• Title/Summary/Keyword: 작전계획

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Proximal Policy Optimization Reinforcement Learning based Optimal Path Planning Study of Surion Agent against Enemy Air Defense Threats (근접 정책 최적화 기반의 적 대공 방어 위협하 수리온 에이전트의 최적 기동경로 도출 연구)

  • Jae-Hwan Kim;Jong-Hwan Kim
    • Journal of the Korea Society for Simulation
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    • v.33 no.2
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    • pp.37-44
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    • 2024
  • The Korean Helicopter Development Program has successfully introduced the Surion helicopter, a versatile multi-domain operational aircraft that replaces the aging UH-1 and 500MD helicopters. Specifically designed for maneuverability, the Surion plays a crucial role in low-altitude tactical maneuvers for personnel transportation and specific missions, emphasizing the helicopter's survivability. Despite the significance of its low-altitude tactical maneuver capability, there is a notable gap in research focusing on multi-mission tactical maneuvers that consider the risk factors associated with deploying the Surion in the presence of enemy air defenses. This study addresses this gap by exploring a method to enhance the Surion's low-altitude maneuvering paths, incorporating information about enemy air defenses. Leveraging the Proximal Policy Optimization (PPO) algorithm, a reinforcement learning-based approach, the research aims to optimize the helicopter's path planning. Visualized experiments were conducted using a Surion model implemented in the Unity environment and ML-Agents library. The proposed method resulted in a rapid and stable policy convergence for generating optimal maneuvering paths for the Surion. The experiments, based on two key criteria, "operation time" and "minimum damage," revealed distinct optimal paths. This divergence suggests the potential for effective tactical maneuvers in low-altitude situations, considering the risk factors associated with enemy air defenses. Importantly, the Surion's capability for remote control in all directions enhances its adaptability in complex operational environments.

UAV Path Planning for ISR Mission and Survivability (무인항공기의 생존성을 고려한 감시정찰 임무 경로 계획)

  • Bae, Min-Ji
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.7
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    • pp.211-217
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    • 2019
  • In an complicated battlefield environment, information from enemy's camp is an important factor in carrying out military operations. For obtaining this information, the number of UAVs that can be deployed to the mission without our forces' loss and at low cost is increasing. Because the mission environment has anti-aircraft weapons, mission space is needed for UAV to guarantee survivability without being killed. The concept of Configuration Space is used to define the mission space considering with range of weapons and detect range of UAV. UAV must visit whole given area to obtain the information and perform Coverage Path Planning for this. Based on threats to UAV and importance of information that will be obtained, area that UAV should visit first is defined. Grid Map is generated and mapping threat information to each grid for UAV path planning. On this study, coverage conditions and path planning procedures are presented based on the threat information on Grid Map, and mission space is expanded to improve detection efficiency. Finally, simulations are performed, and results are presented using the suggested UAV path planning method in this study.

A Study on the Operational Scheduling for ROK's Navy Ships Using NSGA-II (NSGA-II를 이용한 한국해군 함정 운용계획에 대한 연구)

  • Jung, Whan-Sik;Lee, Jae-Yeong;Lee, Yong-Dae
    • Journal of the Korea Society for Simulation
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    • v.19 no.3
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    • pp.55-62
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    • 2010
  • This paper studies the problem seeking an efficient operational scheduling for battle ships in the Republic of Korea's navy. The ships' availability means that their main systems such as weapons, navigation and propulsion are in full operational readiness. If some of the major systems are not ready, then the ships should not be available for operations. It is required to maintain a high level availability under the limited resources as it determines the strength of ROK's navy. However, it will result in inefficiencies if some ships are operated without proper maintenance only to improve their availability. Thus, this study suggests the operational scheduling for two squadron ships that considers multiple objectives such as availability, overlapping maintenance, and deviation from available ships in a particular week. We applied NSGA-II algorithm to find better solutions for more efficient scheduling. The experiment result reached an efficient solutions after 1,500 generations. Two efficient operational schedules were compared on the basis of three multiple objectives among them.

