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The combination of a relatively low update rate (10 Hz) and range (4m) Hokuyo URG-04LX LIDAR and an environment that at times does not provide many features in a scan makes your scenario a difficult one. You could try if a laser_scan_matcher/gmapping combination fares better for this one.

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