming, S.A. Claudell, Emilio Mejia Dec 2023

Reducing Food Scarcity: The Benefits Of Urban Farming, S.A. Claudell, Emilio Mejia

Journal of Nonprofit Innovation

Urban farming can enhance the lives of communities and help reduce food scarcity. This paper presents a conceptual prototype of an efficient urban farming community that can be scaled for a single apartment building or an entire community across all global geoeconomics regions, including densely populated cities and rural, developing towns and communities. When deployed in coordination with smart crop choices, local farm support, and efficient transportation then the result isn’t just sustainability, but also increasing fresh produce accessibility, optimizing nutritional value, eliminating the use of ‘forever chemicals’, reducing transportation costs, and fostering global environmental benefits.

Imagine Doris, who is …


Union Pacific Strategic Audit, Maureen O'Hara Apr 2023

Union Pacific Strategic Audit, Maureen O'Hara

Honors Program: Senior Projects (Public)

Union Pacific is the largest domestic railroad in the United States, responsible for nearly all of the rail-based shipping in the 23 states making up the Western two-thirds of the country. The company provides a crucial link in the global supply chain. By utilizing internal and external analysis tools, this report seeks to understand how Union Pacific’s business model and strategies have led them to create and sustain competitive advantages against other big competitors in the transportation industry. The analysis utilizes tools such as PESTLE, Porter’s Five Forces, and SWOT analyses. Following the application of the analysis, strategic recommendations are …


Integrated Dynamic Airline Route And Schedule Optimization, Bayan Begaliyeva Jan 2023

Integrated Dynamic Airline Route And Schedule Optimization, Bayan Begaliyeva

Student Works

By harnessing real-time and historical data in conjunction with advanced AI technologies, this project revolutionizes route and schedule planning, leading to enhanced efficiency, cost reduction, and an improved passenger experience.


Asia Pacific Perspectives Vol. 18 No 1. 2023, University Of San Francisco Jan 2023

Asia Pacific Perspectives Vol. 18 No 1. 2023, University Of San Francisco

Asia Pacific Perspectives

Contents:

Articles

Urban Youth on the Margins: Inequality in China’s Sent Down Youth Movement by Sanjiao Tang

Chinese Firms in the Belt and Road Initiative: A Cross-Sectoral Study of BRI Activities in Kenya by Yabo Wu

Book Review

W. Puck Brecher. Animal Care in Japanese Tradition: A Short History by James Stone Lunde



Urban Expansion Of Energiewende In Germany: A Systematic Bibliometric Analysis And Literature Study, Peter Yang Dec 2022

Urban Expansion Of Energiewende In Germany: A Systematic Bibliometric Analysis And Literature Study, Peter Yang

Faculty Scholarship

Background: Despite Germany’s world leadership of Energiewende, there have been mounting challenges, such as the slowdown of German renewable energy growth since 2017, when the Merkel administration dramatically changed the German renewable energy promotion policy from feed-in tariffs to competitive auctions. These challenges pose important research questions about whether and how an emerging urban expansion of Energiewende can serve as a vital solution to counteract the challenges to the energy transition. Answering these research questions provides a unique opportunity to explore the academic and historic foundations of the energy transition and its urban expansion, the emerging events that exemplify urban …


An Assessment Of Requirements In Investments, New Technologies, And Infrastructures To Achieve The Sdgs, Peter Yang Jul 2022

An Assessment Of Requirements In Investments, New Technologies, And Infrastructures To Achieve The Sdgs, Peter Yang

Faculty Scholarship

Background: The implementation of the Sustainable Development Goals (SDGs) requires much planning and the provision of resources, especially regarding the necessary investments, technologies and infrastructures needed. Yet, it is presently unclear how available these elements are, what gaps exist, what changes have taken place in terms of their availability since the adoption of the SDGs and what their requirements will be in the future. The knowledge gap has become even more concerning because of the impact of the COVID-19 pandemic. Using a bibliometric analysis, an assessment of the global progress of SDG implementation and requirements, identifying challenges through the development …


Economic Growth, Energy Consumption, And Carbon Dioxide Emissions In The E7 Countries: A Bootstrap Ardl Bound Test, Teng Tong, Jaime Ortiz, Chuanhua Xu, Fangjhy Li Apr 2020

Economic Growth, Energy Consumption, And Carbon Dioxide Emissions In The E7 Countries: A Bootstrap Ardl Bound Test, Teng Tong, Jaime Ortiz, Chuanhua Xu, Fangjhy Li

International Business and Entrepreneurship Faculty Publications

Background

International awareness of the impact of global warming and climate change is increasing. Developing countries face the task of achieving sustainable economic growth while also improving the efficiency of their energy consumption. The E7 countries (Brazil, India, Indonesia, Mexico, People’s Republic of China, Russia, and Turkey) are all highly concerned with the promotion of carbon-emission-reduction strategies.

Methods

This research uses a bootstrap autoregressive distributed lag (ARDL) bound test with structural breaks to examine the cointegration and causality relations between economic growth, energy consumption, and carbon dioxide (CO2) emissions in the E7 countries.

Results

There is no cointegration between economic …


The Potential Costs To The Dod Of Not Preparing For The Nextgen Nas Overhaul: Lessons Learned From Rvsm, Casey Richardson Jan 2013

The Potential Costs To The Dod Of Not Preparing For The Nextgen Nas Overhaul: Lessons Learned From Rvsm, Casey Richardson

Graduate Student Works

In order to facilitate a significant overhaul of the civilian National Airspace System (NAS), the Federal Aviation Administration (FAA) has partnered with many federal agencies, such as the departments of Transportation (DOT), Defense (DoD), Homeland Security (DHS), and Commerce (DOC) and the National Aeronautics & Space Administration (NASA) through a consolidated Joint Planning and Development Office (JPDO) that was established by Congress in 2003 in the VISION 100 – Century of Aviation Reauthorization Act (JPDO, 2012). The JPDO has proposed replacing the old NAS structure of primarily ground-based navigation with robust satellite-enabled air traffic procedures and to supplement ground-based air …