Using Multi-Temporal Satellite Data to Analyse Phenological Responses of Rubber (Hevea brasiliensis) to Climatic Variations in South Sumatra, Indonesia
Article
Azizan, Fathin Ayuni, Astuti, Ike Sari, Aditya, Mohammad Irvan, Febbiyanti, Tri Rapani, Williams, A., Young, Anthony and Aziz, Ammar Abdul. 2021. "Using Multi-Temporal Satellite Data to Analyse Phenological Responses of Rubber (Hevea brasiliensis) to Climatic Variations in South Sumatra, Indonesia." Remote Sensing. 13 (15), pp. 1-23. https://doi.org/10.3390/rs13152932
| Article Title | Using Multi-Temporal Satellite Data to Analyse Phenological Responses of Rubber (Hevea brasiliensis) to Climatic Variations in South Sumatra, Indonesia |
|---|---|
| ERA Journal ID | 201448 |
| Article Category | Article |
| Authors | Azizan, Fathin Ayuni, Astuti, Ike Sari, Aditya, Mohammad Irvan, Febbiyanti, Tri Rapani, Williams, A., Young, Anthony and Aziz, Ammar Abdul |
| Journal Title | Remote Sensing |
| Journal Citation | 13 (15), pp. 1-23 |
| Article Number | 2932 |
| Number of Pages | 23 |
| Year | 2021 |
| Publisher | MDPI AG |
| Place of Publication | Switzerland |
| ISSN | 2072-4292 |
| Digital Object Identifier (DOI) | https://doi.org/10.3390/rs13152932 |
| Web Address (URL) | https://www.mdpi.com/2072-4292/13/15/2932 |
| Abstract | Land surface phenology derived from satellite data provides insights into vegetation responses to climate change. This method has overcome laborious and time-consuming manual ground observation methods. In this study, we assessed the influence of climate on phenological metrics of rubber (Hevea brasiliensis) in South Sumatra, Indonesia, between 2010 and 2019. We modelled rubber growth through the normalised difference vegetation index (NDVI), using eight-day surface reflectance images at 250 m spatial resolution, sourced from NASA’s Moderate Resolution Imaging Spectroradiometer (MODIS) Terra and Aqua satellites. The asymmetric Gaussian (AG) smoothing function was applied on the model in TIMESAT to extract three phenological metrics for each growing season: start of season (SOS), end of season (EOS), and length of season (LOS). We then analysed the effect of rainfall and temperature, which revealed that fluctuations in SOS and EOS are highly related to disturbances such as extreme rainfall and elevated temperature. Additionally, we observed inter-annual variations of SOS and EOS associated with rubber tree age and clonal variability within plantations. The 10-year monthly climate data showed a significant downward and upward trend for rainfall and temperature data, respectively. Temperature was identified as a significant factor modulating rubber phenology, where an increase in temperature of 1◦C advanced SOS by ~25 days and EOS by ~14 days. These results demonstrate the capability of remote sensing observations to monitor the effects of climate change on rubber phenology. This information can be used to improve rubber management by helping to identify critical timing for implementation of agronomic interventions. |
| Keywords | land surface phenology; TIMESAT; MODIS; NDVI; time series analysis; Sumatra |
| Byline Affiliations | University of Queensland |
| University of Malaysia Perlis, Malaysia | |
| University of Negeri Malang, Indonesia | |
| Indonesian Rubber Research Institute, Indonesia | |
| Library Services |
Permalink -
https://research.usq.edu.au/item/wz957/using-multi-temporal-satellite-data-to-analyse-phenological-responses-of-rubber-hevea-brasiliensis-to-climatic-variations-in-south-sumatra-indonesia
Download files
33
total views80
total downloads2
views this month3
