• Title/Summary/Keyword: 자원획득

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Prediction of Blast Vibration in Quarry Using Machine Learning Models (머신러닝 모델을 이용한 석산 개발 발파진동 예측)

  • Jung, Dahee;Choi, Yosoon
    • Tunnel and Underground Space
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    • v.31 no.6
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    • pp.508-519
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    • 2021
  • In this study, a model was developed to predict the peak particle velocity (PPV) that affects people and the surrounding environment during blasting. Four machine learning models using the k-nearest neighbors (kNN), classification and regression tree (CART), support vector regression (SVR), and particle swarm optimization (PSO)-SVR algorithms were developed and compared with each other to predict the PPV. Mt. Yogmang located in Changwon-si, Gyeongsangnam-do was selected as a study area, and 1048 blasting data were acquired to train the machine learning models. The blasting data consisted of hole length, burden, spacing, maximum charge per delay, powder factor, number of holes, ratio of emulsion, monitoring distance and PPV. To evaluate the performance of the trained models, the mean absolute error (MAE), mean square error (MSE), and root mean square error (RMSE) were used. The PSO-SVR model showed superior performance with MAE, MSE and RMSE of 0.0348, 0.0021 and 0.0458, respectively. Finally, a method was proposed to predict the degree of influence on the surrounding environment using the developed machine learning models.

Numerical Study on Effect of Mesh Size on Vibration and Overpressure Propagation Induced by Underwater Blasting (수중발파로 인한 과압 및 진동 전파에서 메쉬크기의 영향에 대한 수치해석 연구)

  • Jeong, Hoyoung;Son, Hanam;Kim, Suhan;Kim, Yeolwoo
    • Tunnel and Underground Space
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    • v.31 no.6
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    • pp.578-592
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    • 2021
  • This study performed to investigate the propagation characteristics of overpressure, impulse, vibration in underwater blasting. The difference between air blasting and underwater blasting is that noise and vibration propagate through water as a medium. In some cases, the noise and vibration propagates through various media (rock, water, air, etc.). In this study, the underwater blasting was simulated using AUTODYN, and the propagation characteristics of overpressure, impulse and vibration induced by blasting were analyzed. We mainly focused on the effect of mesh size on the overpressure, impulse and peak particle velocity from the underwater blasting simulation. The numerical results indicated that the overpressure and peak particle velocity tended to decrease as the mesh size increased, while the impulse increased with the mesh size. The results also indicated that the mesh dependence varied depending on the explosive charge and scaled distance.

Effect of Induction of Electromagnetic Field by Partitioned Coils on Fracture Energy of Steel Fiber Reinforced Mortar (분할된 코일을 이용한 전자기장 유도가 강섬유보강몰탈의 파괴에너지에 미치는 영향)

  • Moon, Do-Young;Mukharromah, Nur Indah
    • Journal of the Korean Recycled Construction Resources Institute
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    • v.10 no.3
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    • pp.219-226
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    • 2022
  • In this experimental study, the effect of continuously changing the position of electromagnetic force using several coils and a relay switch on fracture energy was investigated. Normal mortar and steel slag mortar specimens in which 50 % and 100 % of sand was replaced with steel slag were cast and exposed to electromagnetic field. The electric field was induced by one coil without a relay switch as an existing method and by partitioning the coil and continuously changing the position using a relay switch. The fracture energy was calculated from the load-vertical displacement curve obtained from the experiment and compared with each other. As a result of the experiment, it was confirmed that the method of partitioning the coil and changing the position of electromagnetic force by using a relay switch is effective in increasing the fracture energy even if the same amount of power is used.

Applicability of Fomes fomentariusfor the formation of a mycelial mat (균사체 매트 제작을 위한 말굽버섯의 응용 가능성)

  • Kim, Hyun-Suk;Oh, Deuk-Sil;Jung, Young-Hyun;Shin, Hyun-Jae
    • Journal of Mushroom
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    • v.20 no.3
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    • pp.163-167
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    • 2022
  • Bio-based alternative leathers may be produced from biomass fiber, protein polymers, bacterial cellulose, and mushroom mycelia. Of these components, mushroom mycelia are of greatest interest. In this study, the potential of Fomes fomentariusas a mushroom mycelial mat was confirmed, and the optimal strain for the development of the mycelial mat was determined. Moreover, the quality of the mycelial mat was improved by identifying an efficient culture method to increase productivity. Mutant strains whose independence was verified were obtained by treatment with gamma irradiation under various conditions. Biofilm formation by the resulting strains was examined in sawdust and liquid media and the characteristics of the biofilms were analyzed. The biofilm of the mutant strains showed results that were similar to or better than the biofilms of longevity and cypress mushrooms. These findings are expected to be utilized in future research aimed at discovering new biomaterials using mushroom mycelia.

