2016 esri user san diego, california, usa conference · 2016 esri user conference presentation...
TRANSCRIPT
![Page 1: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/1.jpg)
2016 Esri User
Conference
San Diego,
California, USA
June 27 – July
1, 2016
Damasa B. Magcale-Macandog1, Milben A. Bragais2, Ozzy Boy S. Nicopior2, Mic
Ivan V. Sumilang2, Lester Ryan P. Mojica2, Donald A. Luna2, Precious R. Zara2, Marlon A. Reblora2, Jan Martin G. Magcale2, Ricajay C. Dimalibot2, Davies V. Ocampo2, Pristine Pearl H. Arelas2, Iana Mariene A. Silapan2, Vanessa Gail L. Borja2, Sarena Grace L. Quiñones2 and Randy P. Porcioncula2
1Project Leader, Institute of Biological Sciences, University of the Philippines Los Baños, College, Laguna, Philippines2Researcher, Institute of Biological Sciences, University of the Philippines Los Baños, College, Laguna, Philippines*Corresponding author’s email: [email protected]; Phone: +63 49 501 6503; Fax: +63 49 536 2893
![Page 2: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/2.jpg)
Hazards
Disasters
Located at the Pacific Ring of Fire , Philippines is known to be prone in natural such as
which leads to like
EARTHQUAKE 7.2-mag. Earthquake in Bohol last Oct 15, 2013 © Michael Poole
VOLCANIC ERUPTION Mt. Mayon last May 7, 2013
STORM SURGE Typhoon Yolanda last Nov. 14, 2013
TYPHOONNASA image of Typhoon Yolanda by Jeff Schmaltz
© http://gongjumonica.com/
©www.gmanetwork.com©www.nationalturk.com© earthobservatory.nasa.gov
© Erik de Castro©www.mwebantu.com ©www.mwebantu.com
Loss of lives and properties…
![Page 3: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/3.jpg)
And…Destruction of resources
Guinsaugon , Leyte landslide, Feb. 26, 2006 ©CBS Interactive.Inc
Mangrove and coastal destruction in Coron, Palawan, 2012 © travelfoodguru.wordpress.com
Coconut plantation in Samar, Leyte after typhoon Yolanda, 2013 © Erik de Castro
Massive Coral damage in Apo Island after typhoon Sendong,2011 & typhoon Pablo,2012 © Steve De Neef
![Page 4: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/4.jpg)
The need for detailed resource assessment
HazardsExposure
VulnerabilityDisasters
Loss of lives and properties
Destruction of resources
Severe Impacts on:POVERTY ALLEVIATIONFOOD SECURITYECONOMIC GROWTHENERGY SUPPLY
To help mitigate disasters, we need to answer the following questions:
What resources exist where?
Which resources are exposed and vulnerable to hazards?
How to protect and conserve resources?
Characteristics and status of these resources?
THESE DETAILED INFORMATION ARE NEEDED BY GOVERNMENT AGENCIES AND LOCAL GOVERNMENT UNITS FOR BETTER PLANNING AND DECISION MAKING.
![Page 5: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/5.jpg)
Objectives of the project
Produce high-resolution national resource maps;
Produce vulnerability assessment maps for high-value crops and coastal resources;
Formulate recommendations to help address future local supply and demand in agriculture, coastal, forest, and renewable resources.
