Skip to main content

Advertisement

Log in

Insect pest scenario in Uttarakhand Himalayas, India, under changing climatic conditions

  • Original Paper
  • Published:
International Journal of Biometeorology Aims and scope Submit manuscript

Abstract

The Himalayan mountains are early indicators of climate change, wherein slight changes in climate can lead to a drastic variation in faunal diversity, distribution, invasion of fauna into higher altitudes, rapid population growth, shortening of life cycle and increased number of overwintering species. The insects best represent the faunal diversity. In recent years, due to variation in pattern of rainfall and temperature regimes, several insect pests have moved northwards and are posing great threat to hill agriculture. Few among them are greenhouse whiteflies, thrips and mites in protected cultivation system; blister beetles on flowers of cereals, pulses and oilseeds; invasive insect pests like fall armyworm of maize and tomato pin worm and sporadic pests like grasshoppers that are reaching a status of major key pest in various crops. Keeping in mind the phenomenon of climate change and associated changes in pest population, the present article focuses on emerging insect pest problems in cereals, millets, pulses, oilseeds and vegetables of Indian Himalayas, along with their changing population density with respect to different climatic parameters, the per cent increase in the pest damage over the years and their potential of gaining the status of major pests in near future and causing huge economic losses to hill agriculture.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Abdallah YEY, Youssef LA (2017) Impact of sowing dates and certain climatic factors on the population dynamics of key insect pests of maize plants. J Plant Prot Pathol 8(3):141–149

    Google Scholar 

  • Adhikari B, Bhusal P, Kafle K, KC R, (2021) Effects of different weather parameters on insect pest incidence in paddy in Sundarbazar Lamjung. TAEC 2(2):82–86

    Google Scholar 

  • Afroz M, Amin MR, Miah MR, Hossain MM (2019) Effects of weather on the abundance and infestation of major insect pests of sweet gourd in Gazipur. Bangladesh J Zool 47(2):285–291

    Article  Google Scholar 

  • Ahmad T, Muhammad W H, Jamil M, Iqbal J (2016) Population dynamics of aphids (Hemiptera: Aphididae) on wheat varieties (Triticum aestivum L.) as affected by abiotic conditions in Bahawalpur, Pakistan. Pak J Zool 48(4):1039–1044.

  • Akbar WA, Asif MU, Muhammad RA, Muhammad TM (2016) Bio-efficacy of different plant extracts against mustard aphid (Lipaphis erysimi) on canola. Pak J Entomol 31(2):189–196

    Google Scholar 

  • Al-Ajlan AEA (2007) Relationship of whitefly infestation to vegetables with the environmental conditions in Al-Hasa. Saudi Arabia JPD 12(1):201–210

    Google Scholar 

  • Ali MP, Huang D, Nachman G, Ahmed N, Begum MA, Rabbi MF (2014) Will climate change affect outbreak patterns of planthoppers in Bangladesh? PLoS One 9(3):e91678

    Article  CAS  Google Scholar 

  • Amer Rasul MY, Mansoor-ul-Hasan SZ, Muhammad Sagheer HU, Ali RA, Ayub MB, Amjad F, Iqbal M, Ullah S, Siddique MA (2019) Population fluctuations of rice leaf folder, Cnaphalocrocis medinalis Guenée (Lepidoptera: Pyralidae) in relation to the meteorological factors. Pak Entomol 41(2):141–145

    Google Scholar 

  • Axelsen A Jr (2009) Simulation studies of Senegalese grasshopper ecosystem interactions I: the ecosystem model. Int J Pest Manag 55(2):85–97

    Article  CAS  Google Scholar 

  • Bajwa AA, Farooq M, Al-Sadi AM, Nawaz A, Jabran K, Siddique KH (2020) Impact of climate change on biology and management of wheat pests. J Crop Prot 137:105304

    Article  CAS  Google Scholar 

  • Bal AB, Ouambama Z, Moumouni A, Dieng I, Maiga IH, Gagare S, Axelsen JA (2015) A simple tentative model of the losses caused by the Senegalese grasshopper, Oedaleus senegalensis (Krauss 1877) to millet in the Sahel. Int J Pest Manag 61(3):198–203

