495

Assessment of Biomass in Magra and Dhanaulti reserve Forest (Mussoorie Forest) Using Remote Sensing and GIS GHABI M.(1) & DAS K.K.(2) (1)

Center space techniques, 01 Avenue de la Palestine BP13 31200 Arzew Oran, Algeria [email protected] (2) Indienne institute of remote sensing, 04 kalidas road, Dehradun, India

Abstract. The study aims at forest cover type and canopy density mapping woody biomass assessment the study area of Magra and Danhaulti reserve forest between78º 09` 08`` to 78º 14` 25`` E and 30º 25` 57`` to 30º 29` 23`` N. qualification of growing stock is necessary for better management and planning of forest resources .in recent years satellite remote sensing has been emerged as one of the powerful technology for generation of spatial information remote sensing coupled with GIS and GPS has completely revolutionized the forest natural resource mapping and quantification for planning and management of forest resources .in the present study LissVI and land sat data has been digitally interpreted into different forest cover type and canopy density classes. Stratified random sampling method has been used determination of number of sampling units for ground inventory data collection. The volume and biomass of each tree were calculated by using the regression equations and specific gravity .Forest cover type, Forest stratum and density class wise growing stock and biomass were obtained by adding and extrapolation with the area obtained from the map prepared in the GIS domain Result of the study exhibit that remote sensing and GIS can be utilized effectively for forest cover type mapping, growing stock and biomass estimation. Keywords: growing stock, LIS VI, Land Sat, Sampling, Woody Biomass. 1. Introduction. One of the issues of major global concern today is the increase in atmospheric carbon and its potential to change the world climate. An accurate and precise estimation of the biomass and carbon stored and sequestered in forest have gained importance as a result of the united nation framework convention on climate change and the Kyoto protocol [1]Remote sensing provide a good opportunity to inventory the surface resources of earth in a systematic repetitive manner[ 2].The latest remote sensing technology with a limited ground truth /ground based studies can make it possible to carry out detailed forest inventories and monitoring of natural vegetation cover. Biomass density can be estimated in several ways, these estimate based on destructive sampling cover only a small area and are generally nonrandomly selected [3]. 2. Materiel and methods. 2.1 Study area. The major species are: chirpine (Pinus roxburghii), kadam (Prunus cerasoides), deodar (Cedrus deodara), oak (Quercus lecotricophora). Oak and chirpine are two dominant species inhabiting in the study area. Upper reaches of the mountainous area are inhabited by oak and deodar in the cooler aspect and lower level (1200m - 1700m) by chirpine mostly in southern and eastern aspects. 2.2 Biomass estimation. The biomass of study area was obtained by ground sampling and using the specific gravity [4] method biomass per plots of 1 ha was obtained. As per the value and equation mentioned above. In the present study 17 sample plots of 0.1 ha were selected on the basis of stratified random sampling method was used and Chako`s formula[5] to find out the number of sample plot and the plots are located on the pre-field map for collection /measuring the data. The forested area was digitally classified using Maximum Likelihood Classifier technique. The forest area is classified into four density and six forest type classes:

Fig.1 study areas

International Conference of GIS-Users, Taza GIS-Days, May 23-24, 2012 Proceeding Book

496

Soi toposheet 50000

Geo referenced data

Satellite data

Field sample data stratified random sampling

Preliminary interpretation and reconnaissance

Forest Department division range map

Final interpretation Key

Digital classification

Forest type

Forest density

Tree volume

Woody Biomass map

Woody Biomass

Fig.2 Flow diagram of methodology 2.3 Establishing correlation between observed biomass and satellite derived parameters. Indirect estimation of biomass through some form of equation between satellite derived parameter like band ratio indices and direct reflectance values per pixel or digital numbers per pixel with direct measures of biomass .In this research of woody biomass correlation was established between biomass obtain from ground observation and the corresponding NDVI value and reflectance values of different bands ,different regression equation were tried out between by pixel biomass and NDVI value and reflectance value of different band out of which best correlation value R² the next figure showed the correlation value . It is well documented that certain band ratio (NIR and NDVI) have strong correlation for biomass which in turn has direct relation with the amount of carbon [6] stated that the multilayer absorption of the long crown and small clumped needles of coniferous trees decreases the reflectance as the vertical dimension of the canopy increases. The reflectance saturates when the incoming radiation is almost completely absorbed with the canopy and the observed. 300

