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Sahyadri ENews: LXXII
Human-Wildlife Conflict and Forest Fragmentation Linkages in Southern Western Ghats, India

HUMAN-WILDLIFE CONFLICTS AND FOREST FRAGMENTATION LINKAGES IN SOUTHERN WESTERN GHATS, INDIA.

T V Ramachandra,   Aditi Tomar,   Bharath Setturu   Cite
ENVIS[RP], Environmental Information System, Energy and Wetlands Research Group,
Centre for Ecological Sciences, Indian Institute of Science - 560012
envis.ces@iisc.ac.in    tvr@iisc.ac.in      Phone: 080 22933099/22933503


2. Study Area and Methodology
Southern WesternGhats
India ranks 10th amongst the most forested nations of the world (FAO, 2006), with 21.71 percent (71.38 million ha) of its geographical area under forest and tree cover (FSI, 2021). India has four major hotspots, and the Western Ghats is one of the primary hotspots of it. This region is recognized as one of the eight ‘hottest hotspots’ of biological diversity in the world (Myers et al., 2000) and among the 200 globally most important Ecoregions (Olson and Dinerstien, 1998).  It covers an area of approximately 160,000 sq km, with an elevation range of 300–2700 m, and extends from 8° N to 21° N latitudes and 73° E to 77° E longitudes (Figure 2). It stretches to a width of 210 km in Tamil Nadu and narrows to as small as 48 km in Maharashtra (leaving the Palghat gap).
The mean elevation of the Western Ghats is higher than 600 m and exceeds 2000 m at some places. The Western Ghats falls in six states: Gujarat, Maharashtra, Karnataka, Kerala, Goa, and Tamil Nadu. Nearly 2000 species of higher plants, 84 species of fishes, 87 species of amphibians, 89 species of reptiles, 15 species of birds, and 12 species of mammals are endemic to the Western Ghats (Daniel, 1997) .
The Western Ghats sector receives rains from the southwest monsoon. It rains all year round in southern parts while the areas in the north remain dry for 8-9 months. The average annual rainfall in the Western Ghats region is 2500 mm. Rainfall is as high as 7600 mm in localities such as Agumbe village in the Shimoga district of Karnataka (Daniels and Vencatesan, 2008) .
The climate is generally warm and humid but becomes hot in summer and cold in the winter months. Mean temperature ranges from 18° to 24° C, rises beyond 30° C in the summer season and sometimes down up to 0° C in the winter season in places of high altitudes. The Western Ghats act as an important watershed for the peninsula. There are 38 east-flowing and 27 west-flowing major rivers originating from the Western Ghats. The west-flowing rivers drain into the Arabian Sea, whereas the east-flowing rivers merge into one of the three major river systems, Cauvery, Krishna, or the Godavari, before joining the Bay of Bengal (Dahanukar et al., 2004).
The Southern Western Ghats (SWG) include mainly Kerala, Karnataka, and Tamil Nadu. The moist forests cover 13,314 km2 in the SWG harbors greater levels of biodiversity and endemism than the rest of the Western Ghats (Das et al., 2006) . It forms one of the largest contiguous blocks of ‘thick’ forest cover with rich carbon sequestration (Ramachandra and Bharath, 2020) . The Anaimudi peak in the high ranges of Kerala rises to the height of 2695 m, is the highest peak south. There is a major discontinuity in the otherwise continuous hill tract, stretching from the north to south and is known as the Palghat gap, which is about 30 km long and 100 m high above mean sea level (Reddy et al., 2016) . A study in the southern region, comprising the states of Karnataka, Kerala, and Tamil Nadu, showed that between 1920-1990 about 40% of the original vegetation cover was lost or converted to another form of land use (Menon and Bawa, 1997) .
The landscape comprises a variety of eco-zones ranging from lush green to moist evergreen forests. The variability in precipitation and topographic diversity generates various vegetation types ranging from wet evergreen and semi-evergreen forests on the western side and at high altitudes to dry deciduous forests on the eastern slopes and lowlands (Champion and Seth 1968) . The major vegetation types are tropical evergreen forests, moist deciduous forests, scrub jungles, sholas, savannas, and high rainfall savannas. The highly dense forest has several wildlife parks, including the Silent Valley National Park, which is considered to be the only virgin forest in the country. Tropical dry deciduous and thorn forests occur in the low-lying rain shadow of the eastern slopes, while tropical moist deciduous and wet evergreen forests dominate the windward side of the landscape up to an elevation of 1500 m, beyond which the vegetation mainly comprises montane grasslands and shola forests (Champion and Seth 1968).
Nearly 4000, or 27% of the total plant species in India, have been recorded from the Western Ghats (Nair and Daneiel, 1986) . The evergreen forests of the Western Ghats are characterized by a very high percentage of species endemic to the region. The total number of endemic plant species is estimated to be 1500 (Pascal et al., 2004) . Among the evergreen tree species, 56% are endemic, making the Western Ghats one of world's biodiversity hot spots. Studies on plants from across the Western Ghats have revealed that the SWG are incredibly diverse and have high endemicity compared with the central and NWG (Gimaret-Carpentier et al., 2003; Pascal et al., 2004; Davidar et al., 2007) . Additionally, birds, amphibians, and fishes also exhibit similar diversity and endemicity patterns. The SWG is more diverse with a higher proportion of endemics than the central and north Western Ghats (Dahanukar et al., 2004; Aravind and Gururaja, 2011) .