A Study on the Revision Plan of KORMARC Format for Authority Data (KORMARC 전거통제용 개정 방안에 대한 연구)

  • Lee, Eun-Ju;Lee, Mihwa
    • Journal of Korean Library and Information Science Society
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    • v.53 no.1
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    • pp.265-282
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    • 2022
  • In the library catalog, the scalability of information acquisition can be guaranteed by expressing various relationships existing between resources. Such a bibliographical relationship can be realized through the authority record. Therefore, the revision of 「KORMARC Format for Authority Data」, the national standard for authority records, is inevitably important. Therefore, for the revision of 「KORMARC Format for Authority Data」, (1) the latest international cataloging trends were analyzed, (2) the opinions of librarians were collected, (3) internal guidelines used for authority work were analyzed, and (4) latest version of MARC21 were analyzed. In addition, for the continuous revision of 「KORMARC Format for Authority Data」, the revision procedure of MARC21 was investigated to draw implications for the KORMARC revision method. Data was collected and utilized through literature reviews, MARC21 analysis, interviews with professors and librarians.

Container Vulnerability Intruder Detection Framework based on Memory Trap Technique (메모리 트랩기법을 활용한 컨테이너 취약점 침입 탐지 프레임워크)

  • Choi, Sang-Hoon;Jeon, Woo-Jin;Park, Ki-Woong
    • The Journal of Korean Institute of Next Generation Computing
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    • v.13 no.3
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    • pp.26-33
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    • 2017
  • Recently container technologies have been receiving attention for efficient use of the cloud platform. Container virtualization technology has the advantage of a highly portable, high density when compared with the existing hypervisor. Container virtualization technology, however, uses a virtualization technology at the operating system level, which is shared by a single kernel to run multiple instances. For this reason, the feature of container is that the attacker can obtain the root privilege of the host operating system internal the container. Due to the characteristics of the container, the attacker can attack the root privilege of the host operating system in the container utilizing the vulnerability of the kernel. In this paper, we propose a framework for efficiently detecting and responding to root privilege attacks of a host operating system in a container. This framework uses a memory trap technique to detect changes in a specific memory area of a container and to suspend the operation of the container when it is detected.

Propagation Characteristics of Ground Vibration Caused by Blast Hole Explosion of High Explosives in Limestone (고위력 폭약의 석회암 내 장약공 폭발에 의한 지반진동 전파특성에 관한 연구)

  • Gyeong-Gyu Kim;Chan-Hwi Shin;Han-Lim Kim;Ju-Suk Yang;Sang-Ho Bae;Kyung-Jae Yun;Sang-Ho Cho
    • Explosives and Blasting
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    • v.41 no.4
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    • pp.17-28
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    • 2023
  • Recently, the utilization of underground space for research facilities and resource development has been on the rise, expanding development from shallow to deep underground. The establishment of deep underground spaces necessitates a thorough examination of rock stability under conditions of elevated stress and temperature. In instances of greater depth, the stability is influenced not only by the geological structure and discontinuity of rock but also by the propagation of ground vibrations resulting from earthquakes and rock blasting during excavation, causing stress changes in the underground cavity and impacting rock stability. In terms of blasting engineering, empirical regression models and numerical analysis methods are used to predict ground vibration through statistical regression analysis based on measured data. In this study, single-hole blasting was conducted, and the pressure of the blast hole and observation hole and ground vibration were measured. Based on the experimental results, the blast pressure blasting vibration at a distance, and the response characteristics of the tunnel floor, side walls, and ceiling were analyzed.

A Study on UAV Tracking Method with Anti-Jamming Function for Forest Resource Management (산림자원 관리를 위한 항 재밍 기능을 보유한 무인항공기국 추적방법에 관한 연구)

  • Jin-Woo Jung;Yong-Gyu Shin
    • The Journal of the Korea institute of electronic communication sciences
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    • v.18 no.6
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    • pp.1245-1258
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    • 2023
  • To efficiently manage forest resources, it is essential to deploy multiple unmanned aerial vehicles equipped with various sensors simultaneously. Consequently, the ground control station antenna should not only maintain continuous tracking of the target station but also minimize the impact of radio interference on other unmanned aerial vehicle stations. In this paper, we presented beam forming techniques based on the VPR algorithm within a ground control station constructed using a phased array antenna system. Through simulation experiments in diverse unmanned aerial vehicle operating environments, it was demonstrated that the presented method enables not only the continuous tracking of operational unmanned aerial vehicles but also the suppression of radio interference by establishing a continuous pattern null for multiple operational radio interference sources.