downloads this month
Export as
Related outputs
Determining the optimum climate preseason for plant phenology analysis using rubber (Hevea brasiliensis) as a model
Azizan, Fathin Ayuni, Young, Anthony and Aziz, Ammar Abdul. 2022. "Determining the optimum climate preseason for plant phenology analysis using rubber (Hevea brasiliensis) as a model." Remote Sensing Letters. 13 (11), pp. 1121-1130. https://doi.org/10.1080/2150704X.2022.2131477Kinetics of slow release of nitrogen fertiliser from multi-layered nanofibrous structures
Javazmi, Leila, Young, Anthony, Ash, Gavin J. and Low, Tobias. 2021. "Kinetics of slow release of nitrogen fertiliser from multi-layered nanofibrous structures." Scientific Reports. 11, pp. 1-9. https://doi.org/10.1038/s41598-021-84460-xAustralia: A Continent Without Native Powdery Mildews? The First Comprehensive Catalog Indicates Recent Introductions and Multiple Host Range Expansion Events, and Leads to the Re-discovery of Salmonomyces as a New Lineage of the Erysiphales
Kiss, Levente, Vaghefi, Niloofar, Bransgrove, Kaylene, Dearnaley, John D. W., Takamatsu, Susumu, Tan, Yu Pei, Marston, Craig, Liu, Shu-Yan, Jin, Dan-Ni, Adorada, Dante L., Bailey, Jordan, Cabrera de Alvarez, Maria Graciela, Daly, Andrew, Dirchwolf, Pamela Maia, Jones, Lynne, Nguyen, Thuan Dat, Edwards, Jacqueline, Ho, Wellcome, Kelly, Lisa, ..., Braun, Uwe. 2020. "Australia: A Continent Without Native Powdery Mildews? The First Comprehensive Catalog Indicates Recent Introductions and Multiple Host Range Expansion Events, and Leads to the Re-discovery of Salmonomyces as a New Lineage of the Erysiphales." Frontiers in Microbiology. 11, pp. 1-31. https://doi.org/10.3389/fmicb.2020.01571Whole-Genome Data from Curtobacterium flaccumfaciens pv. flaccumfaciens Strains Associated with Tan Spot of Mungbean and Soybean Reveal Diverse Plasmid Profiles
Vaghefi, Niloofar, Adorada, Dante L., Huth, Lauren, Kelly, Lisa A., Poudel, Barsha, Young, Anthony and Sparks, Adam H.. 2021. "Whole-Genome Data from Curtobacterium flaccumfaciens pv. flaccumfaciens Strains Associated with Tan Spot of Mungbean and Soybean Reveal Diverse Plasmid Profiles." Molecular Plant-Microbe Interactions. 34 (10), pp. 1216-1222. https://doi.org/10.1094/MPMI-05-21-0116-AInvestigation of slow release of urea from biodegradable single- and double-layered hollow nanofibre yarns
Javazmi, Leila, Low, Tobias, Ash, Gavin and Young, Anthony. 2020. "Investigation of slow release of urea from biodegradable single- and double-layered hollow nanofibre yarns." Scientific Reports. 10 (1). https://doi.org/10.1038/s41598-020-76395-6Effect of various urea concentrations on nitrogen slow release from PLLA nanofiber mat
Javazmi, Leila, Low, Tobias, Young, Anthony and Ash, Gavin. 2020. "Effect of various urea concentrations on nitrogen slow release from PLLA nanofiber mat." 8th International Conference on Nanoscience and Nanotechnology (ICONN 2020). Brisbane, Australia 09 - 13 Feb 2020 Brisbane, Australia.Characterising the genotypic diversity of Curtobacterium flaccumfaciens pv. Flaccumfaciens, the cause of tan spot on mungbean
Vaghefi, Niloofar, Adorada, Dante, Adorada, Encarnacion, Kelly, Lisa, Young, Anthony and Sparks, Adam. 2019. "Characterising the genotypic diversity of Curtobacterium flaccumfaciens pv. Flaccumfaciens, the cause of tan spot on mungbean." 2019 Australian Summer Grains Conference: Enduring Farm Profitability (ASCG 2019). Gold Coast, Australia 08 - 10 Jul 2019What can we learn from population genomics studies of Curtobacterium flaccumfaciens pv. flaccumfaciens, the cause of tan spot on mungbean?