Figure 2. Western Ghats with district boundary
Population density estimation: Population data for Southern Western Ghats was collected from the Census of India portal (http://censusindia.gov.in/).
Kerala population density
Kerala has a population density of 860 persons per sq km as per the 2011 census. It consists of 14 districts which are further divided into sub-districts called taluks (Table 1). Some of the major towns of Kerala are Trivandrum, Kollam, Kochi, Chengannur, Palakkad, and Nilambur. The population data was collected from the census 2011 for each taluks falling under SWG.

Table 1. Population Density of Kerala Land Use Land Use
Land Use Comment
Kasaragod(M) has the highest population density (13216 persons per sq km). Two villages Balal (180 persons per sq km) and Edanad (183 persons per sq km) have population density under 150-200 persons per sq km.
Kannur(M) has the highest population density (6319 persons per sq km). Only one of the village, Cheruvanchery have the lowest population density of 103 persons per sq km.
Sulthanbathery village has the highest population density of persons 1123 per sq km. The lowest population density is of Thariyode village i.e 30 persons per sq km in the district.
Beypore (CT) has the highest population density (7305 persons per sq km). The lowest population density is of Chakkittapara with 101 persons per sq km in the district.
Ponnani(M) has the highest population density (3885 persons per sq km). The lowest population density is of Karulai with 87 persons per sq km in the district.
Pirayiri has the highest population density (9782 persons per sq km). The lowest population density is of Nelliyampathy with 20 persons per sq km in the district.
Thrissur (M Corp.) has the highest population density (3794 persons per sq km). The lowest population density is of Pariyaram with 44 persons per sq km in the district.
Thrippunithura has the highest population density (6117 persons per sq km). The lowest population density is of Ayyampuzha with 65 persons per sq km in the district.
Kumaramangalam (Part) has the highest population density (655 persons per sq km). The lowest population density is of Mlappara with 2 persons per sq km in the district.
Kottayam (M) has the highest population density (4603 persons per sq km). The lowest population density is of Chengalam East with 167 persons per sq km in the district.
Chengannur (M) has the highest population density (1658 persons per sq km). The lowest population density is accounted in Venmony with 1085 persons per sq km in the district.
Adoor (M) has the highest population density (1941 persons per sq km). The lowest population density is of Aruvappulam with 32 persons per sq km in the district.
Mynagappally has the highest population density (6860 persons per sq km). The lowest population density is of Valacode (Part) with 4 persons per sq km in the district.
Thiruvananthapuram (M Corp.) has the highest population density (5128 persons per sq km). The lowest population density is of Vazhichal with 90 persons per sq km in the district.

Tamil Nadu population density

Tamil Nadu has a population density of 555 persons per sq. km as per the 2011 census. It consists of 32 districts, further divided into sub-districts called taluks, out of which 11 districts fall under the Southern Western Ghats (Table 2). Some major towns are Nagercoil, Rajapalayam, Bodinayakanur, Pollachi, Ooty. The population data were collected from the census 2011.
Table 2. Population Density of Tamil Nadu
District Comment
Dharapuram (M) has the highest population density (7626 persons per sq km). The district has the lowest population density of Barabetta RF with 0 persons per sq km.
Wellington (CB) has the highest population density (3829 persons per sq km). The lowest population density is at Mudumalai, with 9 persons per sq km in the district.
Dindigul (M) has the highest population density (17218 persons per sq km). The lowest population density is in Kadavakurichi RF with 0 persons per sq km in the district.
Monjanur (East) has the lowest population density (33 persons per sq km). The highest population density is of Pallapatti (TP), with 3447 persons per sq km in the district.
Usilampatti (M) has the highest population density (3280 persons per sq km). The lowest population density is in Erakkalamalai RF, with 0 persons per sq km in the district.
Kambam (M) has the highest population density of 11255 persons per sq km. The lowest population density is of Pandarathurai RF with 0 persons per sq km in the district.
Rajapalayam (M) has the highest population density of 12975 persons per sq km. The lowest population density is in Tiruchalur with 0 persons per sq km in the district.
Srivaikuntam (TP) has the highest population density (1673 persons per sq km). The lowest population density is in Chettiyiruppu, with 0 persons per sq km in the district.
Sankarankoil (M) has the highest population density of 4840 persons per sq km. The lowest population density is in Puliyarai RF (Part) with 0 persons per sq km in the district.
Nagercoil (M) has the highest population density (7605 persons per sq km). The lowest population density is in Velimalai RF with 0 persons per sq km in the district.
Velampalayam (M) has the highest population density (11501 persons per sq km). The lowest population density is in Pillur Slope RF with 0 persons per sq km in the district.

