Detection of small landscape elements in Flanders based on remote sensing techniques
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1 Detection of small landscape elements in Flanders based on remote sensing techniques Jo Van Valckenborgh IACS workshop Ghent, & DEPARTEMENT LANDBOUW & VISSERIJ
2 Agenda Introduction Digital Height Model Flanders II (DHMV II) Applications Pilot Small Landscape elements Conclusions
3 Introduction DHMV II > Update DHMV I > Data acquisition > Aerial campaign over 3 years ( ) > Winter period (November April) > Flanders Region, Belgium (ca km2)
4 Introduction > Data acquisition LiDAR and imagery taken simultaneously
5 Introduction > Source data specifications
6 Introduction > LiDAR data
7 Applications > Standard products Automatic rasterization techniques e.g. raster DTM & DSM (1m, 5m, 25m, 100m)
8 Applications > Products on demand Additional, semi-automatic classification Basis classification > terrain > non-terrain/-classified > water Additional classes > building, > Isolated points (powerline detection) > vegetation,.? VALUE for CAP (GLB), GAEC (GMLC)?
9 Small landscape elements (LE) > Good Agriculture and Environmental Conditions (GAEC) > Goede landbouw- en milieuconditie (GLMC) European Commission Guidance to receive agricultural subsidies Depends on the parcel > GLMC7 Retention of landscape features, Permit necessary for changes LE!? > Trees in line > Hedges > Hedgerow > Ponds ( 0,10ha) > Orchard
10 Definition Landscape elements Landscape elements Hedgerow General definition (BVR Decision Flemish Government) Een vrijstaande en uitgestrekte vegetatiestrook die bestaat uit struiken of uit bomen die geen doorkijk toelaten. Een houtkant is maximaal 10 meter breed (maximale onderbreking van 4 meter toegestaan). Een houtkant die op een verhoging ligt, is een houtwal. Pond Een geïsoleerd watervlak, in een natuurlijke laagte, in een uitgraving of in een geconstrueerd waterbekken dat het grootste deel van het jaar met water gevuld is en niet verbonden is met waterlopen. Een poel heeft een maximale oppervlakte van 0,10ha. Hedge Een rij bomen of struiken die vlak naast elkaar zijn geplaatst en doorkijk en doorgang belemmeren. Een haag of heg is overal minder dan 2 meter breed. Trees in line Bomen die in een rij naast elkaar staan.
11 Controlling landscape elements (AS IS) > Source data? Topographical maps (ordnance survey) Aerial photo (2007) > Field survey <-> Reference data Low accuracy Not actual
12 Controlling landscape elements (TO BE?) > Based on semi-automatic classification: new reference data? DHMV I II? Method? Upper view pointcloud 1.5 x 1.5 km Brecht Profile 1 pointcloud Profile 2 pointcloud
13 Pilot Detection of LE based on remote sensing technique > 8 pilot areas with diverse landscapes Sub-urban, agricultural, historical, > Defining polygons based on LiDAR classification (# classes, first and last returns, area, ) Height : Low green - High green Areas without points (e.g. water)
14 Test site Brecht > Orthophoto
15 Test site Brecht > LiDAR (background: Orthophoto)
16 Test site Brecht > High Vegetation (background: LiDAR, Orthophoto)
17 Test site Brecht > Low Vegetation (background: High Vegetation, Orthophoto)
18 Test site Brecht > Stems High Vegetation (background: High Vegetation, Low Vegetation, Orthophoto)
19 Test site Brecht > Ponds (background: GRB, Agricultural Mask (purple line), Orthophoto) Large Poelen scale Reference database GRB
20 Classification polygons > LE-types > Calculations Agricultural Mask (LPIS) Segmentation Classification Interaction Width Length Neighbourship Overlap,. > Control, validation,.. > Finetuning errors.
21 Results > Automatic classification of LE Line of trees near roads Edge Forest Line of trees Hedge Hedgerow Pond
22 Results accuracy: test areas > Based on validation by Department Landbouw & Visserij # nok # ok total % nok % ok trees % 63% hedge % 69% hedgerow % 70% trees in line % 84% trees in line near road % 100% trees near road % 29% edge forest % 100% hedge near road % 42% Total
23 Conclusion : Controlling landscape elements (TO BE?) > Sources Aerial images of 2007 The new regional reference LE dataset (AIV) (under construction) > In case absence of LE is identified on the terrain compared to the reference sources Fining LE removals that have no permit can be considered > Advantages of this approach Less noise in the control activities (according the validations made by ALV) Supports more targeted (focused) control activities Recent data Long term : enhanced conservation of Landscape Elements!
24 Questions? > Jo Van Valckenborgh, Nancy Van Camp, Stijn Van der Linden, Toon Petermans > Tim Baeten, Ruben Fontaine, Timo Ghysels, Sebastiaan Philips, Pieter Roggemans
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