    Article  Google Scholar 

  • Bavisa R, Parmar GM, Hirapara MM, Acharya MF (2018) Population dynamics of mustard aphid, Lipaphis erysimi (Kaltenbach) on mustard in relation to different weather parameters. J Pharmacogn Phytochem 7(4):394–396

    Google Scholar 

  • Bebber DP, Ramotowski MA, Gurr SJ (2013) Crop pests and pathogens move polewards in a warming world. Nat Clim Change 3(11):985

    Article  Google Scholar 

  • Bhatt J C, Arunkumar R, Stanley J (2015) Climate change and hill agriculture in northwest Himalaya. Climate Change Modelling, Planning and Policy for Agriculture 167–178.

  • Bhutiyani MR, Kale VS, Pawar NJ (2007) Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century. Clim Change 85(1–2):159–177

    Article  Google Scholar 

  • Campos MR, Amiens-Desneux E, Béarez P, Soares MA, Ponti L, Biondi A, Harwood JD, Desneux N (2021) Impact of low temperature and host plant on Tuta absoluta. Entomol Exp Appl 169(11):984–996

    Article  Google Scholar 

  • Choudhary JS (2016) Influence of weather parameters on population dynamics of thrips and mites on summer season cowpea in Eastern Plateau and Hill region of India. J Agrometeorol 18(2):296–299

    Article  Google Scholar 

  • Crowley TJ (2000) Causes of climate change over the past 1000 years. Science 289(5477):270–277

    Article  CAS  Google Scholar 

  • Das A, Thoithoi Devi M, Babu S, Ansari M, Layek J, Bhowmick SN, Yadav GS, Singh R (2018) Cereal-legume cropping system in Indian Himalayan region for food and environmental sustainability. In: Meena R., Das A., Yadav G., Lal R. (eds) Legumes for Soil Health and Sustainable Management. Springer, Singapore. 33–76 https://doi.org/10.1007/978-981-13-0253-4_2

  • Embaby EE, Lotfy DE (2016) Controlling cabbage aphid (Brevicoryne brassicae L.) using isolated mycoinsecticides. J Plant Prot Pathol 7(1):73–77

    Google Scholar 

  • Fallot JM, Barry RG, Hoogstrate D (1997) Variations of mean cold season temperature, precipitation and snow depths during the last 100 years in the former Soviet Union (FSU). Hydrol Sci J 42(3):301–327

    Article  CAS  Google Scholar 

  • Gamarra H, Sporleder M, Carhuapoma P, Kroschel J, Kreuze J (2020) A temperature-dependent phenology model for the greenhouse whitefly Trialeurodes vaporariorum (Hemiptera: Aleyrodidae). Virus Res 289:198107

    Article  CAS  Google Scholar 

  • Govind KC, Karki TB, Shrestha J, Achhami BB (2015) Status and prospects of maize research in Nepal. JMRD 1(1):1–9

    Google Scholar 

  • Guimapi RY, Mohamed SA, Okeyo GO, Ndjomatchoua FT, Ekesi S, Tonnang HE (2016) Modeling the risk of invasion and spread of Tuta absoluta in Africa. Ecol Complex 28:77–93

    Article  Google Scholar 

  • Haq M, Mia MAT, Rabbi MF, Ali MA (2010) Incidence and severity of rice diseases and insect pests in relation to climate change. In: Lal R., Sivakumar M., Faiz S., Mustafizur Rahman A., Islam K. (eds) Climate Change and Food Security in South Asia. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-9516-9_27

  • Hayat U, Qin H, Zhao J, Akram M, Shi J, Ya Z (2021) Variation in the potential distribution of Agrotis ipsilon (Hufnagel) globally and in Pakistan under current and future climatic conditions. Plant Prot Sci 57(2):148–158

    Article  Google Scholar 

  • Hulle M, d’Acier AC, Bankhead-Dronnet S, Harrington R (2010) Aphids in the face of global changes. C R Biol 333(6–7):497–503

    Article  Google Scholar 

  • Hussain D, Asrar M, Khalid B, Hafeez F, Saleem M, Akhter M, Ahmed M, Ali I, Hanif K (2021) Insect pests of economic importance attacking wheat crop (Triticum aestivum L.) in Punjab, Pakistan. Int J Trop Insect Sci1–12.

