• Title/Summary/Keyword: 다중목적 적용 기법

Search Result 122, Processing Time 0.026 seconds

Land Cover Classification of the Korean Peninsula Using Linear Spectral Mixture Analysis of MODIS Multi-temporal Data (MODIS 다중시기 영상의 선형분광혼합화소분석을 이용한 한반도 토지피복분류도 구축)

  • Jeong, Seung-Gyu;Park, Chong-Hwa;Kim, Sang-Wook
    • Korean Journal of Remote Sensing
    • /
    • v.22 no.6
    • /
    • pp.553-563
    • /
    • 2006
  • This study aims to produce land-cover maps of Korean peninsula using multi-temporal MODIS (Moderate Resolution Imaging Spectroradiometer) imagery. To solve the low spatial resolution of MODIS data and enhance classification accuracy, Linear Spectral Mixture Analysis (LSMA) was employed. LSMA allowed to determine the fraction of each surface type in a pixel and develop vegetation, soil and water fraction images. To eliminate clouds, MVC (Maximum Value Composite) was utilized for vegetation fraction and MinVC (Minimum Value Composite) for soil fraction image respectively. With these images, using ISODATA unsupervised classifier, southern part of Korean peninsula was classified to low and mid level land-cover classes. The results showed that vegetation and soil fraction images reflected phenological characteristics of Korean peninsula. Paddy fields and forest could be easily detected in spring and summer data of the entire peninsula and arable land in North Korea. Secondly, in low level land-cover classification, overall accuracy was 79.94% and Kappa value was 0.70. Classification accuracy of forest (88.12%) and paddy field (85.45%) was higher than that of barren land (60.71%) and grassland (57.14%). In midlevel classification, forest class was sub-divided into deciduous and conifers and field class was sub-divided into paddy and field classes. In mid level, overall accuracy was 82.02% and Kappa value was 0.6986. Classification accuracy of deciduous (86.96%) and paddy (85.38%) were higher than that of conifers (62.50%) and field (77.08%).

Antenna Selection Scheme Using Noncoherent Receivers for Off-Body High Data Rate WBAN (신체 외부 고속 통신에서 Noncoherent 수신기 기반의 안테나 선택 기법)

  • Park, Jong-Seok;Hwang, Jae-Ho;Jang, Sung-Jeen;Kim, Jae-Moung;Lee, Hyung-Soo
    • The Journal of The Korea Institute of Intelligent Transport Systems
    • /
    • v.8 no.6
    • /
    • pp.88-97
    • /
    • 2009
  • As the development of wireless techniques, transmission technology of body area network plays an important role in realizing a welfare society by combining IT and BT when applying to vehicles. Off-body WBAN (Wireless Body Area Network) systems for video data transmission require low battery consumption and high data rate. To satisfy the requirement, UWB has been considered as a promising candidate for high rate WBAN. This paper introduces an antenna selection technique for ultra-wideband based off-body WBAN system with low complexity. In this paper, we propose an antenna selection scheme using non-coherent receiver for off-body high data rate WBAN system. The proposed receiver antenna selection method takes advantage of the characteristic of BPPM (Binary Pulse Position Modulation). With the property of BPPM, this scheme calculates the approximate SNR of the received signal with non-coherent receiver.

  • PDF

Comparison of Univariate Kriging Algorithms for GIS-based Thematic Mapping with Ground Survey Data (현장 조사 자료를 이용한 GIS 기반 주제도 작성을 위한 단변량 크리깅 기법의 비교)

  • Park, No-Wook
    • Korean Journal of Remote Sensing
    • /
    • v.25 no.4
    • /
    • pp.321-338
    • /
    • 2009
  • The objective of this paper is to compare spatial prediction capabilities of univariate kriging algorithms for generating GIS-based thematic maps from ground survey data with asymmetric distributions. Four univariate kriging algorithms including traditional ordinary kriging, three non-linear transform-based kriging algorithms such as log-normal kriging, multi-Gaussian kriging and indicator kriging are applied for spatial interpolation of geochemical As and Pb elements. Cross validation based on a leave-one-out approach is applied and then prediction errors are computed. The impact of the sampling density of the ground survey data on the prediction errors are also investigated. Through the case study, indicator kriging showed the smallest prediction errors and superior prediction capabilities of very low and very high values. Other non-linear transform based kriging algorithms yielded better prediction capabilities than traditional ordinary kriging. Log-normal kriging which has been widely applied, however, produced biased estimation results (overall, overestimation). It is expected that such quantitative comparison results would be effectively used for the selection of an optimal kriging algorithm for spatial interpolation of ground survey data with asymmetric distributions.

