Killing Me Softly Competition in Artificial Intelligence and Unmanned Aerial Vehicles
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Operationalizing Robotic and Autonomous Systems in Support of Multi-Domain Operations White Paper
Operationalizing Robotic and Autonomous Systems in Support of Multi-Domain Operations White Paper Prepared by: Army Capabilities Integration Center – Future Warfare Division 30 November 2018 Distribution Unclassified Distribution is unlimited This page intentionally left blank ii Executive Summary Robotic and Autonomous Systems (RAS) and artificial intelligence (AI) are fundamental to the future Joint Force realizing the full potential of Multi-Domain Operations (MDO 1.5). These systems, in particular AI, offer the ability to outmaneuver adversaries across domains, the electromagnetic (EM) spectrum, and the information environment. The employment of these systems during competition allows the Joint Force to understand the operational environment (OE) in real time, and thus better employ both manned and unmanned capabilities to defeat threat operations meant to destabilize a region, deter escalation of violence, and turn denied spaces into contested spaces. In the transition from competition to armed conflict, RAS and AI maneuver, fires, and intelligence, surveillance, and reconnaissance (ISR) capabilities provide the Joint Force with the ability to deny the enemy’s efforts to seize positions of advantage. Improved sustainment throughput combined with the ability to attack the enemy’s anti- access/aerial denial networks provides U.S. Forces the ability to seize positions of operational, strategic, and tactical advantage. Increased understanding through an AI-enabled joint Common Operating Picture (COP) allows U.S. Forces the ability to orchestrate multi-domain effects to create windows of advantage. Post-conflict application of RAS and AI offer increased capacity to produce sustainable outcomes and the combat power to set conditions for deterrence. Developing an operational concept for RAS allows the Army to understand better the potential impact of those technologies on the nature and character of war. -
ARCHITECTS of INTELLIGENCE for Xiaoxiao, Elaine, Colin, and Tristan ARCHITECTS of INTELLIGENCE
MARTIN FORD ARCHITECTS OF INTELLIGENCE For Xiaoxiao, Elaine, Colin, and Tristan ARCHITECTS OF INTELLIGENCE THE TRUTH ABOUT AI FROM THE PEOPLE BUILDING IT MARTIN FORD ARCHITECTS OF INTELLIGENCE Copyright © 2018 Packt Publishing All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews. Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the author, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book. Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information. Acquisition Editors: Ben Renow-Clarke Project Editor: Radhika Atitkar Content Development Editor: Alex Sorrentino Proofreader: Safis Editing Presentation Designer: Sandip Tadge Cover Designer: Clare Bowyer Production Editor: Amit Ramadas Marketing Manager: Rajveer Samra Editorial Director: Dominic Shakeshaft First published: November 2018 Production reference: 2201118 Published by Packt Publishing Ltd. Livery Place 35 Livery Street Birmingham B3 2PB, UK ISBN 978-1-78913-151-2 www.packt.com Contents Introduction ........................................................................ 1 A Brief Introduction to the Vocabulary of Artificial Intelligence .......10 How AI Systems Learn ........................................................11 Yoshua Bengio .....................................................................17 Stuart J. -
Loitering Munitions
Loitering Munitions The Soldiers’ Hand Held Cruise Missiles Jerome Bilet, PhD Loitering munitions (LMs) are low-cost guided precision munitions which can be maintained in a holding pattern in the air for a certain time and rapidly attack, land or sea, non-line-of-sight (NLOS) targets. LMs are under the control of an operator who sees a real-time image of the target and its surrounding area, giving the capacity to control the exact time, attitude and direction of the attack of a static, re-locatable or moving target, including providing a contribution to the formal target identification and confirmation process1. Whether labelled as