Analysis of Optimal Locations for Resource-Development Plants in the Arctic Permafrost Considering Surface Displacement: A Case Study of Oil Sands Plants in the Athabasca Region, Canada (지표변위를 고려한 북극 동토 지역의 자원개발 플랜트 건설 최적 입지 분석: 캐나다 Athabasca 지역의 오일샌드 플랜트 사례 연구)

  • Taewook Kim;YoungSeok Kim;Sewon Kim;Hyangsun Han
    • The Journal of Engineering Geology
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    • v.33 no.2
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    • pp.275-291
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    • 2023
  • Global warming has made the polar regions more accessible, leading to increased demand for the construction of new resource-development plants in oil-rich permafrost regions. The selection of locations of resource-development plants in permafrost regions should consider the surface displacement resulting from thawing and freezing of the active layer of permafrost. However, few studies have considered surface displacement in the selection of optimal locations of resource-development plants in permafrost region. In this study, Analytic Hierarchy Process (AHP) analysis using a range of geospatial information variables was performed to select optimal locations for the construction of oil-sands development plants in the permafrost region of southern Athabasca, Alberta, Canada, including consideration of surface displacement. The surface displacement velocity was estimated by applying the Small BAseline Subset Interferometric Synthetic Aperture Radar technique to time-series Advanced Land Observing Satellite Phased Array L-band Synthetic Aperture Radar images acquired from February 2007 to March 2011. ERA5 reanalysis data were used to generate geospatial data for air temperature, surface temperature, and soil temperature averaged for the period 2000~2010. Geospatial data for roads and railways provided by Statistics Canada and land cover maps distributed by the North American Commission for Environmental Cooperation were also used in the AHP analysis. The suitability of sites analyzed using land cover, surface displacement, and road accessibility as the three most important geospatial factors was validated using the locations of oil-sand plants built since 2010. The sensitivity of surface displacement to the determination of location suitability was found to be very high. We confirm that surface displacement should be considered in the selection of optimal locations for the construction of new resource-development plants in permafrost regions.

Estimation of Evapotranspiration with SEBAL Model in Miho River Basin (SEBAL Model을 이용한 미호천 유역의 증발산량 추정)

  • Na, Sang-Il;Park, Jong-Hwa
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1125-1130
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    • 2009
  • 우리나라 연간 총수자원 1240억$m^3$ 가운데 42%에 해당하는 517억$m^3$는 증발산을 통해서 하늘로 올라가고 나머지 58%인 723억$m^3$는 하천으로 흘러간다(국토해양부, 2008). 이와 같이 증발산량은 지구 표면에서 대기로의 수증기 이동 현상으로 강수와 더불어 대기의 물 순환 및 수분 이동의 파악에 매우 중요한 지표로 사용되고 있다. 현재 기상청에서는 세계기상기구의 관측 기준에 따라 증발산량을 측정하고, 점추정 자료를 내삽법을 이용하여 유역면적 전체에 적용시키고 있다. 그러나 자연상태에서 증발산에 영향을 주는 요인이 매우 다양하기 때문에 점추정 자료를 통해 유역면적 전체에 대한 증발산량을 추정하는 방법은 많은 오차를 가져올 수 있다(유진웅, 2003). 이를 극복하기 위한 방법으로 RS 기법에 의한 증발산량 추정 방법과 함께 위성으로부터 획득할 수 있는 지표 및 대기 정보를 이용하여 광범위한 지역 내에서 공간적으로 불균일한 수분 분포를 추정하기 위하여 많은 알고리즘이 제안되었다. 본 연구에서는 위성영상을 이용하여 증발산량을 추정하는 모형가운데 SEBAL(Surface Energy Balance Algorithm for Land) Model을 상용소프트웨어에서 구현하고 충청북도에 위치한 미호천 유역에 대해 모형을 적용하여 증발산량을 추정하였다. 위성자료로는 2006년 9월 22일의 Landsat 5 TM 영상을 사용하였으며, DEM은 USGS DEM, 기상자료로는 청주시 기상연보를 활용하였다.

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