Realtime and Spatial Data Analysis-based Monitoring System for Proboscis Monkey Habitat Health to Enhance Conservation Area Management Effectiveness

Anni Nurliani, Krisdianto Krisdianto, Amalia Rezeki, Munsyi Munsyi

Abstract


The conservation of proboscis monkeys (Nasalis larvatus), an endemic primate species of Borneo, faces significant threats due to habitat degradation and declining populations. This study aims to develop a real-time and spatial data analysis-based monitoring system to improve the management of conservation areas for the species’ natural habitats. Conducted in the wetland ecosystems of Curiak Island, South Kalimantan, the research integrates remote sensing, Geographic Information Systems (GIS), and Internet of Things (IoT) technologies to monitor key environmental parameters such as vegetation health, land surface temperature (LST), and others. Indices like the Normalized Difference Vegetation Index (NDVI), Vegetation Health Index (VHI), Vegetation Condition Index (VCI), Temperature Condition Index (TCI), and Environmental Critical Index (ECI) are utilized to assess habitat conditions. Initial results showed poor vegetation health, with an NDVI of 0.6085, high LST of 20.41°C, and considerable environmental stress, reflected by an ECI of 74. Restoration efforts, however, improved conditions, with the NDVI rising to 0.7288, LST decreasing to 20.75°C, and the ECI lowering to 53 in the restoration area, signaling recovery. Though the ECI still suggests moderate environmental stress, the trend is positive. IoT sensors provided continuous real-time data, including CO levels at 0.2 PPM, CO2 at 34,045 PPM, O2 at 20.4% Vol, temperatures ranging from 33.155°C to 33.185°C, humidity between 67.45% and 67.65%, and pH at 6.8. Data on dissolved oxygen, total dissolved solids (TDS), and turbidity were also collected, providing dynamic insights into environmental conditions. The integration of community-based approaches ensures sustainable conservation efforts through local participation. This comprehensive monitoring system supports both proboscis monkey conservation and broader ecological objectives like biodiversity preservation, climate change mitigation, and ecosystem service provision, emphasizing adaptive management in conservation strategies.


Keywords


Proboscis Monkey; LST; NDVI; VHI; ECI; Realtime Data;

Full Text:

PDF

References


E. Meijaard and V. Nijman, “Distribution and conservation of the proboscis monkey (Nasalis larvatus) in Kalimantan, Indonesia,” Biol. Conserv., vol. 92, no. 1, pp. 15–24, 2000, doi: 10.1016/S0006-3207(99)00066-X.

Amalia Rezeki, Gusti Muhammad Hatta, Yudi Firmanul Arifin, and Rizmi Yunita, “Ecology of Endemic Primate Proboscis Monkeys at Curiak Island Area, South Kalimantan, Indonesia,” J. Multidisiplin Madani, vol. 3, no. 3, pp. 552–566, 2023, doi: 10.55927/mudima.v3i3.2459.

J. Choi and S. Lee, “Application of habitat evaluation procedure with quantifying the eco-corridor in the process of environmental impact assessment,” Int. J. Environ. Res. Public Health, vol. 16, no. 8, pp. 1–14, 2019, doi: 10.3390/ijerph16081437.

T. Toulec, S. Lhota, H. Soumarová, A. K. S. Putera, and W. Kustiawan, “Shrimp farms, fire or palm oil? Changing causes of proboscis monkey habitat loss,” Glob. Ecol. Conserv., vol. 21, 2020, doi: 10.1016/j.gecco.2019.e00863.

A. Nurliani, A. Rezeki, S. Istiqomah, Rusmiati, and F. F. Hoesain, “Daily behavioral activities of the proboscis monkey ( Nasalis larvatus Wurmb) in the Bekantan Rescue Center, Sahabat Bekantan Indonesia foundation,” IOP Conf. Ser. Earth Environ. Sci., vol. 976, no. 1, 2022, doi: 10.1088/1755-1315/976/1/012013.

L. INDRIYANI, L. A. GANDRI, N. U. R. ARAFAH, S. BANA, V. FITRIANI, and B. BASUKI, “Analisis Spasial Temporal Environmental Critical Index (ECI) Kota Kendari: Spatial Temporal Analysis of Environmental Critical Index (ECI) in Kendari,” J. Teknol. Lingkung., vol. 24, no. 2 SE-RESEARCH ARTICLES, pp. 149–156, Jul. 2023, doi: 10.55981/jtl.2023.996.

V. A. Bento, I. F. Trigo, C. M. Gouveia, and C. C. DaCamara, “Contribution of Land Surface Temperature (TCI) to Vegetation Health Index: A comparative study using clear sky and all-weather climate data records,” Remote Sens., vol. 10, no. 9, 2018, doi: 10.3390/rs10091324.

U. Gessner, S. Reinermann, S. Asam, and C. Kuenzer, “Vegetation Stress Monitor—Assessment of Drought and Temperature-Related Effects on Vegetation in Germany Analyzing MODIS Time Series over 23 Years,” Remote Sens., vol. 15, no. 22, 2023, doi: 10.3390/rs15225428.

N. Li and J. Wang, “Comprehensive Eco-Environment Quality Index Model with Spatiotemporal Characteristics,” Sensors, vol. 22, no. 24, 2022, doi: 10.3390/s22249635.

F. Folega et al., “Geo-Based Assessment of Vegetation Health Related to Agroecological Practices in the Southeast of Togo,” Appl. Sci., vol. 13, no. 16, 2023, doi: 10.3390/app13169106.