Vaghefi, N., Adorada, D., Adorada, E., Kelly, L., Young, A. and Sparks, A.. 2019. "What can we learn from population genomics studies of Curtobacterium flaccumfaciens pv. flaccumfaciens, the cause of tan spot on mungbean?" 22nd Biennial Australasian Plant Pathology Society Conference (APPS 2019): Strong Foundations, Future Innovations. Melbourne, Australia 25 - 28 Nov 2019Encapsulation of flutriafol fungicide into electrospun biodegredable poly (L-lactide) nanofibers
Javazmi, Leila, Low, Tobias, Ash, Gavin and Young, Anthony. 2018. "Encapsulation of flutriafol fungicide into electrospun biodegredable poly (L-lactide) nanofibers." 2018 Applied Nanotechnology and Nanoscience International Conference (ANNIC 2018). Berlin, Germany 22 - 24 Oct 2018Pressurised dewatering of sugarcane press mud for logistical transport efficiency and industrial reuse
Wieck, T., Bennett, J.McL., Redmond, T.W. and Young, A.. 2019. "Pressurised dewatering of sugarcane press mud for logistical transport efficiency and industrial reuse." Sugar Tech: an international journal of sugar crops and related industries. 21 (2), pp. 235-243. https://doi.org/10.1007/s12355-018-0621-3Improved RSD management in Harwood leads to record yields
Young, Anthony. 2017. "Improved RSD management in Harwood leads to record yields." 39th Annual Conference of the Australian Society of Sugar Cane Technologists (ASSCT 2017). Cairns, Australia 03 - 05 May 2017 Mackay, Australia.Fungal planet description sheets: 69-91
Crous, P. W., Groenewald, J. Z., Shivas, R. G., Edwards, J., Seifert, K. A., Alfenas, A. C., Alfenas, R. F., Burgess, T. I., Carnegie, A. J., Hardy, G. E. St J., Quaedvlieg, W., Young, A. J., McTaggart, A. R., Pascoe, I. G., Porter, I. J., Louis-Seize, G., Pereira, O. L., Hüberli, D., Jung, T., ..., White, G. P.. 2011. "Fungal planet description sheets: 69-91." Persoonia. 26, pp. 108-156. https://doi.org/10.3767/003158511X581723The effect of protein supplied in the growth medium on plant pathogen resistance
Lonhienne, Thierry G. A., Trusov, Yuri, Young, Anthony, Schmidt, Susanne and Paungfoo-Lonhienne, Chanyarat. 2014. "The effect of protein supplied in the growth medium on plant pathogen resistance." Plant Signaling and Behavior. 9 (10). https://doi.org/10.4161/15592324.2014.976159Effects of externally supplied protein on root morphology and biomass allocation in Arabidopsis
Lonhienne, Thierry G. A., Trusov, Yuri, Young, Anthony, Rentsch, Doris, Nasholm, Torgny, Schmidt, Susanne and Paungfoo-Lonhienne, Chanyarat. 2014. "Effects of externally supplied protein on root morphology and biomass allocation in Arabidopsis." Scientific Reports. 4, pp. 1-8. https://doi.org/10.1038/srep05055Molecular detection of diverse Leifsonia strains associated with sugarcane
Young, Anthony J. and Nock, Catherine J.. 2017. "Molecular detection of diverse Leifsonia strains associated with sugarcane." Plant Disease: an international journal of applied plant pathology. 101 (8), pp. 1422-1431. https://doi.org/10.1094/PDIS-01-17-0016-REGenerating and assessing chlorotic streak disease (CSD) ratings for twenty sugarcane varieties grown at Harwood
Young, Anthony, Davis, Wayne and Lokes, Steve. 2013. "Generating and assessing chlorotic streak disease (CSD) ratings for twenty sugarcane varieties grown at Harwood." Bruce, R. C. (ed.) 35th Annual Conference of the Australian Society of Sugar Cane Technologists (ASSCT 2013). Townsville, Australia 16 - 18 Apr 2013 Mackay, Australia.Efficient diagnosis of ratoon stunting disease of sugarcane by quantitative PCR on pooled leaf sheath biopsies
Young, Anthony J., Kawamata, Asuka, Ensbey, Mark A., Lambley, Eleanore and Nock, Catherine J.. 2016. "Efficient diagnosis of ratoon stunting disease of sugarcane by quantitative PCR on pooled leaf sheath biopsies." Plant Disease: an international journal of applied plant pathology. 100 (12), pp. 2492-2498. https://doi.org/10.1094/PDIS-06-16-0848-REPossible origin of ratoon stunting disease following interspecific hybridization of Saccharum species