![Page 6: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/6.jpg)
Nationwide resource inventory project
Flood modelling
(18 river basins)
Flood modelling Resources inventory
DREAM
Program
Phil-LIDAR 1 Phil-LIDAR 2
![Page 7: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/7.jpg)
Five components of the project
1. Philippine Agricultural Resources and Facilities
Inventory from LIDAR Survey
2. Coastal Resources Inventory from
LIDAR Surveys
3. Forest Resource Extraction from LIDAR Surveys
4. Development of the Philippine Hydrologic
Dataset from LIDAR
5. Philippine Renewable Energy
Resource Inventory from LIDAR
PARMap
CoastMap
FRExLS
PHD
REMap
![Page 8: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/8.jpg)
Phil-LiDAR 2: Implementing Agencies
Luzon
UP Diliman
UPB / MMSU
CLSU
Isabela SU
UPLBMapua
AdNU
Visayas
UP Cebu
Univ. of San Carlos
Visayas State University
Mindanao
CARAGA State U
CMU
MSU-IIT
UP Min
AdZU
![Page 9: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/9.jpg)
Phil-LiDAR 2 UPLB: STUDY AREAS
Mindoro
Marinduqu
e
Romblon
Palawan
Laguna
![Page 10: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/10.jpg)
What is LiDAR?
Light Detection And Ranging
Similar to
RADAR (radio waves)
SONAR (sound waves)
LiDAR uses laser instead
![Page 11: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/11.jpg)
Pictures © Isenburg, M. [powerpoint presentation]
LiDAR equipment consist of a vehicle (Airplane or Helicopter for broad surfaces), a laser, a scanner, a GPS (Global Positioning System), and an INS (inertial navigation system).
![Page 12: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/12.jpg)
How does LiDAR work?
![Page 13: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/13.jpg)
![Page 14: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/14.jpg)
![Page 15: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/15.jpg)
![Page 16: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/16.jpg)
No. of points per square meter can be
increased.
Point density
![Page 17: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/17.jpg)
No. of points per square meter can be
increased.
Point density
![Page 18: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/18.jpg)
![Page 19: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/19.jpg)
LiDAR data = “point cloud”
![Page 20: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/20.jpg)
Collection of training points on field
1. handheld GPS
2. compass
3. camera
4. field data sheet
Field Instruments
![Page 21: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/21.jpg)
Collection of training points on field
![Page 22: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/22.jpg)
Collection of training points on field
![Page 23: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/23.jpg)
Sample Field-collected training points
![Page 24: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/24.jpg)
Processing
1. ArcMap 10.2
2. ENVI 5
3. eCognition Definiens
4. LAStools
Processing Software
![Page 25: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/25.jpg)
Points from Land Cover 2010 Points from Google Earth
Generation of Level 2 sampling points
![Page 26: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/26.jpg)
PARMap: Processing
Object-Based Image Analysis (OBIA)
1 sub-block9 individual tiles
![Page 27: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/27.jpg)
PARMap: Initial Output
Aerial photo
classificatio
n
![Page 28: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/28.jpg)
PARMap: Initial Output
AGRICULTURAL
LAND COVER MAP
of VICTORIA, LAGUNA
![Page 29: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/29.jpg)
PARMap: Initial Output
AGRICULTURAL
LAND COVER MAP
of PILA, LAGUNA
![Page 30: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/30.jpg)
CoastMap: Processing
Processing Workflow:
Aquaculture
Multi-Threshold using hillshade
DSM, DTM, SLOPE, SLOPE OF SLOPE
NDSM, HILLSHADE
eCognitionProject
No Data w/ Data
Multi-Threshold using dsm
Land class
Water class
Is the aquaculture in one class?
NOYES
Multi-Threshold using slope
Ground
Non-Ground
Assign Class (refinements for
aquaculture)
Are all aquaculture extracted?NO
YES Export shapefile
Aquaculture shapefiles
Refinements (Generalization, Smooth Polygon, Simplify Building
Tool)
Submission
![Page 31: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/31.jpg)
CoastMap: Processing
Processing Workflow:
Mangroves
Aquaculture workflow until refined land vs
water
All Derivatives & Aquaculture, train, & valid, Shapefile
Low High
Multi-Threshold / Contrast split
using slope + ndsm
Accuracy about .90?
NO
YES
Aquaculture shapefile
Refinements
Multiscale Segmentation (Separately)
Mangrove + Aquaculture shapefiles
Address revisions
Extract Water(Ruleset based)
Assign Class(assign class by thematic layer)
Classification(SVM using S
EATH features)
Accuracy Assessment
SEATH(export object
statistics)
Export Shapefiles(mangrove only)
In-house QC
Okay?