Region-based Building Extraction of High Resolution Satellite Images Using Color Invariant Features (색상 불변 특징을 이용한 고해상도 위성영상의 영역기반 건물 추출)

  • Ko, A-Reum;Byun, Young-Gi;Park, Woo-Jin;Kim, Yong-Il
    • Korean Journal of Remote Sensing
    • /
    • v.27 no.2
    • /
    • pp.75-87
    • /
    • 2011
  • This paper presents a method for region-based building extraction from high resolution satellite images(HRSI) using integrated information of spectral and color invariant features without user intervention such as selecting training data sets. The purpose of this study is also to evaluate the effectiveness of the proposed method by applying to IKONOS and QuickBird images. Firstly, the image is segmented by the MSRG method. The vegetation and shadow regions are automatically detected and masked to facilitate the building extraction. Secondly, the region merging is performed for the masked image, which the integrated information of the spectral and color invariant features is used. Finally, the building regions are extracted using the shape feature for the merged regions. The boundaries of the extracted buildings are simplified using the generalization techniques to improve the completeness of the building extraction. The experimental results showed more than 80% accuracy for two study areas and the visually satisfactory results obtained. In conclusion, the proposed method has shown great potential for the building extraction from HRSI.

Reviews of Bus Transit Route Network Design Problem (버스 노선망 설계 문제(BTRNDP)의 고찰)

  • Han, Jong-Hak;Lee, Seung-Jae;Lim, Seong-Su;Kim, Jong-Hyung
    • Journal of Korean Society of Transportation
    • /
    • v.23 no.3 s.81
    • /
    • pp.35-47
    • /
    • 2005
  • This paper is to review a literature concerning Bus Transit Route Network Design(BTRNDP), to describe a future study direction for a systematic application for the BTRNDP. Since a bus transit uses a fixed route, schedule, stop, therefore an approach methodology is different from that of auto network design problem. An approach methodology for BTRNDP is classified by 8 categories: manual & guideline, market analysis, system analytic model. heuristic model. hybrid model. experienced-based model. simulation-based model. mathematical optimization model. In most previous BTRNDP, objective function is to minimize user and operator costs, and constraints on the total operator cost, fleet size and service frequency are common to several previous approach. Transit trip assignment mostly use multi-path trip assignment. Since the search for optimal solution from a large search space of BTRNDP made up by all possible solutions, the mixed combinatorial problem are usually NP-hard. Therefore, previous researches for the BTRNDP use a sequential design process, which is composed of several design steps as follows: the generation of a candidate route set, the route analysis and evaluation process, the selection process of a optimal route set Future study will focus on a development of detailed OD trip table based on bus stop, systematic transit route network evaluation model. updated transit trip assignment technique and advanced solution search algorithm for BTRNDP.

Matching and Geometric Correction of Multi-Resolution Satellite SAR Images Using SURF Technique (SURF 기법을 활용한 위성 SAR 다중해상도 영상의 정합 및 기하보정)

  • Kim, Ah-Leum;Song, Jung-Hwan;Kang, Seo-Li;Lee, Woo-Kyung
    • Korean Journal of Remote Sensing
    • /
    • v.30 no.4
    • /
    • pp.431-444
    • /
    • 2014
  • As applications of spaceborne SAR imagery are extended, there are increased demands for accurate registrations for better understanding and fusion of radar images. It becomes common to adopt multi-resolution SAR images to apply for wide area reconnaissance. Geometric correction of the SAR images can be performed by using satellite orbit and attitude information. However, the inherent errors of the SAR sensor's attitude and ground geographical data tend to cause geometric errors in the produced SAR image. These errors should be corrected when the SAR images are applied for multi-temporal analysis, change detection applications and image fusion with other sensor images. The undesirable ground registration errors can be corrected with respect to the true ground control points in order to produce complete SAR products. Speeded Up Robust Feature (SURF) technique is an efficient algorithm to extract ground control points from images but is considered to be inappropriate to apply to SAR images due to high speckle noises. In this paper, an attempt is made to apply SURF algorithm to SAR images for image registration and fusion. Matched points are extracted with respect to the varying parameters of Hessian and SURF matching thresholds, and the performance is analyzed by measuring the imaging matching accuracies. A number of performance measures concerning image registration are suggested to validate the use of SURF for spaceborne SAR images. Various simulations methodologies are suggested the validate the use of SURF for the geometric correction and image registrations and it is shown that a good choice of input parameters to the SURF algorithm should be made to apply for the spaceborne SAR images of moderate resolutions.