300 y = 4.6693x - 22.08 R 2 = 0.9368

250

250

300.000

y = -12.998x + 123.17 R2 = 0.0008

200

200 Series1

150

200.000

150

150.000

Linear (Series1) 100

100

50

50

y = 2.2992x + 51.344 R2 = 0.4364

250.000

100.000 50.000

0 0.00

0 0

20

40

60

80

0.15

0.20

0.25

0.30

0.35

0.000

0.40

Fig.4 reflectance value NDVI 300.000

y = 1.363x + 45.822 R2 = 0.2573

250.000

0.10

0

Fig.3 Correlation of biomass and basal area 300.000

0.05

200.000

200.000

150.000

150.000

100.000

100.000

100.000

50.000

50.000

40

60

80

Fig.6 reflectance value B3

100

120

50

60

70

50.000 0.000

0.000 20

40

y = 1.3199x + 62.49 R2 = 0.3319

250.000

150.000

0

30

300.000

200.000

0.000

20

Fig5 reflectance valueB5

y = 3.6853x - 1.4878 R2 = 0.4606

250.000

10

15

20

25

30

35

40

Fig.7 reflectance value B4

45

50

55

0

20

40

60

80

100

Fig.8 reflectance value B6

Different regression equations were tried out between per pixel biomass and NDVI values and different band values. Out of which best correlation value (R²) in logarithmic relationship was obtained. The basal area in Magra - Dhanaulti forests varies from 5.51 to 48.19 (m²) and biomass varies from 10.41 to 260.88 (tones/ha). Correlation of biomass and basal area in the study area is down in Figure 3 and termination of coefficient is R²=0.9.

Colloque International des Utilisateurs de SIG, Taza GIS-Days, 23-24 Mai 2012 Recueil des Résumés

497

Fig.9forest cover type and land use

fig.10 forest canopy density

Fig.9 Biomass map of magra and dhanaulti forest 3. Conclusion. The study demonstrated that LISS IV and land sat could be effectively used for discrimination of the forest cover type and land use ,GIS has been used as a powerful tool for preparation of spatially accurate type map ,density map ,and forest stratified map ,tree volume map ,woody biomass map at faster speed while interpreting results of accuracy assessment ,it is important to bear in mind that differences between the map and control data may be attributed to many reasons ,besides actual error in mapping .The remote sensing systems have their own limitations ,whereby radiometric and geometric errors creep in and reduce the quality of remotely sensed data .the radiometric errors can arise due to random variations in the functioning of the sensor or by the intervening atmosphere between the terrain and remote sensing system ,the radiant flux reflected by the terrain may not resemble the energy recorded by the sensor .There are many options for establishing the control data in case of wall to wall mapping ,ideally the sampling units could be randomly distributed over the whole assessment area. However, there are certain limitations in this approach ,firstly ,it is difficult to collect data physically spread over a large area ,as it would require massive manpower ,time and cost secondly ,there is a time lag between the date of satellite data used and the ground and that on image datasets. Acknowledgements. I express my sincere gratitude and heartfelt thanks to my agency (ASAL/CTS) and my supervisors Dr. K.K.DAS and Dr S.P.S Kushwaha, Head, Forestry and Ecology Division, IIRS For his encouragement and guidance that have added new and interesting Knowledge. References. [20] UNFCCC. Kyoto protocol of the United Nations Framework Convention on Climate change. [21] F. Sabins, “Remote Sensing, Principles and Interpretation”.W.H. Freeman and Company, New York (1997). [22] G.S. Haripriya“Estimate of biomass in Indian forest”, Biomass and Bio energy, (2000) [23] Anonymous. “Volume equations for forest of India and Nepal”, forest survey of India publication, dehradun. (1996). [24] V.J. Chako, “A Manual of sampling Techniques for Forest Surveys”. Manager Publication, New Delhi (1965). [25] Tucker, c.j,holben,BN,Eljin jr,JH,and MCmurtrey,JE , “ remote sensing of total dry matter accumulation in winter wheat”. Remote sensing of environment. (1981).

International Conference of GIS-Users, Taza GIS-Days, May 23-24, 2012 Proceeding Book

reueil des proccedings

sensing has been emerged as one of the powerful technology for generation of spatial information remote sensing coupled with GIS and GPS has completely revolutionized the forest natural resource mapping and quantification for planning and management of forest resources .in the present study LissVI and land sat data ...

