Back

Converging paths: Harnessing ensemble modelling to predict human wild pig conflict risk zones in Tamil Nadu, India

Shameer, T. T.; Routray, P.; A, U.; Ranjan, N.; Ganesan, M. G.; Manimozhi, A.; Kumari, D. V.

2023-12-21 ecology
10.1101/2023.12.20.572717 bioRxiv
Show abstract

Growing human populations and human activity intensify human-wildlife conflicts, particularly with wild pigs (Sus scrofa), necessitating consideration of both human and wildlife requirements. This complexity demands a comprehensive assessment of causes, impacts, and mitigation strategies for such conflicts. In order to address these issues, we conducted studies across the forest divisions of Tamil Nadu by collecting secondary data on conflicts from 2016 to 2021. Out of the 3301 incidents we collected, 94.4% were specifically related to crop damage and occurred mostly during the month of December, followed by November. Dharmapuri Forest Division was found to be the highest contributor to overall conflicts. Temporal analysis revealed conflict peaks in December, followed by November and September. Using ensemble modelling we predicted a conflict risk zone of approximately 49,223 km2, which represents 37.8% of the total area of Tamil Nadu. Variables like human modification index and mean annual temperature had the highest contribution to model performance. Our models projections indicate that areas with cultivated lands in close proximity to the fringes of forests, especially in regions where there is a greater degree of human modification, are associated with heightened levels of conflict risk. This study provides a concise overview of a comprehensive study on human-wild pig conflict, encompassing an exploration of conflict triggers and ecological impacts in the state of Tamil Nadu. The study offers a comprehensive roadmap for managing human-wild pig conflicts in Tamil Nadu, highlighting key triggers, ecological impacts, and conflict risk factors.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

1
Global Ecology and Conservation
25 papers in training set
Top 0.1%
18.4%
2
PLOS ONE
5266 papers in training set
Top 14%
13.0%
3
Journal of Environmental Management
13 papers in training set
Top 0.1%
5.5%
4
Conservation Science and Practice
15 papers in training set
Top 0.1%
5.5%
5
Biological Conservation
46 papers in training set
Top 0.3%
4.0%
6
Scientific Reports
3612 papers in training set
Top 27%
4.0%
50% of probability mass above
7
PeerJ
308 papers in training set
Top 2%
3.2%
8
Frontiers in Veterinary Science
32 papers in training set
Top 0.2%
3.2%
9
Science of The Total Environment
186 papers in training set
Top 2%
2.1%
10
Animals
23 papers in training set
Top 0.3%
2.1%
11
Agriculture, Ecosystems & Environment
15 papers in training set
Top 0.1%
2.1%
12
Sustainability
10 papers in training set
Top 0.2%
2.1%
13
Biodiversity and Conservation
12 papers in training set
Top 0.1%
1.9%
14
Biotropica
17 papers in training set
Top 0.3%
1.7%
15
Preventive Veterinary Medicine
15 papers in training set
Top 0.1%
1.7%
16
Ecology and Evolution
267 papers in training set
Top 4%
1.5%
17
Conservation Biology
17 papers in training set
Top 0.2%
1.5%
18
Landscape Ecology
13 papers in training set
Top 0.2%
1.4%
19
PLANTS, PEOPLE, PLANET
27 papers in training set
Top 0.4%
1.4%
20
Frontiers in Ecology and Evolution
69 papers in training set
Top 2%
1.1%
21
Environmental Research Letters
14 papers in training set
Top 0.2%
1.1%
22
eLife
5828 papers in training set
Top 58%
1.1%
23
Conservation Letters
14 papers in training set
Top 0.2%
1.1%
24
Peer Community Journal
281 papers in training set
Top 4%
1.1%
25
Remote Sensing
10 papers in training set
Top 0.1%
1.1%
26
Ecological Indicators
21 papers in training set
Top 0.5%
1.0%
27
Forest Ecology and Management
27 papers in training set
Top 0.4%
1.0%
28
Royal Society Open Science
214 papers in training set
Top 6%
0.8%
29
Animal Conservation
13 papers in training set
Top 0.4%
0.8%
30
One Health
29 papers in training set
Top 0.6%
0.8%