hand held cruise missiles, pocket artillery or miniature air force, loitering munitions will be – and in some instances already are – part of the toolbox of the modern warfighter. This is a logical add-on to the way unmanned systems are becoming preponderant in contemporary warfare. There is no need to demonstrate any longer the fact that unmanned systems2 are part of the everyday life of the warfighter, whether in the air, on the ground, and above or under the water. Unmanned aerial vehicles, the well-known UAVs, represent the largest subset of the unmanned systems. A rather new subclass of UAVs are the weaponised unmanned air vehicles. Loitering munitions are part of this family. This article will focus mainly on short range man-portable loitering munitions used by small tactical units. Two main options exist to create a small weaponised UAV. The first option is to produce miniature munitions to be attached to existing standard ISR drones. -
Keeping AI Legal
Vanderbilt Journal of Entertainment & Technology Law Volume 19 Issue 1 Issue 1 - Fall 2016 Article 5 2016 Keeping AI Legal Amitai Etzioni Oren Etzioni Follow this and additional works at: https://scholarship.law.vanderbilt.edu/jetlaw Part of the Computer Law Commons, and the Science and Technology Law Commons Recommended Citation Amitai Etzioni and Oren Etzioni, Keeping AI Legal, 19 Vanderbilt Journal of Entertainment and Technology Law 133 (2020) Available at: https://scholarship.law.vanderbilt.edu/jetlaw/vol19/iss1/5 This Article is brought to you for free and open access by Scholarship@Vanderbilt Law. It has been accepted for inclusion in Vanderbilt Journal of Entertainment & Technology Law by an authorized editor of Scholarship@Vanderbilt Law. For more information, please contact [email protected]. Keeping Al Legal Amitai Etzioni* and Oren Etzioni** ABSTRACT AI programs make numerous decisions on their own, lack transparency, and may change frequently. Hence, unassisted human agents, such as auditors, accountants, inspectors, and police, cannot ensure that Al-guided instruments will abide by the law. This Article suggests that human agents need the assistance of AI oversight programs that analyze and oversee operational AI programs. This Article asks whether operationalAIprograms should be programmed to enable human users to override them; without that, such a move would undermine the legal order. This Article also points out that Al operational programs provide high surveillance capacities and, therefore, are essential for protecting individual rights in the cyber age. This Article closes by discussing the argument that Al-guided instruments, like robots, lead to endangering much more than the legal order-that they may turn on their makers, or even destroy humanity. -
AI Ignition Ignite Your AI Curiosity with Oren Etzioni AI for the Common Good
AI Ignition Ignite your AI curiosity with Oren Etzioni AI for the common good From Deloitte’s AI Institute, this is AI Ignition—a monthly chat about the human side of artificial intelligence with your host, Beena Ammanath. We will take a deep dive into the past, present, and future of AI, machine learning, neural networks, and other cutting-edge technologies. Here is your host, Beena. Beena Ammanath (Beena): Hello, my name is Beena Ammanath. I am the executive director of the Deloitte AI Institute, and today on AI Ignition we have Oren Etzioni, a professor, an entrepreneur, and the CEO of Allen Institute for AI. Oren has helped pioneer meta search, online comparison shopping, machine reading, and open information extraction. He was also named Seattle’s Geek of the Year in 2013. Welcome to the show, Oren. I am so excited to have you on our AI Ignition show today. How are you doing? Oren Etzioni (Oren): I am doing as well as anyone can be doing in these times of COVID and counting down the days till I get a vaccine. Beena: Yeah, and how have you been keeping yourself busy during the pandemic? Oren: Well, we are fortunate that AI is basically software with a little sideline into robotics, and so despite working from home, we have been able to stay productive and engaged. It’s just a little bit less fun because one of the things I like to say about AI is that it’s still 99% human intelligence, and so obviously the human interactions are stilted. -