  • Hussain M, Akbar R, Malik MF, Kazam SN, Zainab T (2017) Diversity, distribution and seasonal variations of grasshopper populations in Sialkot, Punjab, Pakistan. PAB 6(4):1372–1381

    Article  Google Scholar 

  • Indiastat (2021) <https://www.indiastat.com/data/agriculture/ladys-finger-okra/data-year/all-years/2020.pdf> accessed 25.12.2021.

  • IPCC CC (2001) The scientific basis. IPCC Third Assessment Report of Working Group I.

  • IPCC CC (2007) The physical science basis. Contribution of working group I to the fourth assessment report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 996.

  • Jambagi SR, Kambrekar DN, Mallapur CP, Naik VR (2021) Status of shoot fly (Atherigona spp.) incidence in wheat in major wheat growing districts of North Karnataka. J Pharm Innov SP-10(11):2032–2035.

  • Jat H, Nagar R, Swaminathan R, Ameta OP (2017) Population dynamics of blister beetles on pulses in South West Rajasthan. Indian j Entomol 79(3):284–288

    Article  Google Scholar 

  • Kalaisekar A, Padmaja PG, Bhagwat JV, Patil JV (2016) Insect pests of millets: systematics, bionomics, and management. Academic Press

    Google Scholar 

  • Karl TR, Knight RW, Easterling DR, Quayle RG (1996) Indices of climate change for the United States. Bull Am Meteorol Soc 77(2):279–292

    Article  Google Scholar 

  • Khan AS, Ashfaq M, Intizar-ul-Hassan MA (2011) A new mite species of genus Amblyseius, Berlese (Acarina: Phytoseiidae) from Samasatta, Pakistan. J Agric Res 49(2)

  • Khan MM, Alam MZ, Rahman MM, Miah MI, Hossain MM (2012) Influence of weather factors on the incidence and distribution of pumpkin beetle infesting cucurbits. Bangladesh J Agric Res 37(2):361–367

    Article  Google Scholar 

  • Khursheed S, Raj D, Ganie NA (2013) Population dynamics of red pumpkin beetle on cucumber in mid-hill Himalayas. J Appl Hortic 15(2):5–12

    Article  Google Scholar 

  • Knappenberger PC, Michaels PJ, Davis RE (2001) Nature of observed temperature changes across the United States during the 20th century. Clim Res 17(1):45–53

    Article  Google Scholar 

  • Kolte SJ (2018) Diseases of annual edible oilseed crops: Volume II: rapeseed-mustard and sesame diseases. CRC press

  • Kumar K, Joshi S, Joshi V (2008) Climate variability, vulnerability, and coping mechanism in Alaknanda catchment, Central Himalaya, India. Ambio 37:286–291

    Article  Google Scholar 

  • Kundra KK, Chakravarty MK, Kumari A (2020) Influence of abiotic factors on the shoot fly (Atherigona pulla Wiede) infestation. Int J Curr Microbiol 9(6):4037–4043

    Article  CAS  Google Scholar 

  • Leksono AS, Yanuwiadi B, Afandhi A, FARHAN M, Zairina A (2020) The abundance and diversity of grasshopper communities in relation to elevation and land use in Malang, Indonesia. Biodiversitas 21(12)

  • Mandal A, Mondal RP (2018) Impact of weather parameterson yellow stem borer. Res J Life Sci 4(6):731–739

    Google Scholar 

  • McDougall S (2009) Silverleaf whitefly in vegetables.