DAD Analysis of Yongdam Dam Watershed Using the Cell-Based Automatic Rainfall Field Tracking Methods (격자기반의 자동 강우장 탐색기법을 활용한 용담댐 유역 DAD분석)

  • Song, Mi-Yeon;Jung, Kwan-Sue;Lee, Gi-Ha;Kim, Yeon-Su;Shin, Young-A
    • Journal of the Korean Association of Geographic Information Studies
    • /
    • v.17 no.3
    • /
    • pp.68-81
    • /
    • 2014
  • This study aims to apply and evaluate the automatic DAD analysis method, which is able to establish the depth-area relationship more efficiently and accurately for point-to-areal rainfall conversion. First, the proposed automatic DAD analysis method tracks the expansion route of area from the storm center, and it is divided into Box-tracking, Point-tracking, Advanced point-tracking according to tracking method. After applying the proposed methods to 10 events occurred in Yongdam-watershed area, we confirmed that the Advanced point-tracking method makes it possible to estimate the maximum average areal rainfal(MAAR) more accurately with consideration of the storm movement and the multi-centered storm. In addition, Advanced point-tracking could reduce the errors of the estimated MAAR induced by increasing the area because it can estimate MAAR for each storm center and compare them at the same time. Finally, the DAD curve for the study area could be derived based on the DAD analysis of the selected 10 events.

Artificial Neural Networks for Forecasting of Short-term River Water Quality (단기 하천수질 예측을 위한 신경망모형)

  • Kim, Man-Sik;Han, Jae-Seok
    • Journal of the Korean GEO-environmental Society
    • /
    • v.3 no.4
    • /
    • pp.11-17
    • /
    • 2002
  • The purpose of this study is the prediction of pollutant loads into Seomjin river watershed using neural networks model. The pollutant loads into river watershed depend upon the water quantity of inflow from the upstream as well as the water quality of the inflow into the river. For the estimation of pollutants into river, a neural networks model which has the features of multi-layered structure and parallel multi-connections is used. The used water quality parameters are BOD, COD and SS into Seomjin river. The results of calibration are satisfactory, and proved the availability of a proposed neural networks model to estimate short-term water quality pollutants into river system.

  • PDF

단일 밴드 중적외선 영상을 이용한 표면온도 추정 방법 연구

  • Park, Uk;Lee, Yun-Gyeong;Won, Jung-Seon;Lee, Seung-Geun;Kim, Jong-Min
    • Proceedings of the KSRS Conference
    • /
    • 2008.03a
    • /
    • pp.125-130
    • /
    • 2008
  • Mid-Infrared (MIR) 영상은 화산 활동 및 산불로 인한 재난관측, 지표물질 관측, 해수 온도 측정과 같은 분야들에서 사용되고 있다. 그러나 MIR영역은 지표의 복사율과 대기의 영향으로 인한 변화가 매우 심하고, 낮 영상의 경우 태양 복사량에 의한 영향도 고려해야 하는 어려움이 있다. 따라서 단일밴드인 MIR영상을 이용하여 표면온도를 얻기 위해서는 영상이 취득된 시간과 장소에서 관측된 태양 복사량 및 여러 가지 대기 변수가 필요하다. 본 연구의 목적은 기존의 MIR 영상 연구가 다중밴드를 기반으로 한 것과 달리 단일 밴드의 영상을 이용하여 표면온도를 측정하는데 있다. 이를 위하여 MODIS MIR 영상을 대상으로 MODTRAN을 사용하여 MIR 영역의 대기보정 기법을 적용 한 뒤 복사전달 모델을 이용하여 지표의 복사량을 측정하였다. 획득된 지표온도 영상의 정밀도를 측정하기 위해서 기존의 온도 알고리즘인 split-window algorithm에 의해 얻어진 해수온도 영상과의 비교를 통하여 오차 원인에 대해 분석을 실시하였다. 그 결과 낮 영상의 경우 -4.19${\pm}$1.19$^{\circ}C$ 정도의 온도 차가 났으며, 밤 영상의 경우 0.5$^{\pm}C$0.39$^{\circ}C$ 정도로 비교적 좋은 결과를 보였다. 이는 낮 영상의 경우 지표의 복사율에 대한 온도의 민감도가 매우 높기 때문에 높은 오차가 발생하지만, 밤 영상의 경우 태양빛에 의한 영향이 없으므로 좋은 결과를 나타내기 때문이다. 따라서 단일밴드 MIR영상을 이용한 지표온도 추정 시 대기에 의한 영향보다 지표 복사율에 의한 영향이 높다고 추정할 수 있다.

  • PDF

Energy Optimized Transmission Strategy in CDMA Reverse Link: Graph Theoretic Approach (역방향 CDMA 시스템에서 에너지 최적화된 전송기법: 그래프 이론적 접근)

  • Oh, Changyoon
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.52 no.6
    • /
    • pp.3-9
    • /
    • 2015
  • We investigate rate scheduling and power allocation problem for a delay constrained CDMA systems. Specifically, we determine an energy efficient scheduling policy, while each user maintains the short term (n time slots) average throughput. We consider a multirate CDMA system where multirate is achieved by multiple codes. Each code can be interpreted as a virtual user. The aim is to schedule the virtual users into each time slot, such that the sum of transmit energy in n time slots is minimized. We then show that the total energy minimization problem can be solved by a shortest path algorithm. We compare the performance of the optimum scheduling with that of TDMA-type scheduling.