Use of Unmanned Air, Maritime and Land Platforms by the Australian
Chapter 2 Background Introduction 2.1 This chapter will provide a background to the inquiry including the increasing use of military unmanned platforms, use of unmanned aerial vehicles (UAVs) by the United States (US), the proliferation of UAV capability and ADF use of unmanned platforms. Terminology 2.2 While popularly referred to as 'drones', unmanned platforms are an area of defence technology rich in acronyms and abbreviations. The range of terminology has been increased by a differing focus on the unmanned vehicle/unit itself and the associated systems of communication and control. In particular, the numbers and categories of UAV (also referred to as remotely piloted aircraft (RPA) or unmanned aircraft systems (UAS)) have soared in recent years. For convenience, the term 'unmanned platform' has been used in the committee's report to refer to all complex remotely operated devices and their associated communication and control systems. Unmanned platforms 2.3 Unmanned platforms often have a number of common characteristics. These include the structure of the platform itself, the external control system (such as a ground control station), the communications system which links to the control system, and the payload (which could include sensors or munitions). Automated functions are also often incorporated such as waypoint navigation via GPS. 1 Figure 2.1. Visualisation of UAV communications. 1 Extracted from Alberto Cuadra and Criag Whitlock, 'How drones are controlled', The Washington Post, 20 June 2014. 6 2.4 There are differing views on the first uses of unmanned platforms in a military context.2 Notably, in the 1950s, the Australian Government Aircraft Factory produced advanced 'target drones' (the GAF Jindivik) as part of an agreement with the United Kingdom (UK) for guided missile testing. -
The Armenians
THE ARMENIANS By C.F. DIXON-JOHNSON “Whosoever does wrong to a Christian or a Jew shall find me his accuser on the day of judgment.” (EL KORAN) Printed and Published by GEO TOULMIN & SONS, LTD. Northgate, Blackburn. 1916 Preface The following pages were first read as a paper before the “Société d’Etudes Ethnographiques.” They have since been amplified and are now being published at the request of a number of friends, who believe that the public should have an opportunity of judging whether or not “the Armenian Question” has another side than that which has been recently so assiduously promulgated throughout the Western World. Though the championship of Greek, Bulgarian and other similar “Christian, civilized methods of fighting,” as contrasted with “Moslem atrocities” in the Balkans and Asia Minor, has been so strenuously undertaken by Lord Bryce and others, the more recent developments in the Near East may perhaps already have opened the eyes of a great many thinking people to the realization that, in sacrificing the traditional friendship of the Turk to all this more or less sectarian clamor, British diplomacy has really done nothing better than to exchange the solid and advantageous reality for a most elusive and unreliable, if not positively dangerous, set of shadows. It seems illogical that the same party which recalled the officials (and among them our present War Minister) appointed by Lord Beaconsfield to assist the Turkish Government in reforming their administration and collecting the revenue in Asia Minor, and which on the advent of the Young Turks refused to lend British Administrators to whom ample and plenary powers were assured, should now, in its eagerness to vilify the Turk, lose sight of their own mistakes which have led in the main to the conditions of which it complains, and should so utterly condemn its own former policy. -
How Things Fly Presentations
