• Title/Summary/Keyword: Battle Experiment

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Utilization of Simulation and Machine Learning to Analyze and Predict Win Rates of the Characters Battle

  • Kang, Hyun-Syug
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.7
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    • pp.39-46
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    • 2020
  • Recently, for designing virtual characters in the battle game field effectively, some methods are very needed to predicate the win rates of the battle of them efficiently. In this paper, we propose a method to solve this problem by combining simulation and machine learning. Firstly, a simulation is used to analyze the win rates of the battle of virtual characters in the battle game. In addition, we apply a regression model based machine learning scheme to predict win rates of the battle of virtual characters according to their abilities. Our experimental results using suggested method show that it is almost no difference between the win rates of the simulation and the prediction results using the machine learning scheme. And also, we can obtain good performance in the experiment using only simple regression based machine learning model.

The DEVS Integrated Development Environment for Simulation-based Battle experimentation (시뮬레이션 기반 전투실험을 위한 DEVS 통합 개발 환경)

  • Hwang, Kun-Chul;Lee, Min-Gyu;Han, Seung-Jin;Yoon, Jae-Moon;You, Yong-Jun;Kim, Sun-Bum;Kim, Jung-Hoon;Nah, Young-In;Lee, Dong-Hoon
    • Journal of the Korea Society for Simulation
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    • v.22 no.4
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    • pp.39-47
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    • 2013
  • Simulation based Battle Experimentation is to examine the readiness for a battle using simulation technology. It heavily relies on the weapon systems modeling and simulation. To analyze the characteristics and complexity of the weapon systems in the experiment, the modeling & simulation environment has to be able to break down the system of systems into components and make the use of high fidelity components such as real hardware in simulation. In that sense, the modular and hierarchical structure of DEVS (Discrete EVent System Specification) framework provides potentials to meet the requirements of the battle experimentation environment. This paper describes the development of the DEVS integrated development environment for Simulation based Battle Experimentation. With the design principles of easy, flexible, and fast battle simulation, the newly developed battle experimentation tool mainly consists of 3 parts - model based graphical design tool for making DEVS models and linking them with external simulators easily through diagrams, the experiment plan tool for speeding up a statistic analysis, the standard components model libraries for lego-like building up a weapon system. This noble simulation environment is to provide a means to analyze complex simulation based experiments with different levels of models mixed in a simpler and more efficient way.

A Study on The Standard Process of Battle Experiment of the Maritime Weapon Systems Based on the M&S (모의실험 기반의 해양무기체계 전투실험 프로세스 표준화 방안연구)

  • Baek, Sang-Hoon;Hur, Jung-Haeng;Lee, Dong-Hoon;Choi, Bong-Wan
    • Journal of the Korea Institute of Military Science and Technology
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    • v.15 no.5
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    • pp.577-585
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    • 2012
  • Modeling & simulation-based battle experiments(BEx) is being used extensively as an efficient, scientific and rational verification methodology for maritime weapon system acquisition. However, research of definition and concept of BEx and standardized rules and process for the BEx are insufficient in recent military field of BEx. In this study, we discussed the definition and process of BEx based on the role of MND(including JCS), Navy and ADD and proposed the standardized process of BEx for maritime weapon system. Secondly suggested a evaluation methods of modeling and simulation-based BEx with MOP, MOF, MOE in linkage of engineering, engagement, mission and constructive model. Finally presented validate result that applied to the Torpedo using standardized process based on our proposed methodology.

