Abstract
In this study, characteristics of summer monsoon rainfall (SMR) are investigated for two regions, West Coast (WC) and Central India (CI), in the Indian subcontinent during 1901–2020. We classified rain events into different intensity bins, viz. dry, low, moderate, high, very high and extreme. SMR in CI exhibits a significant decreasing trend of −5.6 mm season−1 decade−1. Similarly, a significant increasing trend in low and decreasing trend in very high intensity bins are noticed. In WC, the extreme intensity bin shows a significant increasing trend. From the coherence analysis of intensity bins between WC and CI, it is found that the correlation of rain events increased during 1991–2020, especially in extreme intensity bins. Analysis of the relationship of SMR with global sea surface temperature (SST) was carried out. The relationship of WC-rainfall with the Arabian Sea (AS) and the Bay of Bengal (BoB) SST shows significant changes from 1950. The correlation was previously positive but became negative after 1950. CI-rainfall shows a significant positive correlation with the southwest Pacific Ocean (SWPO) SST before 1960, and thereafter it became negative. Extreme intensity bin correlation with the Niño 3 index has changed from 1960 in both WC and CI regions. When the SST variations in various ocean domains are examined, it is discovered that the SST is increasing significantly in the AS, BoB, north central Pacific Ocean (NCPO), Niño 3, SWPO, and north Atlantic Ocean (NAO). In general, recent changes in rainfall and rainfall-SST relationship clearly indicate the climate shift.
Similar content being viewed by others
Data Availability Statement
Data sets used in the present study are given adequately in the data section of the paper. The rainfall, SST, Nino indices and NCEP/NCAR reanalysis data sets are available in the websites https://www.imdpune.gov.in, https://www.metoffice.gov.uk, https://origin.cpc.ncep.noaa.gov and https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html, respectively.
References
Ajayamohan, R. S., & Rao, S. A. (2008). Indian Ocean dipole modulates the number of extreme rainfall events over India in a warming environment. Journal of the Meteorological Society of Japan Series II, 86(1), 245–252.
Ashok, K., Behera, S. K., Rao, S. A., Weng, H., & Yamagata, T. (2007). El Niño Modoki and its possible teleconnection. Journal of Geophysical Research: Oceans. https://doi.org/10.1029/2006JC003798
Ashok, K., Guan, Z., & Yamagata, T. (2001). Impact of the Indian Ocean dipole on the relationship between the Indian monsoon rainfall and ENSO. Geophysical Research Letters, 28(23), 4499–4502.
Asoka, A., Gleeson, T., Wada, Y., & Mishra, V. (2017). Relative contribution of monsoon precipitation and pumping to changes in groundwater storage in India. Nature Geoscience, 10(2), 109–117.
Bisht, D. S., Chatterjee, C., Raghuwanshi, N. S., & Sridhar, V. (2018). Spatio-temporal trends of rainfall across Indian river basins. Theoretical and Applied Climatology, 132(1), 419–436.
Burns, S. J., Fleitmann, D., Matter, A., Kramers, J., & Al-Subbary, A. A. (2003). Indian Ocean climate and an absolute chronology over Dansgaard/Oeschger events 9–13. Science, 301(5638), 1365–1367.
Chou, C., Ryu, D., Lo, M. H., Wey, H. W., & Malano, H. M. (2018). Irrigation-induced land–atmosphere feedbacks and their impacts on Indian summer monsoon. Journal of Climate, 31(21), 8785–8801.
Dash, S. K., Jenamani, R. K., Kalsi, S. R., & Panda, S. K. (2007). Some evidence of climate change in twentieth-century India. Climatic Change, 85(3), 299–321.
Dash, S. K., Nair, A. A., Kulkarni, M. A., & Mohanty, U. (2011). Characteristic changes in the long and short spells of different rain intensities in India. Theoretical and Applied Climatology, 105, 563–570.
De, U. S., Dube, R. K., & Rao, G. P. (2005). Extreme weather events over India in the last 100 years. Journal of Indian Geophysical Union, 9(3), 173–187.
Deshpande, N. R., Kothawale, D. R., & Kulkarni, A. (2016). Changes in climate extremes over major river basins of India. International Journal of Climatology, 36(14), 4548–4559.