Development of Mission Analysis and Design Tool for ISR UAV Mission Planning (UAV 감시정보정찰 임무분석 및 설계 도구 개발)

  • Kim, Hongrae;Jeon, Byung-Il;Lee, Narae;Choi, Seong-Dong;Chang, Young-Keun
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.42 no.2
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    • pp.181-190
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    • 2014
  • The optimized flight path planning which is appropriate for UAV operation with high performance and multiplex sensors is required for efficient ISR missions. Furthermore, a mission visualization tool is necessary for the assessment of MoE(Measures of Effectiveness) prior to mission operation and the urgent tactical decision in peace time and wartime. A mission visualization and analysis tool was developed by combining STK and MATLAB, whose tool was used for UAV ISR mission analyses in this study. In this mission analysis tool, obstacle avoidance and FoM(Figure of Merit) analysis algorithms were applied to enable the optimized mission planning.

A Method of Generating Trafficability Analysis Map for UGV Navigation (지상무인로봇의 경로계획을 위한 가동맵 생성 방법)

  • Chang, Hye Min
    • Journal of Korean Society for Geospatial Information Science
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    • v.22 no.3
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    • pp.79-85
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    • 2014
  • For the successful operation of unmanned ground vehicles(UGVs), optimal path planning should be considered with trafficability analysis, threat analysis, and so on. From among these, trafficability analysis is immensely important for safeness of UGVs especially in the case of driving the off-road such as unpaved road, grassland, and open fields. Geographical information has a pivotal role in extracting data and measuring cost for specified regions of interest. In this paper, we review possibilities to apply Land Cover Map(LCM) as a new, fundamental source and propose a new generation method of trafficability analysis map for optimal path planning of UGV. The simulation results show that the proposed method significantly improve the previous method by applying LCM either alone or in combination with the other GIS.

Mission Task & Workload Analysis of Armed Helicopter (무장헬기 임무절차 수립 및 임무하중 분석 연구)

  • Park, Hyojin;Lee, Jinwoo;Lee, Minwoo;Park, Sang C.;Kwon, Yongjin;Lee, Jonghoon
    • Journal of the Korea Society for Simulation
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    • v.21 no.4
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    • pp.25-33
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    • 2012
  • Armed helicopter is an integral part of armed forces, which conducts vital missions, such as anti-armor attack, close air support, escorting air assault operations, and reconnaissance. A typical cockpit arrangement of armed helicopters has been a tandem configuration. This is to reduce the frontal area, which in turn increases the forward speed as well as reduces the chance of being hit by enemy fires. However, many armed helicopters in the world are now being developed as a side-by-side configuration. Such configuration is quite different from the conventional cockpit arrangement in light of the crew communications and situational awareness. Therefore, the main objective of this study is to find the optimized combination of mission tasks among pilots in a side-by-side configuration cockpit by measuring the workload using the NASA Task Load Index method. The experimental results indicate that the workload of crew members differ as disparate tasks are being performed.

Distributed Task Assignment Algorithm for SEAD Mission of Heterogeneous UAVs Based on CBBA Algorithm (CBBA 기반 SEAD 임무를 위한 이종무인기의 분산형 임무할당 알고리듬 연구)

  • Lee, Chang-Hun;Moon, Gun-Hee;Yoo, Dong-Wan;Tahk, Min-Jea;Lee, In-Seok
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.40 no.11
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    • pp.988-996
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    • 2012
  • This paper presents a distributed task assignment algorithm for the suppression of enemy air defense (SEAD) mission of heterogeneous UAVs, based on the consensus-based bundle algorithm (CBBA). SEAD mission can be modeled as a task assignment problem of multiple UAVs performing multiple air defense targets, and UAVs performing SEAD mission consist of the weasel for destruction of enemy's air defense system and the striker for the battle damage assessment (BDA) or other tasks. In this paper, a distributed task assignment algorithm considering path-planning in presence of terrain obstacle is developed for heterogeneous UAVs, and then it is applied to SEAD mission. Through numerical simulations the performance and the applicability of the proposed method are tested.