Development of C2 Virtual Linked Simulator For Engineering and Engagement Level Battle Experimentation (공학-교전급 전투실험을 위한 C2 가상모의 연동 시뮬레이터 개발)

  • Lee, Sangtae;Lee, Seungyoung;Hwang, Kun-Chul;Kim, Saehwan;Lee, Kyuhyun
    • Journal of the Korea Society for Simulation
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    • v.22 no.4
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    • pp.11-19
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    • 2013
  • The Korean naval weapon systems, combat experiments establish the concept of Battle operations, and create the future of the new weapons system. Doctrine development and training as well as ranging from experiments for evaluate the performance of mission operations for combat experiments are used. The battle lab is effectively support tool for the Korean Naval battle experiments. The battle lab is through a dedicated testing facility and to build efficient and effective simulation-based acquisition supporting environment. In this paper, the ship / submarines C2 operations virtual simulator was developed to support the concept of Battle operations of naval combat experiments in training and tactical development. The ship C2 operations virtual simulator makes the anti-ship and anti-aircraft the engagement scenario for performed experiments using the SADM. The submarines C2 operations virtual simulator makes the anti-submarine engagement scenario for performed experiments using EAS. EAS System was created before reuse. EAS system by modifying the additional interfaces HLA-RTI has been reused. Reflected in the tactics and training after analysis of the results through the battle experiment. Also increase training fidelity through operator involvement. The anti-ship and anti-aircraft system architecture (SADM) and anti-submarine system architecture (EAS) requires unique design of system framework since two separate architectures should be integrated into a system. An C2 virtual linked architecture was used to integrate different system architecture. A C2 virtual linked software framework, designed that have integrated protocol for battle experimental linkage and battlefield visualization environment.

A Role-based Storage Encryption for the Electronic Approval System of Battle Management Systems (전장관리체계 전자결재시스템을 위한 역할기반 스토리지 암호화 기법)

  • Her, Kyoung-Soon;Lee, Soo-Jin
    • Journal of the military operations research society of Korea
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    • v.37 no.1
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    • pp.71-85
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    • 2011
  • The most important factors of Electronic approval system of battle management system are availability and reliability. Therefore, the electronic approval system uses a SAN(storage area network) to construct the reliable server and storage. In this paper, we analyze the security vulnerabilities of the SAN storage that stores the critical military information in the electronic approval system of battle management system. Based on the analysis, we verify the possibility of information leakage by the inside attackers through the scenario-based experiment. And we finally propose a new storage encryption algorithm on the basis of user's role that can prevent the leakage of information by the inside attackers.

The Battle Warship Simulation of Agent-based with Reinforcement and Evolutionary Learning (강화 및 진화 학습 기능을 갖는 에이전트 기반 함정 교전 시뮬레이션)

  • Jung, Chan-Ho;Park, Cheol-Young;Chi, Sung-Do;Kim, Jae-Ick
    • Journal of the Korea Society for Simulation
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    • v.21 no.4
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    • pp.65-73
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    • 2012
  • Due to the development of technology related to a weapon system and the info-communication, the battle system of a warship has to manage many kinds of human intervention tactics according to the complicated battlefield environment. Therefore, many kinds of studies about M&S(Modeling & Simulation) have been carried out recently. The previous M&S system based on an agent, however, has simply used non-flexible(or fixed) tactics. In this paper, we propose an agent modeling methodology which has reinforcement learning function for spontaneous(active) reaction and generation evolution learning Function using Genetic Algorithm for more proper reaction for warship battle. We experiment with virtual 1:1 warship combat simulation on the west sea so as to test validity of our proposed methodology. We consequently show the possibility of both reinforcement and evolution learning in a warship battle.

A Study on Effectiveness Analysis Methods for V-C System: Applying Effective Based Operation (EBO) Methodology (효과기반 작전 방법론을 적용한 V-C 연동체계에서 전투효과 분석방법 연구)

  • Kim, Young-In;Hong, Yoon-Gee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.3
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    • pp.1337-1345
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    • 2012
  • The principle of Effective Based Operation applied to the Korean Theater resulted in measurable effects to win the minimum battle. Based on the finding, this study recommends the effect analysis methodology under the V-C interoperability system to acquire a weapon system. This method is followed as below; to confirm the effect data on the organized weapon system, to set MOE, MOP and effect considering the purpose of the analysis, to apply the appropriate operational concept and scenario on the weapon system, and then the available C Model is after action reviewed, adjusted, and given feedback. The V-C interoperability system enables to perform the real-time combat experiment under the virtual synthesized battlefield circumstances. The defensive battle organization and displacement of the future anti-tank guided weapon system was considered in the modeling process. Scenario was written, which encompasses company-level units and the battalion-level operation. Then the available AWAM was embodied and effect-analyzed, which formed the foundation of SBA.