Karnataka population density
Karnataka has a population density of 319 persons per sq km as per 2011 census. It consists of 30 districts which are further divided into sub-districts called taluks, out of which 15 districts fall under the SWG (Table 3). Gundlupete, Madikeri, Puttur, Mangalore, Shimoga, Sirsi, Belgavi are some of the major towns of Karnataka. The population data were collected from the census 2011.
Table 3. Population Density of Karnataka
District Comments
Bail Hongal (TMC) has 2242 persons per sq km with the highest population density. The lowest population density is in Gundlur with 0 persons per sq km in the district.
Hubli-Dharwad (M Corp.) has the highest population density of 22110 persons per sq km. The lowest population density is in Kamalapur (Part), with 0 persons per sq km in the district.
Bhatkal (TMC) has the highest population density of 8984 persons per sq km. The lowest population density is in Kakurve with 0 persons per sq km in the district.
Hirekerur (TP) has the highest population density of 2291 persons per sq km. The lowest population density is in Thirumalapura with 0 persons per sq km in the district.
Surahonne has the highest population density of 1995 persons per sq km. The lowest population density is in Goravarakatte with 0 persons per sq km in the district.
Tirthahalli (TP) has the highest population density of 8316 persons per sq km. The lowest population density is in Maradi, with 0 persons per sq km in the district.
Udupi (CMC + OG) has the highest population density of 6422 persons per sq km. The district has the lowest population density is in the reserved forests region with 0 persons per sq km.
Chikmagalur (CMC) has the highest population density of 7104 persons per sq km. The lowest population density is in Hipla, with 0 persons per sq km in the district.
Sakleshpur (TMC) has 5917 persons per sq km with the highest population density. The district has the lowest population density in Kagenari State Forest with 0 persons per sq km.
Puttur (TMC) has the highest population density of 5266 persons per sq km. The lowest population density is in Navara, with 15 persons per sq km in the district.
Madikeri (CMC) has the highest population density of 8065 persons per sq km. The lowest population density is in Syandalkota Forest, with 0 persons per sq km in the district.
Heggadadevankote has the highest population density of 1583 persons per sq km. The lowest population density is in Bidagalu with 0 persons per sq km in the district.
Gundlupet (TMC) has the highest population density of 4518 persons per sq km. The lowest population density is in Bandipura State Forest with 0 persons per sq km in the district.

Forest Fragmentation
Land use data were used to characterize the fragmentation levels around the forested areas in the southern Western Ghats. A moving window algorithm developed by Riitters et al. (2000) was used to perform the fragmentation. A 5×5 window was used to calculate the Pf and Pff and categorize the various types of fragmentation (Table 4 & Figure 3).
Pf= Proportion of number of forest pixels / Total number of non-water pixels in the window
Pff=Proportion of the number of forest pixel pairs / Total number of adjacent pairs of at least one forest pair.
The classification model identified five fragmentation categories: Interior (Pf=1), Patch (Pf<0.4), Perforated (Pf>0.6 and Pf-Pff>0), Edge (Pf>0.6 and Pf-Pff<0), Transitional (0.4 0.6 ).
Table 4. Forest Fragmentation Categories and their description
Fragmentation Component Description
Interior All pixels surrounding the center pixel are forest.
Patch A small forested area that surrounded by non-forested areas.
Perforated Forest pixels form the boundary between an interior forest and relatively small clearings (perforations) within the forested landscape
Edge The boundary between interior forest and large non-forested land cover features.
Transitional Areas between edge type and non-forest type11.


Figure 3. KERNEL (5×5) used for computation of Pf and Pff

Human-Animal Conflicts
The conflict data was collected from secondary sources like newspapers, articles, journals, Government reports, and research papers. The affected villages and areas were marked on Google Earth and overlaid on the fragmentation map of SWG to pinpoint the relationship between the fragmentation of forest land with human conflict with wildlife (Figure 4). The forest fragmentation spatial locations and demarcated human-animal conflict areas were correlated as most of the animal conflicts occur in fragmented and degraded forest patches and in locations dominated by monoculture plantations.

Figure 4. Framework of Methodology used in the study
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