Exploring the Feasibility and Utility of Machine Learning-Assisted Command and Control

Exploring the Feasibility and Utility of Machine Learning-Assisted Command and Control PDF Author: Matthew Walsh
Publisher:
ISBN: 9781977407108
Category : Business & Economics
Languages : en
Pages : 0

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Book Description
This volume serves as the technical analysis to a report concerning the potential for artificial intelligence systems to assist in Air Force command and control (C2). The authors present their analysis of the problem characteristics and solution capabilities described in Volume 1. They provide details about the expert panel used to gather data and three technical case studies that demonstrate a wide range of solutions to various C2 problems.

Exploring the Feasibility and Utility of Machine Learning-Assisted Command and Control

Exploring the Feasibility and Utility of Machine Learning-Assisted Command and Control PDF Author: Matthew Walsh
Publisher:
ISBN: 9781977407108
Category : Business & Economics
Languages : en
Pages : 0

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Book Description
This volume serves as the technical analysis to a report concerning the potential for artificial intelligence systems to assist in Air Force command and control (C2). The authors present their analysis of the problem characteristics and solution capabilities described in Volume 1. They provide details about the expert panel used to gather data and three technical case studies that demonstrate a wide range of solutions to various C2 problems.

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control: Findings and recommendations

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control: Findings and recommendations PDF Author: Matthew Walsh
Publisher:
ISBN: 9781977407092
Category : Business & Economics
Languages : en
Pages : 90

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Book Description
This report describes the potential for artificial intelligence (AI) systems to assist in Air Force command and control (C2). The authors develop a framework and metrics for assessing the suitability of a given AI system for a given C2 problem.

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control PDF Author: Matthew Walsh
Publisher:
ISBN:
Category : Artificial intelligence
Languages : en
Pages : 98

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Book Description
This volume serves as the technical analysis to a report concerning the potential for artificial intelligence (AI) systems to assist in Air Force command and control (C2) from a technical perspective. The authors detail the taxonomy of ten C2 problem characteristics. They present the results of a structured interview protocol that enabled scoring of problem characteristics for C2 processes with subject-matter experts (SMEs). Using the problem taxonomy and the structured interview protocol, they analyzed ten games and ten C2 processes. To demonstrate the problem taxonomy and the structured interview protocol for a C2 problem, they then applied them to sensor management as performed by an air battle manager. The authors then turn to eight AI system solution capabilities. As for the C2 problem characteristics, they created a structured protocol to enable valid and reliable scoring of solution capabilities for a given AI system. Using the solution taxonomy and the structured interview protocol, they analyzed ten AI systems. The authors present additional details about the design, implementation, and results of the expert panel that was used to determine which of the eight solution capabilities are needed to address each of the ten problem characteristics. Finally, they present three technical case studies that demonstrate a wide range of computational, AI, and human solutions to various C2 problems.

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control

Exploring the Feasibility and Utility of Machine Learning-assisted Command and Control PDF Author: Matthew Walsh
Publisher:
ISBN:
Category : Artificial intelligence
Languages : en
Pages : 74

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Book Description
This report concerns the potential for artificial intelligence (AI) systems to assist in Air Force command and control (C2) from a technical perspective. The authors present an analytical framework for assessing the suitability of a given AI system for a given C2 problem. The purpose of the framework is to identify AI systems that address the distinct needs of different C2 problems and to identify the technical gaps that remain. Although the authors focus on C2, the analytical framework applies to other warfighting functions and services as well. The goal of C2 is to enable what is operationally possible by planning, synchronizing, and integrating forces in time and purpose. The authors first present a taxonomy of problem characteristics and apply them to numerous games and C2 processes. Recent commercial applications of AI systems underscore that AI offers real-world value and can function successfully as components of larger human-machine teams. The authors outline a taxonomy of solution capabilities and apply them to numerous AI systems. While primarily focusing on determining alignment between AI systems and C2 processes, the report's analysis of C2 processes is also informative with respect to pervasive technological capabilities that will be required of Department of Defense (DoD) AI systems. Finally, the authors develop metrics-based on measures of performance, effectiveness, and suitability-that can be used to evaluate AI systems, once implemented, and to demonstrate and socialize their utility.

ICCWS 2022 17th International Conference on Cyber Warfare and Security

ICCWS 2022 17th International Conference on Cyber Warfare and Security PDF Author:
Publisher: Academic Conferences and Publishing Limited
ISBN: 1914587278
Category : History
Languages : en
Pages :

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Book Description


Man-Machine-Environment System Engineering

Man-Machine-Environment System Engineering PDF Author: Shengzhao Long
Publisher: Springer Nature
ISBN: 9819948827
Category : Technology & Engineering
Languages : en
Pages : 711