Design and Implementation of the Multi-resolution Interoperation Simulation using HLA/RTI (표준연동 아키텍처(HLA/RTI)기반 다해상도 연동 시뮬레이션 설계 및 구현)

  • Lee, Sangtae;Lee, Seungyoung;Hwang, Kun-Chul;Kim, Saehwan
    • Journal of the Korea Society for Simulation
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    • v.24 no.1
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    • pp.9-16
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    • 2015
  • In this paper, the multi-resolution simulation of standard linkage architecture is consists of the engineering-level (QUEST), engagement-level (SADM), the mission-level (EADSIM). It was developed the engineering-level model using battle experiment integrated development environment in the battle experimental engineering system. The engagement level model was developed using the SADM and the mission-level model was developed using EADSIM. The standard linkage architecture is designed and implemented in order to interlocking model of multiple layers. Each different simulation programs in a distributed environment was designed by HLA interface specifications for satisfying interworking. Also the integrated interoperation gateway was developed for relaying the each different simulation programs. The effective naval weapon system for measure of effectiveness develops using to improve the fidelity of the model between the various layers through multi-resolution interoperation simulation. According to the operator requirement is quickly battlefield environment can be constructed. The other simulation program that being designed through standards linkage architecture can linkage easily and efficiently.

The Study Application of Identification Based on Small Units USN(Ubiquitous Sensor Network) (소부대급 USN 기반 전장감시체계 적용 방안)

  • Kim, Do-Heon;Kim, Do-Yeob
    • Journal of the Korea Institute of Military Science and Technology
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    • v.13 no.2
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    • pp.283-295
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    • 2010
  • Although some large units, upper than division, have a identification system, most of them depend on US military. Especially, the company unit can not but execute GOP(General OutPost) guidance and battles inefficiently because they apply the method of conventional identification system. urrently, North Korea causes the high tension of peninsular by experimenting nuclear weapons and launching ICBM(Intercontinental Ballistic Missile). In addition, ROK military will reduce the number of personnel and division through reorganizing the structure into NCW (Network Centric Warfare) until 2020. These unstable situation and future tendency require the high technical identification system based on USN(Ubiquitous Sensor Network) in company unit level. his study suggests the method that the company unit apply the identification system based on USN which distinguish between friend and foe in the warfare. The identification system concludes the results through experiment of military analysis model (AWAM; Army Weapon effectiveness Analysis Model). After analyzing the experiment results, it indicates the budget requirement and operational operability of identification system. This will be able to improves battle efficiency and to prevent damages of friendly forces.

Analysis and Design of the Dual Arm Manipulator for Rescue Robot (구난 로봇용 양팔 머니퓰레이터 진동 해석 및 설계)

  • Park, Dong Il;Park, Chanhun;Kim, Doohyung;Kyung, Jinho
    • The Journal of Korea Robotics Society
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    • v.11 no.4
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    • pp.235-241
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    • 2016
  • Dual arm manipulators have been developed for the entertainment purpose such as humanoid type or the industrial application such as automatic assembly. Nowadays, there are some issues for applying the dual arm robot system into the various fields. Especially, robots can substitute human and perform the dangerous activity such as search and rescue in the battle field or disaster. In the paper, the dual arm manipulator which can be adapted to the rescue robot with the mobile platform was developed. The kinematic design was proposed for the rescue activity and the required specification was determined through the kinematic analysis and the dynamic analysis in the various conditions. The proposed dual arm manipulator was manufactured based on the vibration analysis result and its performance was proved by the experiment.