• Title/Summary/Keyword: Weapon Accuracy

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A study on the Generation Method of Aircraft Wing Flexure Data Using Generative Adversarial Networks (생성적 적대 신경망을 이용한 항공기 날개 플렉셔 데이터 생성 방안에 관한 연구)

  • Ryu, Kyung-Don
    • Journal of Advanced Navigation Technology
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    • v.26 no.3
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    • pp.179-184
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    • 2022
  • The accurate wing flexure model is required to improve the transfer alignment performance of guided weapon system mounted on a wing of fighter aircraft or armed helicopter. In order to solve this problem, mechanical or stochastical modeling methods have been studying, but modeling accuracy is too low to be applied to weapon systems. The deep learning techniques that have been studying recently are suitable for nonlinear. However, operating fighter aircraft for deep-learning modeling to secure a large amount of data is practically difficult. In this paper, it was used to generate amount of flexure data samples that are similar to the actual flexure data. And it was confirmed that generated data is similar to the actual data by utilizing "measures of similarity" which measures how much alike the two data objects are.

A Study on the System Requirement Development Process Improvement in Defense R&D Programs (국방 연구개발사업의 시스템 요구사항 개발 프로세스 개선)

  • Kim, Jung-Myong;Park, Young-Won
    • Journal of the Korea Institute of Military Science and Technology
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    • v.12 no.3
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    • pp.290-298
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    • 2009
  • This paper proposes a novel process which can develop the system requirements in defense R&D programs. As the weapon systems become more complicated, the success and effectiveness of R&D outcome heavily depend on the application and tailoring of systems engineering process and methods. And, the accuracy and quality of system requirements are essential prerequisite to leverage the systems engineering process. To produce the artifacts of systems engineering such as OCD, ORD, and the systems requirements, the system user can write out requirement document using the proposed implementation process and templates without expending heavy work loads.

Short-Term Load Forecasting Based on Sequential Relevance Vector Machine

  • Jang, Youngchan
    • Industrial Engineering and Management Systems
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    • v.14 no.3
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    • pp.318-324
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    • 2015
  • This paper proposes a dynamic short-term load forecasting method that utilizes a new sequential learning algorithm based on Relevance Vector Machine (RVM). The method performs general optimization of weights and hyperparameters using the current relevance vectors and newly arriving data. By doing so, the proposed algorithm is trained with the most recent data. Consequently, it extends the RVM algorithm to real-time and nonstationary learning processes. The results of application of the proposed algorithm to prediction of electrical loads indicate that its accuracy is comparable to that of existing nonparametric learning algorithms. Further, the proposed model reduces computational complexity.

An Empirical Study on Aircraft Repair Parts Prediction Model Using Machine Learning (머신러닝을 이용한 항공기 수리부속 예측 모델의 실증적 연구)

  • Lee, Chang-Ho;Kim, Woong-Yi;Choi, Youn-Chul
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.26 no.4
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    • pp.101-109
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    • 2018
  • In order to predict the future needs of the aircraft repair parts, each military group develops and applies various techniques to their characteristics. However, the aircraft and the equipped weapon systems are becoming increasingly advanced, and there is a problem in improving the hit rate by applying the existing demand prediction technique due to the change of the aircraft condition according to the long term operation of the aircraft. In this study, we propose a new prediction model based on the conventional time-series analysis technique to improve the prediction accuracy of aircraft repair parts by using machine learning model. And we show the most effective predictive method by demonstrating the change of hit rate based on actual data.

Evaluation of Tracking Performance: Focusing on Improvement of Aiming Ability for Individual Weapon (개인화기 조준 능력 향상 관점에서의 추적 기법의 성능평가)

  • Kim, Sang Hoon;Yun, Il Dong
    • Journal of Broadcast Engineering
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    • v.18 no.3
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    • pp.481-490
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    • 2013
  • In this paper, an investigation of weapon tracking performance is shown in regard to improving individual weapon performance of aiming objects. On the battlefield, a battle can last only a few hours, sometimes it can last several days until finished. In these long-lasting combats, a wide variety of factors will gradually lower the visual ability of soldiers. The experiments were focusing on enhancing the degraded aiming performance by applying visual tracking technology to roof mounted sights so as to track the movement of troops automatically. In order to select the optimal algorithm among the latest visual tracking techniques, performance of each algorithm was evaluated using the real combat images with characteristics of overlapping problems, camera's mobility, size changes, low contrast images, and illumination changes. The results show that VTD (Visual Tracking Decomposition)[2], IVT (Incremental learning for robust Visual Tracking)[7], and MIL (Multiple Instance Learning)[1] perform the best at accuracy, response speed, and total performance, respectively. The evaluation suggests that the roof mounted sights equipped with visual tracking technology are likely to improve the reduced aiming ability of forces.