Dong, B., & Dai, A. (2015). The influence of the interdecadal Pacific oscillation on temperature and precipitation over the globe. Climate Dynamics, 45(9), 2667–2681.
Dong, B., Dai, A., Vuille, M., & Timm, O. E. (2018). Asymmetric modulation of ENSO teleconnections by the interdecadal Pacific oscillation. Journal of Climate, 31(18), 7337–7361.
Gadgil, S., & Gadgil, S. (2006). The Indian monsoon, GDP and agriculture. Economic and Political Weekly, 41, 4887–4895.
Gadgil, S., & Kumar, K. R. (2006). The Asian monsoon—agriculture and economy. The Asian monsoon (pp. 651–683). Springer.
Ghosh, S., Vittal, H., Sharma, T., Karmakar, S., Kasiviswanathan, K., Dhanesh, Y., Sudheer, K., & Gunthe, S. (2016) Indian summer monsoon rainfall: implications of contrasting trends in the spatial variability of means and extremes. PloS one, 11(7), e0158670.
Goswami, B. N. (2005). South asian monsoon. Intraseasonal variability in the atmosphere-ocean climate system (pp. 19–61). Springer.
Goswami, B. N., Madhusoodanan, M. S., Neema, C. P., & Sengupta, D. (2006a). A physical mechanism for North Atlantic SST influence on the Indian summer monsoon. Geophysical Research Letters. https://doi.org/10.1029/2005GL024803
Goswami, B. B., Mukhopadhyay, P., Mahanta, R., & Goswami, B. N. (2010). Multiscale interaction with topography and extreme rainfall events in the northeast Indian region. Journal of Geophysical Research: Atmospheres. https://doi.org/10.1029/2009JD012275
Goswami, B. N., Venugopal, V., Sengupta, D., Madhusoodanan, M., & Xavier, P. K. (2006b). Increasing trend of extreme rain events over India in a warming environment. Science, 314, 1442–1445.
Guhathakurta, P., Rajeevan, M., Sikka, D. R., & Tyagi, A. (2015). Observed changes in southwest monsoon rainfall over India during 1901–2011. International Journal of Climatology, 35(8), 1881–1898.
Guhathakurta, P., Sreejith, O. P., & Menon, P. A. (2011). Impact of climate change on extreme rainfall events and flood risk in India. Journal of Earth System Science, 120(3), 359–373.
Gupta, A. K., Anderson, D. M., & Overpeck, J. T. (2003). Abrupt changes in the Asian southwest monsoon during the Holocene and their links to the North Atlantic Ocean. Nature, 421(6921), 354–357.
Hrudya, P. H., Varikoden, H., & Vishnu, R. (2021). A review on the Indian summer monsoon rainfall, variability and its association with ENSO and IOD. Meteorology and Atmospheric Physics, 133(1), 1–14.
Hrudya, P. H., Varikoden, H., Vishnu, R., & Kuttippurath, J. (2020). Changes in ENSO-monsoon relations from early to recent decades during onset, peak and withdrawal phases of Indian summer monsoon. Climate Dynamics, 55(5), 1457–1471.
Huang, X., Zhou, T., Turner, A., Dai, A., Chen, X., Clark, R., Jiang, J., Man, W., Murphy, J., Rostron, J., & Wu, B. (2020). The Recent decline and recovery of Indian summer monsoon rainfall: Relative roles of external forcing and internal variability. Journal of Climate, 33(12), 5035–5060.
Hunt, K. M., Turner, A. G., Inness, P. M., Parker, D. E., & Levine, R. C. (2016). On the structure and dynamics of Indian monsoon depressions. Monthly Weather Review, 144(9), 3391–3416.
Ihara, C., Kushnir, Y., & Cane, M. A. (2008). Warming trend of the Indian Ocean SST and Indian Ocean dipole from 1880 to 2004. Journal of Climate, 21(10), 2035–2046.
Jamshadali, V. H., Reji, M. J. K., Varikoden, H., & Vishnu, R. (2021). Spatial variability of south Asian summer monsoon extreme rainfall events and their association with global climate indices. Journal of Atmospheric and Solar-Terrestrial Physics, 221, 105708.