Submission
YES
NO
![Page 32: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/32.jpg)
CoastMap: Processing
Processing Workflow - Mangrove
PARMap points Specific classes Reclass to CoastMap
![Page 33: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/33.jpg)
Sample Processing Outputs
Fish pens and fish cages, Boilinao, Pangasinan
Mangrove Map,San Juan, Batangas
Courtesy of UPD CoastMap
![Page 34: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/34.jpg)
FRExLS: Processing
Workflow and Target Parameters
Las File: Processing and Application of various Algorithms to develop CHM, DEM, DSM (ArcGIS,
LASTools, Global Mapper)
TREE HEIGHT
ABOVEGROUNDBIOMASS
CANOPY COVER &CANOPY DENSITY
VEGETATION POINTS: Number, Spacing and Intensity
LiDAR DATA: Acquisition, Validation and Processing (DREAM)
CANOPY HEIGHT MODEL
TREE COUNT, CANOPY GAP, & CROWN DIAMETER
TREE DELINEATIONAllometric
Relationships of Field and LiDAR Parameters
Field Data Collection
Courtesy of UPD FRExLS
![Page 35: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/35.jpg)
Sample Processing Outputs
Makiling, Los Banos
Courtesy of UPD FRExLS
![Page 36: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/36.jpg)
Sample Processing Outputs
Makiling, Los Banos
Courtesy of UPD FRExLS
![Page 37: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/37.jpg)
Sample Processing Outputs
Makiling, Los Banos
Courtesy of UPD FRExLS
![Page 38: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/38.jpg)
Sample Processing Outputs
Makiling, Los Banos
Courtesy of UPD FRExLS
![Page 39: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/39.jpg)
FRExLS: Initial Output
![Page 40: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/40.jpg)
FRExLS: Initial Output
![Page 41: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/41.jpg)
REMap: Processing
ComponentsSolar Wind BiomassHydro
![Page 42: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/42.jpg)
REMap: Initial Processing Output
• The Solar Energy component is expected to produce suitability maps for Solar Farms.
• For UPLB, the team is expected to run the ‘r.sun’ model in Grass GIS to Produce:
1) Clear Sky GHI
2) Real Sky GHI
*Used SAR DEM with a 10m by 10m resolution as a base input
REMap: Solar
![Page 43: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/43.jpg)
REMap: Initial Processing Output
![Page 44: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/44.jpg)
REMap: Initial Processing Output
• The Biomass Energy component is expected to produce suitability maps for Biomass Powerplants.
• For UPLB, the team is expected to compute (Using ArcGIS) for the Theoretical Potential and Available Potential for the following crops:
1) Rice
2) Coconut
3) Corn
4) Sugar
*Please take note that the area of crops used for the computation came from the final land cover maps from PARMap.
REMap: Solar
![Page 45: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/45.jpg)
REMap: Processing
Computation of Biomass and Map Layout were done in ArcGIS 10.2
![Page 46: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/46.jpg)
REMap: Initial Processing Output
• The Biomass Energy component is expected to produce suitability maps for Wind Farms.
• For UPLB, the team is expected to run the Weather Research and Forecasting (WRF) Model in for the years:
A. 2008
B. 2010
C. 2014
D. 2015
REMap: Wind
![Page 47: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/47.jpg)
REMap: Initial Processing Output
Sample Run for 2 Days (2008)
![Page 48: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/48.jpg)
Continuous Processing, Training, and Map Turn-over up to May 2017
![Page 49: 2016 Esri User San Diego, California, USA Conference · 2016 Esri User Conference Presentation Keywords: 2016 Esri User Conference—Presentation, 2016 Esri User Conference, LIDAR](https://reader031.vdocuments.mx/reader031/viewer/2022011910/5f77126804d7ba57fc1052cc/html5/thumbnails/49.jpg)
www.phil-lidar.uplb.edu.ph