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이동호,최경아,Dongho Lee,Kyoungah Choi 대한원격탐사학회 2023 大韓遠隔探査學會誌 Vol.39 No.5
The utilization of crowdsourced spatial data has been actively researched; however, issues stemming from the uncertainty of data quality have been raised. In particular, when low-quality data is mixed into drone imagery datasets, it can degrade the quality of spatial information output. In order to address these problems, the study presents a methodology for automatically validating the geometric quality of crowdsourced imagery. Key quality factors such as spatial resolution, resolution variation, matching point reprojection error, and bundle adjustment results are utilized. To classify imagery suitable for spatial information generation, training and validation datasets are constructed, and machine learning is conducted using a radial basis function (RBF)-based support vector machine (SVM) model. The trained SVM model achieved a classification accuracy of 99.1%. To evaluate the effectiveness of the quality validation model, imagery sets before and after applying the model to drone imagery not used in training and validation are compared by generating orthoimages. The results confirm that the application of the quality validation model reduces various distortions that can be included in orthoimages and enhances object identifiability. The proposed quality validation methodology is expected to increase the utility of crowdsourced data in spatial information generation by automatically selecting high-quality data from the multitude of crowdsourced data with varying qualities.
무선 센서 네트워크에서의 멀티패스 기반 혼잡 제어 기법
이동호(Dongho Lee),정광수(Kwangsue Chung) 한국정보과학회 2010 정보과학회 컴퓨팅의 실제 논문지 Vol.16 No.4
무선 센서 네트워크에서는 다수의 노드에서 소수의 싱크로 수렴하는 트래픽의 특성으로 인해 네트워크의 혼잡이 빈번히 발생한다. 기존의 혼잡 제어 기법은 혼잡 발생 시 트래픽 제어를 통해 혼잡을 회피할 수 있으나 트래픽의 제어는 응용에서 요구하는 피델리티를 위반한다는 단점을 갖는다. 본 논문에서는 리소스의 제어를 통하여 혼잡을 회피하는 멀티패스 기반의 혼잡 제어 기법을 제안한다. 멀티패스 기반 혼잡제어 기법은 혼잡 발생 시 다수의 대체 경로를 통하여 트래픽을 분산시켜 전송하므로 혼잡 회피가 가능하고 네트워크 리소스의 활용도 또한 증대한다. 실험을 통해 멀티패스 기반 혼잡 제어 기법이 응용의 피델리티를 만족시키며 효과적으로 혼잡을 제어할 수 있음을 확인하였다. In wireless sensor networks, due to the many-to-one convergence of upstream traffic, congestion more probably appears. Network congestion can be alleviated by controlling incoming traffic, but using traffic control can violate fidelity level required by applications. In this paper, we propose multipath-based congestion control scheme alleviating congestion by resource control for wireless sensor networks. When congestion occurs, the multipath-based congestion control scheme distributes network traffic through multiple alternate paths, and consequently, the scheme enables to detour in the congested spot and increase resource utilization. Our results show that our multipath-based congestion control scheme can satisfy fidelity level required by applications and alleviate congestion effectively.