Joshi, M. K., & Kucharski, F. (2017). Impact of Interdecadal Pacific Oscillation on Indian summer monsoon rainfall: An assessment from CMIP5 climate models. Climate Dynamics, 48(7–8), 2375–2391.
Kalnay, E., et al. (1996). The NCEP–NCAR 40-year reanalysis project. Bulletin of American Meteorological Society., 77, 437–471.
Karmakar, N., Chakraborty, A., & Nanjundiah, R. S. (2017). Increased sporadic extremes decrease the intraseasonal variability in the Indian summer monsoon rainfall. Scientific Reports, 7(1), 1–7.
Kendall, M. G. (1975). Rank correlation measures. Charles Griffin. London.
Kothawale, D. R., Munot, A. A., & Borgaonkar, H. P. (2008). Temperature variability over the Indian Ocean and its relationship with Indian summer monsoon rainfall. Theoretical and Applied Climatology, 92(1), 31–45.
Kottayil, A., Xavier, P., Satheesan, K., Mohanakumar, K., & Rakesh, V. (2020). Vertical structure and evolution of monsoon circulation as observed by 205-MHz wind profiler radar. Meteorology and Atmospheric Physics, 132(4), 531–545.
Kottayil, A., Xavier, A., Xavier, P., Koovekkallu, P., & Mohanakumar, K. (2022). Evolution of l arge‐scale factors influencing extreme rainfall over south western coast of India. International Journal of Climatology, 42(8), 4164–4178.
Krishnamurthy, V., & Ajayamohan, R. S. (2010). Composite structure of monsoon low pressure systems and its relation to Indian rainfall. Journal of Climate, 23(16), 4285–4305.
Krishnamurthy, L., & Krishnamurthy, V. J. C. D. (2014). Influence of PDO on South Asian summer monsoon and monsoon–ENSO relation. Climate Dynamics, 42(9), 2397–2410.
Krishnan, R., Sabin, T. P., Vellore, R., Mujumdar, M., Sanjay, J., Goswami, B. N., Hourdin, F., Dufresne, J.-L., & Terray, P. (2016). Deciphering the desiccation trend of the South Asian monsoon hydroclimate in a warming world. Climate Dynamics, 47(3), 1007–1027.
Krishnan, R., & Sugi, M. (2003). Pacific decadal oscillation and variability of the Indian summer monsoon rainfall. Climate Dynamics, 21(3–4), 233–242.
Kucharski, F., Bracco, A., Yoo, J. H., & Molteni, F. (2008). Atlantic forced component of the Indian monsoon interannual variability. Geophysical Research Letters. https://doi.org/10.1029/2007GL033037
Kulkarni, A. (2012). Weakening of Indian summer monsoon rainfall in warming environment. Theoretical and Applied Climatology, 109(3), 447–459.
Kumar, K. K., Rajagopalan, B., & Cane, M. A. (1999). On the weakening relationship between the Indian monsoon and ENSO. Science, 284(5423), 2156–2159.
Kumar, V., Jain, S. K., & Singh, Y. (2010). Analysis of long-term rainfall trends in India. Hydrological Sciences Journal, 55(4), 484–496.
Kuttippurath, J., Murasingh, S., Stott, P. A., Sarojini, B. B., Jha, M. K., Kumar, P., Nair, P. J., Varikoden, H., Raj, S., Francis, P. A., & Pandey, P. C. (2021). Observed rainfall changes in the past century (1901–2019) over the wettest place on Earth. Environmental Research Letters, 16(2), 024018.
Liu, F., Zhou, L., Ling, J., Fu, X., & Huang, G. (2016). Relationship between SST anomalies and the intensity of intraseasonal variability. Theoretical and Applied Climatology, 124(3–4), 847–854.
Malik, A., Brönnimann, S., Stickler, A., Raible, C. C., Muthers, S., Anet, J., Rozanov, E., & Schmutz, W. (2017). Decadal to multi-decadal scale variability of Indian summer monsoon rainfall in the coupled ocean-atmosphere-chemistry climate model SOCOL-MPIOM. Climate Dynamics, 49(9), 3551–3572.