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Book Description
Man-Machine-Environment System Engineering: Proceedings of the 23rd Conference on MMESE are an academic showcase of the best papers selected from more than 500 submissions, introducing readers to the top research topics and the latest developmental trends in the theory and application of MMESE. This proceedings are interdisciplinary studies on the concepts and methods of physiology, psychology, system engineering, computer science, environment science, management, education, and other related disciplines. Researchers and professionals who study an interdisciplinary subject crossing above disciplines or researchers on MMESE subject will be mainly benefited from this proceedings. MMESE primarily focuses on the relationship between Man, Machine and Environment, studying the optimum combination of man-machine-environment systems. In this system, “Man” refers to working people as the subject in the workplace (e.g. operators, decision-makers); “Machine” is the general name for any object controlled by Man (including tools, machinery, computers, systems and technologies), and “Environment” describes the specific working conditions under which Man and Machine interact (e.g. temperature, noise, vibration, hazardous gases etc.). The three goals of optimization of the man-machine-environment systems are to ensure safety, efficiency and economy. The integrated and advanced science research topic Man-Machine-Environment System Engineering (MMESE) was first established in China by Professor Shengzhao Long in 1981, with direct support from one of the greatest modern Chinese scientists, Xuesen Qian. In a letter to Shengzhao Long from October 22nd, 1993, Xuesen Qian wrote: “You have created a very important modern science and technology in China!”

Technology Innovation and the Future of Air Force Intelligence Analysis

Technology Innovation and the Future of Air Force Intelligence Analysis PDF Author: LANCE. METHE
Publisher:
ISBN: 9781977406316
Category :
Languages : en
Pages : 46

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Book Description
There is growing demand for the Air Force Distributed Common Ground System (AF DCGS) to analyze sensor data. The authors assessed how new tools and technologies, including artificial intelligence and machine learning (AI/ML), can help meet these demands. The authors assessed AF DCGS tools and processes, surveyed the state of the art in AI/ML methods, and examined best practices to encourage innovation and to incorporate new tools.

Artificial Intelligence and Games

Artificial Intelligence and Games PDF Author: Georgios N. Yannakakis
Publisher: Springer
ISBN: 3319635190
Category : Computers
Languages : en
Pages : 350

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Book Description
This is the first textbook dedicated to explaining how artificial intelligence (AI) techniques can be used in and for games. After introductory chapters that explain the background and key techniques in AI and games, the authors explain how to use AI to play games, to generate content for games and to model players. The book will be suitable for undergraduate and graduate courses in games, artificial intelligence, design, human-computer interaction, and computational intelligence, and also for self-study by industrial game developers and practitioners. The authors have developed a website (http://www.gameaibook.org) that complements the material covered in the book with up-to-date exercises, lecture slides and reading.

Machine Learning

Machine Learning PDF Author: R.S. Michalski
Publisher: Springer Science & Business Media
ISBN: 366212405X
Category : Computers
Languages : en
Pages : 564

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Book Description
The ability to learn is one of the most fundamental attributes of intelligent behavior. Consequently, progress in the theory and computer modeling of learn ing processes is of great significance to fields concerned with understanding in telligence. Such fields include cognitive science, artificial intelligence, infor mation science, pattern recognition, psychology, education, epistemology, philosophy, and related disciplines. The recent observance of the silver anniversary of artificial intelligence has been heralded by a surge of interest in machine learning-both in building models of human learning and in understanding how machines might be endowed with the ability to learn. This renewed interest has spawned many new research projects and resulted in an increase in related scientific activities. In the summer of 1980, the First Machine Learning Workshop was held at Carnegie-Mellon University in Pittsburgh. In the same year, three consecutive issues of the Inter national Journal of Policy Analysis and Information Systems were specially devoted to machine learning (No. 2, 3 and 4, 1980). In the spring of 1981, a special issue of the SIGART Newsletter No. 76 reviewed current research projects in the field. . This book contains tutorial overviews and research papers representative of contemporary trends in the area of machine learning as viewed from an artificial intelligence perspective. As the first available text on this subject, it is intended to fulfill several needs.

The World Wide Military Command and Control System evolution and effectiveness

The World Wide Military Command and Control System evolution and effectiveness PDF Author: David Eric Pearson
Publisher: DIANE Publishing
ISBN: 1428990860
Category :
Languages : en
Pages : 389

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Book Description
Perhaps the best single way to summarize it is to view the book as a bureaucratic or organizational history. What the author does is to take three distinct historical themes-organization, technology, and ideology and examine how each contributed to the development of WWMCCS and its ability (and frequent inability) to satisfy the demands of national leadership. Whereas earlier works were primarily descriptive, cataloguing the command and control assets then in place or under development, The book offers more analysis by focusing on the issue of how and why WWMCCS developed the way it did. While at first glance less provocative, this approach is potentially more useful for defense decision makers dealing with complex human and technological systems in the post-cold-war era. It also makes for a better story and, I trust, a more interesting read. By necessity, this work is selective. The elements of WWMCCS are so numerous, and the parameters of the system potentially so expansive, that a full treatment is impossible within the compass of a single volume. Indeed, a full treatment of even a single WWMCCS asset or subsystem-the Defense Satellite Communications System, Extremely Low Frequency Communications, the National Military Command System, to name but a few-could itself constitute a substantial work. In its broadest conceptualization, WWMCCS is the world, and my approach has been to deal with the head of the octopus rather than its myriad tentacles.