  • Mishra SK, Kanwat PM (2018) Seasonal incidence of mustard aphid, Lipaphis erysimi (Kalt) and its major predator on mustard and their correlation with abiotic factors. J Entomol Zool Stud 6(3):831–836

    Google Scholar 

  • Monica VL, Kumar A, Chand H, Paswan S, Kumar S (2014) Population dynamics of Tetranychus urticae Koch on brinjal crop under north Bihar conditions. Pest Management in Horticultural Ecosystems 20(1):47–49

    Google Scholar 

  • Morshed MN, Uddin ME, Hera MHR, Sultana N (2020) Effect of temperature, rainfall and relative humidity on seasonal incidence of major rice insect pests. Int J Biosci 17(6):92–102

    Google Scholar 

  • Nag S, Chaudhary JL, Shori SR, Netam J, Sinha HK (2018) Influence of weather parameters on population dynamics of yellow stem borer (YSB) in rice crop at Raipur. J Pharmacogn Phytochem 7(4):37–44

    Google Scholar 

  • Navas-Castillo J, Fiallo-Olive E, Sanchez-Campos S (2011) Emerging virus diseases transmitted by whiteflies. Annu Rev Phytopathol 49:219–248

    Article  CAS  Google Scholar 

  • Negi GCS, Palni LMS (2010) Responding to the challenges of climate change: mountain specific issues. Climate Change, Biodiversity and Ecological Security in the South Asian Region. Mac-Millan Publishers India Ltd., New Delhi 293–307.

  • Negi GCS, Samal PK, Kuniyal JC, Kothyari BP, Sharma RK, Dhyani PP (2012) Impact of climate change on the western Himalayan mountain ecosystems: an overview. Trop Ecol 53(3):345–356

    Google Scholar 

  • Ntiri E S (2015) Estimating the impacts of climate change on interactions between different lepidopteran stemborer species (Doctoral dissertation, North-West University).

  • Nurzannah SE, Girsang SS, Girsang MA, Effendi R (2020) Impact of climate change to fall armyworm attack on maize in Karo District, North Sumatera. In IOP Conference Series: Earth and Environmental Science (Vol. 484, No. 1, p. 012111). IOP Publishing.

  • Padmavathi C, Katti G, Sailaja V, Padmakumari AP, Jhansilakshmi V, Prabhakar M, Prasad YG (2013) Temperature thresholds and thermal requirements for the development of the rice leaf folder. Cnaphalocrocis Medinalis J Insect Sci 13(1):96

    Google Scholar 

  • Pandi GGP, Chander S, Singh MP, Pathak H (2018) Impact of elevated CO2 and temperature on brown planthopper population in rice ecosystem. Proc Natl Acad Sci India Sect B Biol Sci 88(1):57–64

    Article  Google Scholar 

  • Paschapur AU, Subbanna ARNS, Sharma D, Khulbe RK, Mishra KK, Kant L (2021) Report of maize fall armyworm [Spodoptera frugiperda (J E Smith)] in Uttarakhand Himalayas, India and deciphering its possible invasion. J Exp Zool India 24:1347–1353

    Google Scholar 

  • Patel SR, Awasthi AK, Tomar RKS (2004) Assessment of yield losses in mustard (Brassica juncea L.) due to mustard aphid (Lipaphis erysimi Kalt.) under different thermal environments in Eastern Central India. Appl Ecol Environ Res 2(1):1–15

    Article  Google Scholar 

  • Prasannakumar NR, Chander S (2014) Weather-based brown planthopper prediction model at Mandya, Karnataka. Journal of Agrometeorology 16(1):126

    Article  Google Scholar 

  • Premalatha K, Chinniah C, Ravikumar A, Parthiban P (2016) Seasonal incidence and influence of weather factors on population dynamics of two spotted spider mite, Tetranychus urticae Koch in Tomato eco-system. Ann Plant Sci 24(2):232–235

    Google Scholar 

  • Raina N, Khuman YSC, Rao KS, Sreekesh S (2014) Comparative analysis of species distribution modeling of Daphne papyracea in Dabka Watershed Nainital District. Uttarakhand J Environ Earth Sci 4:19–30

    Google Scholar 

  • Rajendran T P, Singh D (2016) Insects and pests. In Ecofriendly Pest Management for Food Security (pp. 1–24). Academic Press.