1A Crawford, Jasmine I Eagle 1A Elliott, Noah C Bumble Bee 1A Patel, Kishan H Hornet 1A Sutton, Ashley K Turkey 1B Ablorh, Marcellina A Birds 1B Bailey-Simpson, Tyron D Bumble Bee 1B Butler, Vidal M Hornet 1B Castor, Carnie Wasp 1B Clark, Micaylah J Butterfly 1B Fairley, Nicholas M Duck 1B Gaymer, Nicolas Falcon 1B Gomez, Luis G Eagle 1B Haines, Tynise N Geese 1B Harden, Travis E Ostrich 1B Henry, Nigel D Turkey 1B Jenkins, Myae'h J Birds 1B Johnson, Jeremy A Bumble Bee 1B Jordan, Justin A Hornet 1B Kovach, Alecia A Wasp 1B Marshall, Allison V Butterfly 1B Marshall, Alyssa M Duck 1B McLennon, Michael K Falcon 1B Milazzo, Matthew M Eagle 1B Okwuosa, Arinze A Geese 1B Smith, Chasity R Ostrich 1B Thomas, Jada L Turkey 1B Warren, Dierra L Birds 1B Weems, Destiny K Bumble Bee 2A Anderson, Jeremiah O Birds 2A Barrett, Dakota A Bumble Bee 2A Bates, Brooklyn J Hornet 2A Blue II, Neil Wasp 2A Brock, Devin A Butterfly 2A Clark, Jasmine M Duck 2A Coleman, Arrienna D Falcon 2A Fisher, M'Kayla M Eagle 2A Harris, Johnathan L Geese 2A Heintz, Michael H Ostrich 2A Hester, Jazlyn A Turkey 2A Hobbs, Kamilah D Birds 2A Jackson, Janise N Bumble Bee 2A Jenkins II, Harrison C Hornet 2A Jones, Lance K Wasp 2A Jones, Shicorreus L Butterfly 2A Logan, Tyshawn A Duck 2A Maduchem-Izundu, KachikwuluFalcon M 2A Matthews, Zackary G Eagle 2A Nguyen, Jimmy Geese 2A Norfleet, Nyhjae Q Ostrich 2A Paragon-singh, Andrew W Turkey 2A Parrish Brown, Jordan C Birds 2A Petty, Kristina A Bumble Bee 2A Pitchford, Colin C Hornet 2A Singleton, Isaiah D Wasp 2A Tucker, Cody D Butterfly -
Oren Etzioni, Phd: CEO of Allen Institute for AI
Behind the Tech Kevin Scott Podcast EP-26: Oren Etzioni, PhD: CEO of Allen Institute for AI [MUSIC] OREN ETZIONI: Whose responsibility is it? The responsibility and liability has to ultimately rest with a person. You can’t say, “Hey, you know, look, my car ran you over, it’s an AI car, I don’t know what it did, it’s not my fault, right?” You as the driver or maybe it’s the manufacturer if there’s some malfunction, but people have to be responsible for the behavior of the machines. [MUSIC] KEVIN SCOTT: Hi, everyone. Welcome to Behind the Tech. I'm your host, Kevin Scott, Chief Technology Officer for Microsoft. In this podcast, we're going to get behind the tech. We'll talk with some of the people who have made our modern tech world possible and understand what motivated them to create what they did. So, join me to maybe learn a little bit about the history of computing and get a few behind- the-scenes insights into what's happening today. Stick around. [MUSIC] CHRISTINA WARREN: Hello, and welcome to Behind the Tech. I’m Christina Warren, senior cloud advocate at Microsoft. KEVIN SCOTT: And I’m Kevin Scott. CHRISTINA WARREN: Today on the show, our guest is Oren Etzioni. Oren is a professor, entrepreneur, and is the chief executive officer for the Allen Institute for AI. So, Kevin, I’m guessing that you guys have already crossed paths in your professional pursuits. KEVIN SCOTT: Yeah, I’ve been lucky enough to know Oren for the past several years. -
Optimal Design of Loitering Munition Trajectory In
2nd Workshop on Advanced Research and Technology in Industry Applications (WARTIA 2016) Optimal Design of Loitering Munition Trajectory in Complex Battlefield Environment Xuancen Liu1, a, Longbin Liu1, b, Min Xiang1, c, Weihua Zhang1, d 1 College of Aerospace Science and Engineering, National University of Defense Technology, Changsha, 410073, China aemail: [email protected], bemail: [email protected], cemail: [email protected], demail: [email protected] Keywords: Loitering Munition; Battlefield Environment; Launch Angle; Trajectory Optimization Abstract. Loitering munitions would quickly reach the target area in the complex battlefield environment, and perform a variety of application advantages, such as total field reconnaissance, flexible cruise monitoring, weather monitoring, the battlefield damage assessment, relay communication and target attack, which has attached the widespread attention around the world. In this paper, each functional system model of the typical loitering munitions has been established. With the fact that the loitering munitions are faced with the problem of complex terrain, its launch battlefield environment and launch strategies under different terrain is analyzed and studied. And through the wind tunnel test of aerodynamic characteristics, the dynamic model of a small loitering munition is developed. In a typical topographical environment, based on genetic algorithm, trajectory optimization for a launch loitering munition is accomplished, eschewing the battlefield obstacles, the calculation results have great significance in technical guidance to engineering practices. Introduction Loitering munition is a new concept of information weapon which is able to launch quickly and flexibly. According to the combat mission and the battlefield situation, the "cruise flight" can be realized over the target area to execute a variety of missions. -
