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In this paper a new technique is presented for online mapping of unknown indoor environments using laser range data scans performed by a mobile robot. The developed algorithm hierarchically utilizes clustering methods to convert data points into point-clusters and eventually to line-segments. In addition to using the K-means algorithm to form appropriate point-clusters, the Rank Order Clustering (ROC)...
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