Mann, H. B. (1945). Nonparametric tests against trend. Econometrica: Journal of the Econometric Society, 13, 245–259.
Mantua, N. J., & Hare, S. R. (2002). The Pacific decadal oscillation. Journal of Oceanography, 58(1), 35–44.
Meehl, G. A., & Washington, W. M. (1993). South Asian summer monsoon variability in a model with doubled atmospheric carbon dioxide concentration. Science, 260, 1101–1104.
Mishra, A. K., Dwivedi, S., & Das, S. (2020). Role of Arabian Sea warming on the Indian summer monsoon rainfall in a regional climate model. International Journal of Climatology, 40(4), 2226–2238.
Mishra, V., Smoliak, B. V., Lettenmaier, D. P., & Wallace, J. M. (2012). A prominent pattern of year-to-year variability in Indian Summer Monsoon Rainfall. Proceedings of the National Academy of Sciences, 109(19), 7213–7217.
Mohan, T. S., & Rajeevan, M. (2017). Past and future trends of hydroclimatic intensity over the Indian monsoon region. Journal of Geophysical Research: Atmospheres, 122(2), 896–909.
Mooley, D. A. (1973). Some aspects of indian monsoon depressions and the associated rainfall. Monthly Weather Review, 101(3), 271–280.
Naidu, C. V., Durgalakshmi, K., Muni Krishna, K., Ramalingeswara Rao, S., Satyanarayana, G. C., Lakshminarayana, P., & Malleswara Rao, L. (2009). Is summer monsoon rainfall decreasing over India in the global warming era? Journal of Geophysical Research Atmospheres. https://doi.org/10.1029/2008JD011288
Nair, P. J., Chakraborty, A., Varikoden, H., Francis, P. A., & Kuttippurath, J. (2018). The local and global climate forcings induced inhomogeneity of Indian rainfall. Scientific Reports, 8(1), 1–12.
Narapusetty, B., Murtugudde, R., Wang, H., & Kumar, A. (2018). Ocean–atmosphere processes associated with enhanced Indian monsoon break spells in CFSv2 forecasts. Climate Dynamics, 51(7), 2623–2636.
Pai, D. S. (2004). A possible mechanism for the weakening of El Niño-monsoon relationship during the recent decade. Meteorology and Atmospheric Physics, 86(3), 143–157.
Pai, D. S., Rajeevan, M., Sreejith, O. P., Mukhopadhyay, B., & Satbha, N. S. (2014). Development of a new high spatial resolution (0.25× 0.25) long period (1901-2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region. Mausam, 65(1), 1–18.
Pai, D. S., Sridhar, L., Badwaik, M. R., & Rajeevan, M. (2015). Analysis of the daily rainfall events over India using a new long period (1901–2010) high resolution (0.25 × 0.25) gridded rainfall data set. Climate Dynamics, 45(3), 755–776.
Pathak, A., Ghosh, S., Kumar, P., & Murtugudde, R. (2017). Role of oceanic and terrestrial atmospheric moisture sources in intraseasonal variability of Indian summer monsoon rainfall. Scientific Reports, 7(1), 1–11.
Prajeesh, A. G., Ashok, K., & Rao, D. V. (2013). Falling monsoon depression frequency: A Gray–Sikka conditions perspective. Scientific Reports, 3(1), 1–8.
Prasanna, V., & Annamalai, H. (2012). Moist dynamics of extended monsoon breaks over South Asia. Journal of Climate, 25(11), 3810–3831.
Preethi, B., & Revadekar, J. V. (2013). Kharif foodgrain yield and daily summer monsoon precipitation over India. International Journal of Climatology, 33(8), 1978–1986.
Rajeevan, M., Bhate, J., Kale, J. D., & Lal, B. (2005). Development of a high resolution daily gridded rainfall data for the Indian region. Met. Monograph Climatology, 22, 2005.
Rajeevan, M., Gadgil, S., & Bhate, J. (2010). Active and break spells of the Indian summer monsoon. Journal of Earth System Science, 119(3), 229–247.