  • Ramirez-Cabral NYZ, Kumar L, Shabani F (2017) Future climate scenarios project a decrease in the risk of fall armyworm outbreaks. J Agric Sci 155:1219–1238

    Article  Google Scholar 

  • Rao KS, Saxena KG (1996) Minor forest products’ management: problems and prospects in remote high altitude villages of Central Himalaya. Int J Sustain Dev World Ecol 3(1):60–70

    Article  Google Scholar 

  • Rebetez M, Dobbertin M (2004) Climate change may already threaten Scots pine stands in the Swiss Alps. Theor Appl Climatol 79(1–2):1–9

    Article  Google Scholar 

  • Sahay G, Sharma BK, Gupta HS, Pathak KA, Prasad MS (1999) Biotic stresses of pulses in North Eastern Hill regions of India. Indian J Hill Farm 12(1/2):8–16

    Google Scholar 

  • Sampaio MV, Korndörfer AP, Pujade-Villar J, Hubaide JE, Ferreira SE, Arantes SO, Bortoletto DM, Guimarães CM, Sánchez-Espigares JA, Caballero-López B (2017) Brassica aphid (Hemiptera: Aphididae) populations are conditioned by climatic variables and parasitism level: a study case of Triângulo Mineiro. Brazil Bull Entomol Res 107(3):410–418

    Article  CAS  Google Scholar 

  • Semwal R, Nautiyal S, Sen KK, Rana U, Maikhuri RK, Rao KS, Saxena KG (2004) Patterns and ecological implications of agricultural land-use changes: a case study from central Himalaya. India Agric Ecosyst Environ 102(1):81–92

    Article  Google Scholar 

  • Sharma HC (2016) Climate change vis-a-vis pest management.

  • Sharma HC, Davies J C (1988). Insect and other animal pests of millets.

  • Sharma KP, Vorosmarty CJ, Moore B (2000) Sensitivity of the Himalayan hydrology to land-use and climatic changes. Clim Change 47(1–2):117–139

    Article  CAS  Google Scholar 

  • Sharma PL, Gavkare O (2017) New distributional record of invasive pest Tuta absoluta (Meyrick) in North-Western Himalayan Region of India. Natl Acad Sci Lett 40(3):217–220

    Article  CAS  Google Scholar 

  • Sharma SK (2014) Field evaluation of insecticides for controlling cutworm damaging potato in highlands of north-west Himalaya. Res Crop 15(1):192–197

    Article  Google Scholar 

  • Shinde PB, Naik KV, Golvankar GM, Jalgaonkar VN, Shinde BD (2018) Influence of abiotic factors on relative abundance of fruit flies (Diptera: Tephritidae) infesting cucumber. J Entomol Zool Stud 6(5):16–18

    Google Scholar 

  • Shrestha S (2019) Effects of climate change in agricultural insect pest. Acta Sci Agricul 3(12):74–80

    Article  Google Scholar 

  • Singh K, Maikhuri RK, Rao KS, Saxena KG (2008) Characterizing land-use diversity in village landscapes for sustainable mountain development: a case study from Indian Himalaya. Environmentalist 28(4):429–445

    Article  Google Scholar 

  • Singh R, Singh D, Rao VUM (2007) Effect of abiotic factors on mustard aphid (Lipaphis erysimi kalt.) on Indian brassica. Indian J Agric Res 41(1):67–70.

  • Singh SP, Singh V, Skutsch M (2010) Rapid warming in the Himalayas: ecosystem responses and development options. Clim Dev 2(3):221–232

    Article  Google Scholar 

  • Stanley J, Aditya JP, Bhatt JC, Pandey SC, Agrawal PK (2009) Change in pest spectrum of rice under changing climatic situations in NW Himalayan hills. In: National conference on pest biodiversity in rice and their management under changed climate, CRRI, Cuttack, India.

  • Stanley J, Gupta JP, Rai D (2015). Population dynamics of fruit flies, Bactrocera spp. in North Western Himalaya.

  • Stoeckli S, Hirschi M, Spirig C, Calanca P, Rotach MW, Samietz J (2012) Impact of climate change on voltinism and prospective diapause induction of a global pest insect–Cydia pomonella (L.). PloS one 7(4).