Operational Effectiveness Analysis of Field Artillery Ammunition Support Vehicle for K-55 Self-Propelled Artillery Using Simulation (시뮬레이션을 이용한 K-55자주포용 탄약운반장갑차 운용효과 분석)

  • Jung, Chi-Young;Lee, Jae-Moon;Lee, Jae-Yeong;Park, Young-Kyu
    • Journal of the Korea Society for Simulation
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    • v.20 no.3
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    • pp.11-18
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    • 2011
  • Korea army is operating K-10 FAASV (Field Artillery Ammunition Support Vehicle) for K-9 SP (Self-Propelled artillery) and examining employment of FAASV for K-55 SP. At present, the FAASV for K-55 SP has been developed as a prototype. To decide the employment of this FAASV for K-55 SP, previous research for operational effectiveness of this equipment is needed. Therefore in this paper, we presented the result of the operational effectiveness of the FAASV for K-55 SP using a wargame model, FEAM (Fire Execution Analytic Model) which is used to analyze formation, weapon system and operation in army artillery field. Based on the result of the FEAM simulation, we introduced the operational effectiveness of FAASV for K-55 SP, which is able to be applied to decide whether employ FAASV for K-55 SP or not.

Scenario-based Future Infantry Brigade Information Distribution Capability Analysis (시나리오 기반의 미래 보병여단 정보유통능력 분석 연구)

  • Junseob Kim;Sangjun Park;Yiju You;Yongchul Kim
    • Convergence Security Journal
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    • v.23 no.1
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    • pp.139-145
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    • 2023
  • The ROK Army is promoting cutting-edge, future-oriented military development such as a mobile, intelligent, and hyper-connected Army TIGER system. The future infantry brigade plans to increase mobility with squad-level tactical vehicles to enable combat in multi-domain operations and to deploy various weapon systems such as surveillance and reconnaissance drones. In addition, it will be developed into an intelligent unit that transmits and receives data collected through the weapon system through a hyper-connected network. Accordingly, the future infantry brigade will transmit and receive more data. However, the Army's tactical information communication system has limitations in operating as a tactical communication system for future units, such as low transmission speed and bandwidth and restrictions on communication support. Therefore, in this paper, the information distribution capability of the future infantry brigade is presented through the offensive operation scenario and M&S.

한국형 합동전술데이터링크 구축을 위한 Link-16 PHY/MAC 기술 분석

  • Park, Hyeong-Won;No, Hong-Jun;Im, Jae-Seong
    • Information and Communications Magazine
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    • v.26 no.3
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    • pp.60-68
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    • 2009
  • 미래의 전쟁은 적 보다 더 나은 상황인식(SA: Situation Awareness)을 통한 정보우위를 기반으로 전쟁을 수행하는 네트워크 중심전(NCW: Network Centric Warfare)으로 작전 수행 개념이 빠르게 변하고 있다. 이에 따라 네트워크 중심전을 실현하기 위한 핵심 기술인 전술데이터 링크의 중요성이 크게 부각되고 있으며, 한국군은 자주 국방을 이루기 위한 한국형 전술데이터 링크를 개발 및 구축하기 위한 계획을 진행하고 있다. 본 원고에서는 한국형 합동전술데이터링크 구축을 위해 현재 미군에서 운용하고 있는 최신 전술데이터링크 기술인 Link-16 시스템의 핵심 요소기술인 PHY계층과 MAC계층에 관하여 살펴본다. 먼저 PHY 계층의 송 수신기 구조를 분석하여 전술웨이브폼의 성능을 알아본다. 다음으로는 MAC 계층에서의 자원할당방식을 알아보고, 최근 해군에서 개발중인 Link-22 시스템의 특징을 살펴봄으로써 Link-16 MAC 계층 기술의 발전방향에 대해 살펴본다. 마지막으로 이러한 기술 분석과 함께, Link-16의 PHY 및 MAC 계층 기술들의 성능을 시뮬레이션을 통해 분석함으로써 한국형 전술데이터 링크 구축을 위해 필요한 기술요소들의 실질적인 성능에 대해 알아본다.