Rajeevan, M., & Sridhar, L. (2008). Inter-annual relationship between Atlantic sea surface temperature anomalies and Indian summer monsoon. Geophysical Research Letters. https://doi.org/10.1029/2008GL036025
Rajesh, P. V., & Goswami, B. N. (2020). Four-dimensional structure and sub-seasonal regulation of the Indian summer monsoon multi-decadal mode. Climate Dynamics, 55, 2645–2666.
Rao, Y. P. (1961). Some characteristics of the Southwest Monsoon circulation. Mausam, 12(3), 413–418.
Rayner, N. A. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P., Kent, E. C., & Kaplan, A. (2003). Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. Journal of Geophysical Research Atmospheres. https://doi.org/10.1029/2002JD002670
Reshma, T., Varikoden, H. & Babu, C. A. (2021). Observed changes in indian summer monsoon rainfall at different intensity bins during the past 118 years over five homogeneous regions. Pure and Applied Geophysics, 178(9), 3655–3672.
Revadekar, J. V., Varikoden, H., Preethi, B., & Mujumdar, M. (2016). Precipitation extremes during Indian summer monsoon: Role of cyclonic disturbances. Natural Hazards, 81(3), 1611–1625.
Roxy, M. K., Ghosh, S., Pathak, A., Athulya, R., Mujumdar, M., Murtugudde, R., Terray, P., & Rajeevan, M. (2017). A threefold rise in widespread extreme rain events over central India. Nature Communications, 8(1), 1–11.
Roxy, M. K., Ritika, K., Terray, P., & Masson, S. (2014). The curious case of Indian Ocean warming. Journal of Climate, 27(22), 8501–8509.
Roxy, M. K., Ritika, K., Terray, P., Murtugudde, R., Ashok, K., & Goswami, B. N. (2015). Drying of Indian subcontinent by rapid Indian Ocean warming and a weakening land-sea thermal gradient. Nature Communications, 6(1), 1–10.
Roxy, M., & Tanimoto, Y. (2007). Role of SST over the Indian Ocean in influencing the intraseasonal variability of the Indian summer monsoon. Journal of the Meteorological Society of Japan Series II, 85(3), 349–358.
Russo, T. A., & Lall, U. (2017). Depletion and response of deep groundwater to climate-induced pumping variability. Nature Geoscience, 10(2), 105–108.
Sabeerali, C. T., Ajayamohan, R. S., Bangalath, H. K., & Chen, N. (2019). Atlantic Zonal Mode: An emerging source of Indian summer monsoon variability in a warming world. Geophysical Research Letters, 46(8), 4460–4467.
Sahany, S., Venugopal, V., & Nanjundiah, R. S. (2010). Diurnal-scale signatures of monsoon rainfall over the Indian region from TRMM satellite observations. Journal of Geophysical Research Atmospheres. https://doi.org/10.1029/2009JD012644
Seetha, C. J., Varikoden, H., Babu, C. A., & Kuttippurath, J. (2020). Significant changes in the ENSO-monsoon relationship and associated circulation features on multidecadal timescale. Climate Dynamics, 54(3), 1491–1506.
Sen, P.K. (1968). Estimates of the regression coefficient based on Kendall's tau. Journal of the American Statistical Association, 63(324), 1379–1389.
Shige, S., Nakano, Y., & Yamamoto, M. K. (2017). Role of orography, diurnal cycle, and intraseasonal oscillation in summer monsoon rainfall over the Western Ghats and Myanmar Coast. Journal of Climate, 30(23), 9365–9381.
Sikka, D. R. (1978). Some aspects of the life history, structure and movement of monsoon depressions. Monsoon Dynamics (pp. 1501–1529). Birkhäuser.
Singh, A., Ghosh, K., & Mohanty, U. C. (2018a). Intra-Seasonal Rainfall variations and linkage with Kharif Crop Production: An attempt to evaluate predictability of sub-seasonal rainfall events. Pure and Applied Geophysics, 175(3), 1169–1186.
Singh, D., McDermid, S. P., Cook, B. I., Puma, M. J., Nazarenko, L., & Kelley, M. (2018b). Distinct influences of land cover and land management on seasonal climate. Journal of Geophysical Research: Atmospheres, 123(21), 12–017.