  • Subbanna AR, Stanley J, Deol A, Gupta JP, Mishra PK, Sushil SN, Jain SK, Bhatt JC, Paschapur A (2020) Field evaluation of native white grub bio-agent, Bacillus cereus strain WGPSB-2 in Uttarakhand Himalayas and its impact on soil microbiota.

  • Subbanna AR, Stanley J, Jain SK, Bhatt JC, Bisht JK (2016) Phylogeny and genetic divergence of Indian Himalayan population of Anomala dimidiata (Coleoptera: Scarabaeidae) inferred from mitochondrial DNA sequences. Agric Res 5(1):64–71

    Article  Google Scholar 

  • Sushil SN, Mohan M, Selvakumar G, Bhatt JC (2006) Relative abundance and host preference of white grubs (Coleoptera: Scarabaeidae) in Kumaon hills of Indian Himalayas. Indian J Agric Sci 76(5):338–339

    Google Scholar 

  • Sushil SN, Pant SK, Bhatt JC (2004) Light trap catches of white grub and its relation with climatic factors. Ann Plant Sci 12(2):254–256

    Google Scholar 

  • Sushil SN, Stanley J, Mohan M, Selvakumar G, Rai D, Rahman A, Pandey S, Bhatt JC, Gupta HS (2022) Management of white grubs through a novel technology in Uttarakhand hills of North-West Himalayas.

  • Thakur NA, Firake DM, Behere GT, Firake PD, Saikia K (2012) Biodiversity of agriculturally important insects in north eastern Himalaya: an overview. Indian Journal of Hill Farming 25(2):37–40

    Google Scholar 

  • Tripathi RS, Sah VK (2001) Material and energy flows in high-hill, mid-hill and valley farming systems of Garhwal Himalaya. Agric Ecosyst Environ 86(1):75–91

    Article  Google Scholar 

  • Vishvakarma SCR, Kuniyal JC, Rao KS (2003) Climate change and its impact on apple cropping in Kullu Valley, North-West Himalaya, India. In: 7th International Symposium on Temperate Zone Fruits in the Tropics and Subtropics., 14–18 October, Nauni-Solan (H.P).

  • Vuille M, Bradley RS, Werner M, Keimig F (2003) 20th century climate change in the tropical Andes: observations and model results. Climate variability and change in high elevation regions: Past, present and future. Springer, Dordrecht, pp 75–99

    Chapter  Google Scholar 

  • War AR, Taggar GK, War MY, Hussain B (2016) Impact of climate change on insect pests, plant chemical ecology, tritrophic interactions and food production. Int J Biol Sci 1(02):16–29

    Google Scholar 

  • Yadav RR, Park WK, Singh J, Dubey B (2004) Do the western Himalayas defy global warming?. Geophys Res Lett 31(17).

  • Zhai P, Sun A, Ren F, Liu X, Gao B, Zhang Q (1999) Changes of climate extremes in China. Weather and Climate extremes. Springer, Dordrecht, pp 203–218

    Chapter  Google Scholar 

  • Zhang Y, Fan J, Fu Y, Francis F, Chen J (2019) Plant-mediated interactions between two cereal aphid species: promotion of aphid performance and attraction of more parasitoids by infestation of wheat with phytotoxic aphid Schizaphis graminum. Agric Food Chem 67(10):2763–2773

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors thank the Director, ICAR-Vivekananda Parvatiya Krishi Anusandhan Sansthan (VPKAS), Almora, for providing facilities and guidance for taking up surveys and experiments at a right time to collect information regarding pest invasion and pest damage in different parts of Uttarakhand.

Funding

The authors received financial support provided by AINP on white grubs and soil arthropod pests and Indian Council of Agriculture Research, New Delhi.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Amit Paschapur.

Ethics declarations

All the authors have thoroughly reviewed the article and given their consent for publication of the article to “International Journal of Biometeorology”.

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Paschapur, A., Subbanna, A.R.N.S., Gupta, J. et al. Insect pest scenario in Uttarakhand Himalayas, India, under changing climatic conditions. Int J Biometeorol 66, 1445–1460 (2022). https://doi.org/10.1007/s00484-022-02289-z

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00484-022-02289-z

Keywords

Navigation