2MB Sizes 3 Downloads 74 Views

Recommend Documents

reueil des proccedings
El-Jadida, Morocco, E-mail: [email protected] , kamal [email protected]. (2) Delft Institute of ... judicious choice of irrigation techniques (drip being one). 1.

reueil des proccedings
yes. Table 1. Sensor Information. [2] Data Preparation and analysis: After acquisition the data was prepared by layer stacking of images, extraction of area of interest (AOI) and image enhancement. The data was analyzed with the help of supervised cl

reueil des proccedings
management, storage and analysis of the extreme large data bases. The use of ... development, motorization, migration, and suburbanization) of urban development gives exact and objectives result for urban ... housing estate, road network system, moto

reueil des proccedings
The objective of the current paper is to find the best geostatistical model for mapping the .... GSLIB Geostatistical Software Library and User's Guide. Oxford University ... information and decision analysis, vol.2, no 2, pp.65-76. [8] Tveito, O. E.

reueil des proccedings
SIG100T: A prototype for web-based health GIS application and diseases ... development and use of advanced open system standards and techniques in the ...

reueil des proccedings
Agroclim-Map is software which allows the computation of various .... XI National Congress of the Mexican Meteorological Organization, 2001, (Ref: pon. 59 htm.

reueil des proccedings
Keywords: Paleolithic, site location, data management, Cantabria. ... In the case of the Asón river basin research project, modern fieldworks in the last decades ...

reueil des proccedings
The surveillance of environmental degradation is inevitably based on diachronic studies aimed at detecting the physical and biological changes affecting the components of ecosystems. The degradation of these ecosystems is reflected on the ground by t

reueil des proccedings
obtaining the best linear unbiased estimator of an unknown variable, "best" being ... technique to mathematical modeling of estuarine water quality” University of ... B. Zhang ,''Radial Basis Function networks'' West Lafayette, IN 47906, USA, ...

reueil des proccedings
Monitoring Natural Resources Using Remote Sensing Techniques: ... This paper examines the state of application of geomatics in studying natural ..... information that make it a veritable tool in mineral deposits monitoring and management. 8.

reueil des proccedings
Morocco, email: [email protected]. Nowadays, Morocco lives the longest dry episode of its contemporary history, characterized by a reduction of ...

reueil des proccedings
ERDAS Imagine 8.6 for data pre-processing and Water depth simulation with .... availability and speedy access to real time data, geo-spatial information and ...

reueil des proccedings
of dams and storage schemes as well as environmental aspects in relation with ... From much hydrologic software, HEC-RAS (Hydrologic Engeneering Center ...

reueil des proccedings
... of a system of collection, organization, storage and synchronization of ... network. Among the hydraulically critical situations we can list the structural failure of ... and monograph made with computer graphics tools as well as the definition o

reueil des proccedings
International Conference of GIS-Users, Taza GIS-Days, May 23-24, 2012. Proceeding Book. 599. Petroleum ... anticline structure of the Tarfaya Basin (Leine, 1986). During the late Cenomanian and early ... Seismic and diagraphy data will be used to loc

reueil des proccedings
Remote sensing also allows the monitoring of the event as it occurs. From ... spill, and monitor oil spills along the libyan coast. ... Data Availability and Acquisition.

reueil des proccedings
Kashmir earthquake region”. Geomorphology, 2005, 101: 631 642. [2][Murphy W. “Remote Sensing of active faults: case studies from Southern Italy”. . Geomorphol. N. F., Suppl. Bd., 1993,. 94: 1 23. [3] Wdowinski S., Zilberman, E. “Systematic an

reueil des proccedings
bicycle paths and sidewalks) and some are totally separated (e.g. motorways, railways, .... The quickest path is shown in blue and has a total length of 3536.

reueil des proccedings
with climatic and environmental modifications as well as increasing numbers of ... The total annual rainfall ranges from 600 and 800mm concentrated mainly ...

reueil des proccedings
Colloque International des Utilisateurs de SIG, Taza GIS-Days, 23-24 Mai 2012. Recueil de ... the digital data of remote-sensing resulted from the WorldView-2 image with the geostatistic analyzes (ordinary Kriging) .... The variogram of the measured

reueil des proccedings
GIS (geographic information system) that can retrieve and display the various ... data is captured in real time and stored in a database and then retrieved by the ...

reueil des proccedings
and 2003 data and comparing the prediction model with the actual data. ... is the high power of analysing of spatial data and handling the large spatial ...

reueil des proccedings
dominant kharif season sugarcane, the total cropped area (sugarcane and paddy) in kharif was 39.2%, 11.6% respectively. In Rabi season wheat and ...

reueil des proccedings
International Conference of GIS-Users, Taza GIS-Days, May 23-24, 2012. Proceeding Book. 479. Soil salinity assessment in Toba Tek Singh using remote sensing and GIS. SHAHID KARIM & EJAZ HUSSAIN. Institute of geographical information systems (IGIS), N