Singh, D., Tsiang, M., Rajaratnam, B., & Diffenbaugh, N. S. (2014). Observed changes in extreme wet and dry spells during the South Asian summer monsoon season. Nature Climate Change, 4(6), 456–461.
Srivastava, A. K., Rajeevan, M., & Kulkarni, R. (2002). Teleconnection of OLR and SST anomalies over Atlantic Ocean with Indian summer monsoon. Geophysical Research Letters, 29(8), 125–131.
Sushama, L., Said, S. B., Khaliq, M. N., Kumar, D. N., & Laprise, R. (2014). Dry spell characteristics over India based on IMD and APHRODITE datasets. Climate Dynamics, 43(12), 3419–3437.
Turner, A. G., & Annamalai, H. (2012). Climate change and the South Asian summer monsoon. Nature Climate Change, 2(8), 587–595.
Varikoden, H., Babu, C. A., & Krishnakumar, K. (2013). Long term trends of seasonal and monthly rainfall in different intensity ranges over Indian subcontinent. Mausam, 64, 481–488.
Varikoden, H., & Preethi, B. (2013). Wet and dry years of Indian summer monsoon and its relation with Indo–Pacific sea surface temperatures. International Journal of Climatology, 33(7), 1761–1771.
Varikoden, H., Preethi, B., & Revadekar, J. V. (2012). Diurnal and spatial variation of Indian summer monsoon rainfall using tropical rainfall measuring mission rain rate. Journal of Hydrology, 475, 248–258.
Varikoden, H., Revadekar, J. V., Choudhary, Y., & Preethi, B. (2015). Droughts of Indian summer monsoon associated with El Niño and Non-El Niño years. International Journal of Climatology, 35(8), 1916–1925.
Varikoden, H., Revadekar, J. V., Kuttippurath, J., & Babu, C. A. (2019). Contrasting trends in southwest monsoon rainfall over the Western Ghats region of India. Climate Dynamics, 52(7), 4557–4566.
Vishnu, S., Francis, P. A., Shenoi, S. S. C., & Ramakrishna, S. S. V. S. (2016). On the decreasing trend of the number of monsoon depressions in the Bay of Bengal. Environmental Research Letters, 11(1), 014011.
Xi, J., Zhou, L., Murtugudde, R., & Jiang, L. (2015). Impacts of intraseasonal SST anomalies on precipitation during Indian summer monsoon. Journal of Climate, 28(11), 4561–4575.
Yadav, R. K., & Roxy, M. K. (2019). On the relationship between north India summer monsoon rainfall and east equatorial Indian Ocean warming. Global and Planetary Change, 179, 23–32.
Yang, X., & Huang, P. (2021). Restored relationship between ENSO and Indian summer monsoon rainfall around 1999/2000. The Innovation, 2(2), 100102.
Yeh, S. W., Kug, J. S., & An, S. I. (2014). Recent progress on two types of El Niño: observations, dynamics, and future changes. Asia–pacific Journal of Atmospheric Sciences, 50(1), 69–81.
Yu, S. Y., Fan, L., Zhang, Y., Zheng, X. T., & Li, Z. (2021). Reexamining the Indian Summer Monsoon Rainfall–ENSO relationship from its recovery in the 21st century: Role of the Indian Ocean SST anomaly associated with types of ENSO evolution. Geophysical Research Letters, 48(12), e2021GL092873.
Acknowledgements
The first and third authors are grateful to Cochin University of Science and Technology and the second author is grateful to the Director, Indian Institute of Tropical Meteorology, Pune, for providing the facility. The second and third authors acknowledge support from the Department of Science and Technology, India, in the form of a SERB Project (EMR/2016/003682). The authors acknowledge IMD for the rainfall data, Met Office Hadley Centre for SST data, NOAA PSL for NCEP-NCAR reanalysis specific humidity and wind data and NOAA for the algorithm for ONI index.
Funding
The authors have not disclosed any funding.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
The authors have not disclosed any 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
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Reshma, T., Varikoden, H. & Babu, C.A. Trends and Variabilities of Different Rainfall Intensities Over the West Coast and Central India and Their Association with Global SSTs. Pure Appl. Geophys. 179, 4689–4709 (2022). https://doi.org/10.1007/s00024-022-03179-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00024-022-03179-6