An Accuracy Improvement Method on Acoustic Source Localization Using Ground Reflection Effect (지면반사효과를 이용한 폭발 소음원의 위치 추정 정밀도 향상법)

  • Go, Yeong-Ju;Choi, Donghun;Lee, Jaehyung;Choi, Jong-Soo;Ha, Jae-Hyoun;Na, Taeheum
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.26 no.1
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    • pp.69-74
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    • 2016
  • A technique for improving estimation accuracy is introduced in order to locate the impact position of artillery shell during the weapon scoring test. Study on localization of impacts using acoustic measurement has been conducted and the usability of sensor array is verified with experiments. When the blast occurs above the ground in the firing range, the acoustic sensor above the ground can measure the directly propagated sound with the ground-reflected one. In this study, a method for reducing estimation error by using the reflection signal measurements based on the time difference of arrival method. Considering the reflection sound works as same as placing a virtual sensor symmetrically through the ground. This idea enables a virtual three-dimensional array configuration with a two-dimensional plane array above the ground as such. The time difference between the direct and the reflected propagations can be estimated using cepstrum analysis. Performance test has been made in the simulation experiment in the football size area.

A Study on the Effective Scattering Center Analysis for Radar Cross Section Reduction of Complex Structures (복합구조물의 RCS 저감을 위한 효율적 산란중심 해석에 관한 연구)

  • Kim, Kook-Hyun;Kim, Jin-Hyeong;Cho, Dae-Seung
    • Journal of the Society of Naval Architects of Korea
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    • v.42 no.4 s.142
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    • pp.421-426
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    • 2005
  • Scattering center extraction schemes for radar cross section reduction of large complex targets, like warships, was developed, which are an 1-D radar image method(range profile), and a direct analysis based on an object precision method. The analysis result of partial dihedral model shows that the presented direct analysis method is more efficient than the 1-D radar image method for scattering center extraction of interested targets, in terms of radar cross section reduction design, not signal processing. In order to verify the accuracy of the direct analysis method, a scattering center analysis of an naval weapon system was carried out, and the result was coincident with that of another well-known RCS analysis program. Finally, an analysis result of RCS and its scattering center of an 120m class warship-like model presented that the direct analysis method can be an efficient and powerful tools for radar cross section reduction of large complex targets.

A Concept Study on Efficient Domestic Development of 120mm Self-propelled Mortar System (120mm 자주박격포의 효율적인 국내 연구개발 개념)

  • Kim, Seok;Kim, Ki-Hoon;Kim, Seong-Young
    • Journal of the Korea Institute of Military Science and Technology
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    • v.12 no.2
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    • pp.133-138
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    • 2009
  • A mortar system is able to be fired more rapidly and concentratedly than other field gun systems. A mortar system can be easily manufactured because of its simple structure. It has also been supporting for the fire power of infantry because it can be carried conveniently. But a mortar system has demerits that are the limited firing range, poor accuracy and uncomfortable operability. Korean army plan to be operated rapidly and enlarge battle field in the near future. So weapon systems of Korean army must have longer firing range, automatic laying function and precision firing capability. This study suggests efficient developing concept of 120mm self-propelled mortar system through surveying the technical readiness level of current R&D and manufacturing ability.

Development of radar cross section analysis system of naval ships

  • Kim, Kook-Hyun;Kim, Jin-Hyeong;Choi, Tae-Muk;Cho, Dae-Seung
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.4 no.1
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    • pp.20-32
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    • 2012
  • A software system for a complex object scattering analysis, named SYSCOS, has been developed for a systematic radar cross section (RCS) analysis and reduction design. The system is based on the high frequency analysis methods of physical optics, geometrical optics, and physical theory of diffraction, which are suitable for RCS analysis of electromagnetically large and complex targets as like naval ships. In addition, a direct scattering center analysis function has been included, which gives relatively simple and intuitive way to discriminate problem areas in design stage when comparing with conventional image-based approaches. In this paper, the theoretical background and the organization of the SYSCOS system are presented. To verify its accuracy and to demonstrate its applicability, numerical analyses for a square plate, a sphere and a cylinder, a weapon system and a virtual naval ship have been carried out, of which results have been compared with analytic solutions and those obtained by the other existing software.

A Research on the SILS System for Design and Analysis of Non-Communication Electronic Warfare Weapons based on the Engineering M&S Technique (공학급 M&S 기반 비통신 전자전무기체계 설계 분석 지원을 위한 SILS 시스템 연구)

  • Shin, Dongcho;Shin, Wookheon;Kim, Taehyun;Lee, Chiho;Jeong, Unseob
    • Journal of the Korea Institute of Military Science and Technology
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    • v.24 no.3
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    • pp.272-280
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    • 2021
  • We research and develop a SW-based virtual testing product that can be commonly used in the design/development of non-communication EW systems before the production of physical test products. Through this study, we have developed M&S technology to improve the accuracy of EW weapon system analysis/design and to verify and predict the performance of EW equipment, and to develop proven engineering module models and model base systems. It proposes a technology to build an EW M&S framework that can flexibly link/integrate various engineering/engage-level EW heterogeneous M&S systems.