Operational Requirements for Soldier-Robot Teaming
CAN UNCLASSIFIED Operational Requirements for Soldier-Robot Teaming Simon Banbury Kevin Heffner Hugh Liu Serge Pelletier Calian Ltd. Prepared by: Calian Ltd. 770 Palladium Drive Ottawa, Canada K2V 1C8 Contractor Document Number: DND-1144.1.1-01 PSPC Contract Number: W7719-185397/001/TOR Technical Authority: Ming Hou, DRDC – Toronto Research Centre Contractor's date of publication: August 2020 The body of this CAN UNCLASSIFIED document does not contain the required security banners according to DND security standards. However, it must be treated as CAN UNCLASSIFIED and protected appropriately based on the terms and conditions specified on the covering page. Defence Research and Development Canada Contract Report DRDC-RDDC-2020-C172 November 2020 CAN UNCLASSIFIED CAN UNCLASSIFIED IMPORTANT INFORMATIVE STATEMENTS This document was reviewed for Controlled Goods by Defence Research and Development Canada using the Schedule to the Defence Production Act. Disclaimer: This document is not published by the Editorial Office of Defence Research and Development Canada, an agency of the Department of National Defence of Canada but is to be catalogued in the Canadian Defence Information System (CANDIS), the national repository for Defence S&T documents. Her Majesty the Queen in Right of Canada (Department of National Defence) makes no representations or warranties, expressed or implied, of any kind whatsoever, and assumes no liability for the accuracy, reliability, completeness, currency or usefulness of any information, product, process or material included in this document. Nothing in this document should be interpreted as an endorsement for the specific use of any tool, technique or process examined in it. Any reliance on, or use of, any information, product, process or material included in this document is at the sole risk of the person so using it or relying on it. -
Baldfaced Hornet & Aerial Yellowjacket
Colorado Insect of Interest Baldfaced Hornet & Aerial Yellowjacket Scientific Names: Dolichovespula maculata (L.) (baldfaced hornet), D. arenaria (Fabricius) (aerial yellowjacket) Figure 1. Baldfaced hornet collecting honeydew from oak galls. Order: Hymenoptera (Bees, Wasps, Ants, Sawflies and Relatives) Family: Vespidae Identification and Descriptive Features: Adults are prominently marked with either black and white (baldfaced hornet) or black and yellow (aerial yellowjacket) markings. The general body form is elongate with the hind end terminating in a blunt point (with stinger) and they are only sparsely hairy, unlike bees. The baldfaced hornet is the larger species, typically over 15 mm in length. Size range within a colony varies with workers being smaller, usually within the range of 10-14 mm. Adults of the aerial yellowjacket are quite similar Figure 2. Aerial yellowjacket chewing on to the western yellowjacket, Vespula pensylvanica weathered wood. (Saussure), in both size and general coloration. The pattern of markings on the abdomen can be used to separate these insects (Figures 6-9). Distribution in Colorado: Both the baldfaced hornet and aerial yellowjacket normally nests in trees or large shrubs and are native to forested areas. However, with landscaping provided around residential areas these wasps may now commonly be found in most towns and cities, with the exception of some in the eastern plain communities. The aerial yellowjacket, in particular, has also adapted to nest on buildings. Life History and Habits: The baldfaced hornet and aerial yellowjacket, the two primary representatives of the genus Dolichovespula in Colorado, make large above ground carton nests of a papery material. These nests are produced annually, initiated in spring by a single overwintered queen and abandoned at the end of the season.