I. Matsuda et al., “Population dynamics of the proboscis monkey Nasalis larvatus in the Lower Kinabatangan, Sabah, Borneo, Malaysia,” Oryx, vol. 54, no. 4, pp. 583–590, 2020, doi: DOI: 10.1017/S0030605318000467.

B. Alahmad, L. P. Tomasso, A. Al-Hemoud, P. James, and P. Koutrakis, “Spatial distribution of land surface temperatures in Kuwait: Urban heat and cool Islands,” Int. J. Environ. Res. Public Health, vol. 17, no. 9, pp. 1–11, 2020, doi: 10.3390/ijerph17092993.

K. Onačillová, M. Gallay, D. Paluba, A. Péliová, O. Tokarčík, and D. Laubertová, “Combining Landsat 8 and Sentinel-2 Data in Google Earth Engine to Derive Higher Resolution Land Surface Temperature Maps in Urban Environment,” Remote Sens., vol. 14, no. 16, 2022, doi: 10.3390/rs14164076.

L. K. Torres Gil, D. Valdelamar Martínez, and M. Saba, “The Widespread Use of Remote Sensing in Asbestos, Vegetation, Oil and Gas, and Geology Applications,” Atmosphere (Basel)., vol. 14, no. 1, 2023, doi: 10.3390/atmos14010172.

T. Atmoko, T. Toulec, S. Lhota, and Darman, “Population status of proboscis monkeys in Balikpapan Bay and their potential survival challenges in Nusantara, the proposed new capital city of Indonesia,” Environ. Monit. Assess., vol. 196, no. 2, p. 107, 2024, doi: 10.1007/s10661-023-12252-z.

J. Munshi-South and H. Bernard, “Genetic diversity and distinctiveness of the proboscis monkeys (Nasalis larvatus) of the Klias Peninsula, Sabah, Malaysia,” J. Hered., vol. 102, no. 3, pp. 342–346, 2011, doi: 10.1093/jhered/esr013.

H. Y. S. H. Nugroho et al., “Incorporating Traditional Knowledge into Science-Based Sociotechnical Measures in Upper Watershed Management: Theoretical Framework, Existing Practices and the Way Forward,” Sustain., vol. 15, no. 4, 2023, doi: 10.3390/su15043502.

G. B. Ainsworth, S. M. Redpath, M. Wilson, C. Wernham, and J. C. Young, “Integrating scientific and local knowledge to address conservation conflicts: Towards a practical framework based on lessons learned from a Scottish case study,” Environ. Sci. Policy, vol. 107, pp. 46–55, 2020, doi: https://doi.org/10.1016/j.envsci.2020.02.017.

D. L. Jiménez-Rodríguez et al., “Mapping Forest Degradation and Contributing Factors in a Tropical Dry Forest,” Front. Environ. Sci., vol. 10, 2022, doi: 10.3389/fenvs.2022.912873.

K. Gadekar, C. B. Pande, J. Rajesh, S. D. Gorantiwar, and A. A. Atre, “Estimation of Land Surface Temperature and Urban Heat Island by Using Google Earth Engine and Remote Sensing Data BT - Climate Change Impacts on Natural Resources, Ecosystems and Agricultural Systems,” C. B. Pande, K. N. Moharir, S. K. Singh, Q. B. Pham, and A. Elbeltagi, Eds. Cham: Springer International Publishing, 2023, pp. 367–389. doi: 10.1007/978-3-031-19059-9_14.

S. Jain, S. Sannigrahi, S. Sen, S. Bhatt, S. Chakraborti, and S. Rahmat, “Urban heat island intensity and its mitigation strategies in the fast-growing urban area,” J. Urban Manag., vol. 9, no. 1, pp. 54–66, 2020, doi: 10.1016/j.jum.2019.09.004.

S. Kandel, B. Gyawali, J. Sandifer, S. Shrestha, and S. Upadhaya, “Assessment of Urban Heat Islands (UHIs) Using Satellite-Derived Normalized Difference Vegetation Index (NDVI), and Land Surface Temperature (LST) in Three Metropolitan Cities of Nepal,” Banko Janakari, vol. 32, no. 2, pp. 37–51, 2022, doi: 10.3126/banko.v32i2.50895.

A. N. Fajrina, Y. S. Hijri, A. Roziqin, and A. Rezeki, “Collaborative Governance of Narsalis larvatus (Wurmb, 1787) Conservation in Barito Kuala Regency, Indonesia,” Ecol. Quest., vol. 34, no. 1, pp. 67–76, 2023, doi: 10.12775/EQ.2023.005.

A. Rezeki, G. M. Hatta, Y. F. Arifin, and R. Yunita, “Knowledge, Perception, and Participation of Proboscis Monkey Habitat Buffer Village Communities, Curiak Island Area,” Interdiscip. Soc. Stud., vol. 2, no. 4, pp. 1866–1876, 2023, doi: 10.55324/iss.v2i4.403.




DOI: https://doi.org/10.47738/jads.v5i4.334

Refbacks

  • There are currently no refbacks.



Barcode

Journal of Applied Data Sciences

ISSN:2723-6471 (Online)
Publisher:Bright Publisher
Website:http://bright-journal.org/JADS
Email:taqwa@amikompurwokerto.ac.id (principal contact)
  support@bright-journal.org (technical issues)

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0