Digital Surface Model, Minnesota (2006-2012)

This page last updated: 06/29/2015
Metadata created using Minnesota Geographic Metadata Guidelines


Go to Section:
1. Overview
2. Data Quality
3. Data Organization
4. Coordinate System
5. Attributes
6. Distribution - Get Data
7. Metadata Reference

Section 1 Overview
Originator Brink, Christopher; Gosack, Ben;Kne, Len; Luo, Yuanyuan; Martin, Christopher; McDonald, Molly; Moore, Michael; Munsch, Andrew; Palka, Stephen; Piernot, Devon;Thiede, Dan; Xie, Yiquan; Walz, Andrew
Title Digital Surface Model, Minnesota (2006-2012)
Abstract A 1m resolution digital surface model that was generated from raw LiDAR data.
Purpose To enable statewide analysis of solar insolation.
Time Period of Content Date 2012
Currentness Reference See map included as "lidar_collection_projects_dates.pdf" with dates of data collection and areas covered. Also, the included shapefile "lidar_collection_projects_dates_shapefile.zip" includes links to project specific metadata records.

Red River Basin: 2008-2009
South Dakota: Fall 2010
MN River Basin: Spring 2010
Blue Earth County: Spring 2012
Southeast: Fall 2008
Rice: 2007
McLeod 2007
Metro: Spring and Fall 2011
Stearns: 2006
Crow Wing: 2008
Central Lakes: Spring 2012
Arrowhead: Spring 2011
Pine: 2006
Chisago: 2007
Wright: 2008
Progress Complete
Maintenance and Update Frequency None Planned
Spatial Extent of Data Minnesota
Bounding Coordinates -97.5
-89
49.5
43
Place Keywords Minnesota
Theme Keywords Solar Resource
Theme Keyword Thesaurus None
Access Constraints None
Use Constraints This data is provided "as is". Exact accuracy of the data depends on the accuracy of the input lidar data, which is variable accross the area. The data provided is an approximation, and may be subject to errors and data anomalies. We provide this data with the understanding that it is not guaranteed to be accurate, correct or complete and conclusions drawn from such information are the responsibility of the user.
Contact Person Information U-Spatial Help Desk,
U-Spatial - Support for Spatial Research, University of Minnesota
420 Blegen Hall, 269 19th Avenue S
Minneapolis, Minnesota  55455
Phone: 612-624-7591
Email: uspatial@umn.edu
Browse Graphic Click to view a data sample.
Digital surface model (1m resolution) for the state of Minnesota
Associated Data Sets Minnesota Lidar data

Section 2 Data Quality
Attribute Accuracy As of 29 June 2015, no groundtruthing has been done to assess the accuracy of the DSM.
Logical Consistency Visual assessments have been made to the data to assure that they meet expected results. Due to variation in input data including differing collection methods and data collection specificationsm, significant variation can be found in the quality of the output generated. Prior to use, a thorough inspection of the region of interest should be made to ensure that it is free of anamolies or inconsistancies. Examples of data anomolies and errors can be found at the project website (solar.uspatial.umn.edu).
Completeness The input data used for development is lidar data collected by the State of Minnesota Department of Natural Resources in cooperation with a number of other local, regional and federal agencies and organizations. These data collects have been aggregated for the state of Minnesota and distributed to the public by the Minnesota Geospatial Information Office (www.mngeo.state.mn.us).
Horizontal Positional Accuracy
Lineage Lidar Data
Lidar is a form of active remote sensing technology that uses light pulses, most commonly in the near-infrared wavelengths, to collected surface elevation data. A laser scanner, mounted in an aircraft and combined with high-accuracy GPS, collects light returns that are interpolated into a point cloud. Each point represents one return from a laser pulse. The laser pulse has the ability to penetrate vegetation, multiple laser returns can be gathered for each pulse including the returns from below the vegetation.The accuracy of lidar returns allow for a unique, multi-faceted analytical dataset. The first point returns can be used to interpolate a topology of Minnesota that models the objects (i.e. building, trees, etc) and geography resting upon the terrain.

The lidar point files for the state of Minnesota used in the study were collected between 2006 and 2012 through an intergovernmental initiative with the primary object of providing improved elevation data for flood mapping. In some regions, existing lidar data was acquired and transformed to new state standards. Areas where data did not exist or could not be transformed, were collected by contracted vendors. The composite data forms a seamless coverage of the state with a resolutions of at least 1.5 meters. Refer to the metadata for the state lidar dataset for full details (http://www.mngeo.state.mn.us/chouse/elevation/lidar.html).

Individual lidar project metadata available from:

Blue Earth County, Minnesota, 2012 | https://gisdata.mn.gov/dataset/elev-lidar-blueearth2012
Arrowhead Region, NE Minnesota, 2011 | https://gisdata.mn.gov/dataset/elev-lidar-arrowhead2011
South Dakota Portion of Minnesota River Basin, 2010 | https://gisdata.mn.gov/dataset/elev-lidar-sdmnriver
Twin Cities Metro Region, Minnesota, 2011 | https://gisdata.mn.gov/dataset/elev-lidar-metro2011
Red River of the North Basin, 2008-2010, UTM Zone 15 | https://gisdata.mn.gov/dataset/elev-lidar-red-river-z15
Stearns County, Minnesota, 2006 | https://gisdata.mn.gov/dataset/elev-lidar-stearns2006
Chisago County, Minnesota, 2007 | https://gisdata.mn.gov/dataset/elev-lidar-chisago2007
Southeast Minnesota, 2008 | https://gisdata.mn.gov/dataset/elev-lidar-semn2008
Minnesota River Basin, Southwest Minnesota, 2010 | https://gisdata.mn.gov/dataset/elev-lidar-swmn2010
Rice County, Minnesota, 2007 | https://gisdata.mn.gov/dataset/elev-lidar-rice2007
Wright County, Minnesota, 2008 | https://gisdata.mn.gov/dataset/elev-lidar-wright2008
Central Lakes Region, Minnesota, 2012 | https://gisdata.mn.gov/dataset/elev-lidar-centrallakes2012
Duluth Area, Minnesota, 2012 | https://gisdata.mn.gov/dataset/elev-lidar-duluth2012
Pine County, Minnesota, 2006 | https://gisdata.mn.gov/dataset/elev-lidar-pine2006


Seven counties (Stearns, Crow Wing, Pine, Wright, Chisago, McLeod, and Rice) required additional processing of the lidar data to create the DSM. Because the original intent of the lidar flights was to track hydrology, only bare-earth points were needed and the rest of the unclassified points were discarded. The data provided by these counties was either missing full classification of Lidar points other than "ground" (buildings, vegetations, etc), or the non-ground point returns were removed entirely.

Initial processing done by the project ignored unclassified points, resulting in a digital surface model devoid of non-ground features in these areas and creating county-wide swaths with no shading. The unclassified, "raw" lidar datasets were obtained for Stearns and Wright counties. Additionally, the unclassified points, initially discarded, were found present in Crow Wing and Pine counties. No above ground points were found in the Chisago, McLeod, and Rice county files. The lidar point cloud files for Stearns, Crow Wing, Pine, and Wright counties were reclassified and processed. Below is a table that summarizes the various issues with the re-processed and unprocessed counties.

County Name Data Issues Corrections and Solutions. Reprocessed (Y/N)
Chisago Ground returns only w/ other points removed. New data needed. New data needed. N
Crow Wing Ground returns are only points classified. Other features exist but are not classified. Delineate tiles to reprocess, remove noise, and reclassify. Y
McLeod Ground returns only w/ other points removed. New data needed. New data needed. N
Pine Ground returns are only points classified. Other features exist but are not classified. Data includes a class "10" for overlap instead of class "12" that causes stripping. Delineate tiles to reprocess, remove noise, add reclassify "10" to "12.". Y
Rice Ground returns are only points classified. Other features exist but are not classified. New data needed. N
Stearns No non-ground returns exist. Replacement flight data obtained with no classification. Delineate replacement tiles to reprocess, remove noise, and reclassify. Y
Wright Ground returns are only points classified. Other features exist but are not classified. Data has large blank areas caused by cropping to county lines. Delineate tiles to reprocess, remove noise, and reclassify. Y


The reclassified counties differ from the original, pre-classified counties in the number of lidar point returns. The pre-classified counties have fewer point returns due to the professional processing they received. The point density could be corrected using the algorithms used during the initial processing (this is beyond the scope of this project). Additionally, the projects highly recommends that any future Lidar flights flown over Minnesota be processed using all points collected and not just the bare-earth points.

Digital Surface Model Creation
A Digital Surface Model (DSM) was created to represent the terrain and all object present on that terrain. This included buildings, tree cover, roads, and other natural and human-altered landscapes. In effect, the DSM is a three dimensional representation of Minnesota. It was generated using a Streaming Delauney Triangulation process through rapidlasso's LAStools software package. In this process, triangles are iteratively generated using nearby lidar returns and values for each point are determined by extracting interpolated elevation from the surface of the triangle. The result is a 1 meter resolution raster covering the state.

More information can be found on the project website at http://solar.maps.umn.edu

Section 3 Spatial Data Organization (not used in this metadata)

Section 4 Coordinate System
Horizontal Coordinate Scheme
Horizontal Datum D North American 1983
Horizontal Units meter
Cell Width 1
Cell Height 1

Section 5 Attributes
Overview The raster value is a measure of elevation in meters
Detailed Citation
Table Detail:

Section 6 Distribution
Publisher University of Minnesota
Publication Date 01/01/2015
Contact Person Information Spatial Data Analyst and Curator
University of Minnesota
309 19th Ave S, S76 O Meredith Wilson Library
Minneapolis, MN  55455
Phone: 612-301-3932
Email: datarepo@umn.edu
Distributor's Data Set Identifier doi:10.13020/D6SG6N
Distribution Liability See access and use constraints information.
Ordering Instructions Download from the Data Repository for the University of Minnesota (DRUM)
Online Linkage I AGREE to the notice in "Distribution Liability" above. Clicking to agree will either begin the download process, link to a service, or provide more instructions. See "Ordering Instructions" above for details.

Section 7 Metadata Reference
Metadata Date 06/29/2015
Contact Person Information Spatial Data Analyst and Curator
University of Minnesota
309 19th Ave S, S76 O Meredith Wilson Library
Minneapolis, MN  55455
Phone: 612-301-3932
Email: datarepo@umn.edu
Metadata Standard Name Minnesota Geographic Metadata Guidelines
Metadata Standard Version 1.2
Metadata Standard Online Linkage http://www.mngeo.state.mn.us/committee/standards/mgmg/metadata.htm


This page last updated: 06/29/2015
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