Young, A. J.. 2016. "Possible origin of ratoon stunting disease following interspecific hybridization of Saccharum species." Plant Pathology. 65 (9), pp. 1403-1410. https://doi.org/10.1111/ppa.12545Seedbed inspections underestimate the overall incidence of ratoon stunting disease
Young, Anthony. 2016. "Seedbed inspections underestimate the overall incidence of ratoon stunting disease." International Sugar Journal: a technical and commercial periodical devoted entirely to the sugar and sweetener industry. 118 (1413), pp. 254-258.Insights into the epidemiology of chlorotic streak disease as determined by multiple field assessments
Young, Anthony and Ensbey, Mark. 2016. "Insights into the epidemiology of chlorotic streak disease as determined by multiple field assessments." International Sugar Journal: a technical and commercial periodical devoted entirely to the sugar and sweetener industry. 118 (March), pp. 216-220.Ramichloridium spp. on Musa in northern Queensland: introducing Ramichloridium ducassei sp. nov. on leaf streaks of Ducasse banana
Shivas, R. G., Grice, K. R. E. and Young, A. J.. 2011. "Ramichloridium spp. on Musa in northern Queensland: introducing Ramichloridium ducassei sp. nov. on leaf streaks of Ducasse banana." Australasian Plant Pathology. 40 (1), pp. 61-65. https://doi.org/10.1007/s13313-010-0014-xInsights into the epidemiology of chlorotic streak disease as determined by multiple field assessments
Young, Anthony and Ensbey, Mark. 2015. "Insights into the epidemiology of chlorotic streak disease as determined by multiple field assessments." Bruce, R. C. (ed.) 37th Annual Conference of the Australian Society of Sugar Cane Technologists (ASSCT 2015). Bundaberg, Australia 28 - 30 Apr 2015 Mackay, Australia.Novel diagnostic method for ratoon stunting disease: development and implications for RSD management
Young, Anthony J., Nock, Catherine J., Martin, Aimee and Ensbey, Mark. 2014. "Novel diagnostic method for ratoon stunting disease: development and implications for RSD management." Bruce, R. C. (ed.) 36th Annual Conference of the Australian Society of Sugar Cane Technologists (AASCT 2014). Gold Coast, Australia 29 Apr - 01 May 2014 Mackay, Australia.Reassessing RSD: insights from Harwood
Young, Anthony, Lokes, Steve, Davis, Wayne and Aitken, Bob. 2012. "Reassessing RSD: insights from Harwood." Bruce, R. C. (ed.) 34th Annual Conference of the Australian Society of Sugar Cane Technologists (ASSCT 2012). Palm Cove, Australia 01 - 04 May 2012 Mackay, Australia.Outbreak of angular leaf spot, caused by Xanthomonas fragariae, in a Queensland strawberry germplasm collection
Young, Anthony J., Marney, Thomas S., Herrington, Mark, Hutton, Don, Gomez, Apollo O., Villiers, Adam, Campbell, Paul R. and Geering, Andrew D. W.. 2011. "Outbreak of angular leaf spot, caused by Xanthomonas fragariae, in a Queensland strawberry germplasm collection." Australasian Plant Pathology. 40 (3), pp. 286-292. https://doi.org/10.1007/s13313-011-0045-yStem cankers on sunflower (Helianthus annuus) in Australia reveal a complex of pathogenic Diaporthe (Phomopsis) species
Thompson, S. M., Tan, Y. P., Young, A. J., Neate, S. M., Aitken, E. A. B. and Shivas, R. G.. 2011. "Stem cankers on sunflower (Helianthus annuus) in Australia reveal a complex of pathogenic Diaporthe (Phomopsis) species." Persoonia. 27, pp. 80-89. https://doi.org/10.3767/003158511X617110Reproductive biology of the onychophoran Euperipatoides rowelli
Sunnucks, Paul, Curach, Natalie C., Young, Anthony, French, Jordan, Cameron, Ray, Briscoe, Dave A. and Tait, Noel N.. 2000. "Reproductive biology of the onychophoran Euperipatoides rowelli." Journal of Zoology. 250, pp. 447-460. https://doi.org/10.1017/S0952836900004039This item comprises data from the following sources: Web of Science