Abstract
Ten representative fresh rock samples distributed sparsely were collected in each station’s viz., Rutland Island (RT), Chidyatapu (CT), Burmanallah (BN), Carbyn’s cove (CC), Redskin Island (RS), Wandoor (WD), Guptapara (GP), Manjery (MJ), Shipighat (SG), and Junglighat (JG) in South Andaman island for identifying the background values of the trace metal(loid)s viz., V, Cr, Co, Ni, Cu, Zn, Zr, Pb, As, and Fe. Correspondingly, quadruplet samples of mangrove sediments from those ten stations were studied for the aforementioned trace metal(loid)s. Incidence of trace metal(loid)s in rock and mangrove sediments were assessed using wavelength dispersive X-ray fluorescence (WD-XRF) spectrometry. Geo-chemical indices such as enrichment factor (EF), contamination factor (CF), geo-accumulation index (Igeo), and anthropogenic factor (AF) were used to gauge the levels of trace metal(loid)s in mangrove sediments. The results suggest that the incidence of various trace metal(loid)s in the mangrove sediments are from the adjacent host rock (AHR) in all the stations except station JG. The computed values EF, CF, Igeo, and AF articulate that station JG exhibits minor enrichment, considerable contamination, moderately polluted, and anthropogenic influence respectively.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs12517-021-07563-9/MediaObjects/12517_2021_7563_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs12517-021-07563-9/MediaObjects/12517_2021_7563_Fig2_HTML.png)
Similar content being viewed by others
Data Availability
All the data and materials are represented as tables and figures
References
Alagarsamy R (2006) Distribution and seasonal variation of trace metals in surface sediments of the Mandovi estuary, west coast of India. Estuar Coast Shelf Sci 67:333–339. https://doi.org/10.1016/j.ecss.2005.11.023
Alagarsamy R, Zhang J (2005) Comparative studies on trace metal geochemistry in Indian and Chinese rivers. Curr Sci 89:299–309 http://www.currentscience.ac.in/ downloads/article_id_089_02_0299_0309_0.pdf
Al-Kahtany K, El-Sorogy A, Al-Kahtany F, Youssef M (2018) Heavy metals in mangrove sediments of the central Arabian Gulf shoreline, Saudi Arabia. Arab J Geosci 11:155. https://doi.org/10.1007/s12517-018-3463-0
Alongi DM (2008) Mangrove forests: Resilience, protection from tsunamis, and responses to global climate change. Estuar Coast Shelf Sci 76:1–13. https://doi.org/10.1016/j.ecss.2007.08.024
Alongi DM (2012) Carbon sequestration in mangrove forests, a review. Carbon Management 3:313–322. https://doi.org/10.4155/cmt.12.20
Anaya-Gregorio A, Armstrong-Altrin SJ, Machain-Castillo LM, Montiel-García CP, Ramos-Vázquez AM (2018) Textural and geochemical characteristics of late Pleistocene to Holocene fine-grained deep-sea sediment cores (GM6 and GM7), recovered from southwestern Gulf of Mexico. Journal of Paleogeography. https://doi.org/10.1186/s42501-018-0005-3
Anu G, Nair SM, Kumar NC, Jayalakshmi KV, Pamalal D (2009) A baseline study of trace metals in a coral reef sedimentary environment, Lakshadweep Archipelago. Environ Earth Sci. https://doi.org/10.1007/s12665-009-0113-6
Araújo MFD, Bernard PC, Grieken VR (1988) Heavy metal contamination in sediments from the Belgian coast and Scheldt estuary. Mar Pollut Bull 19:269–273. https://doi.org/10.1016/0025-326X(88)90597-8
Armstrong-Altrin SJ, Botello AV, Villanueva SF, Soto LA (2019) Geochemistry of surface sediments from the north western Gulf of Mexico: implications for provenance and heavy metal contamination. Geological Quarterly 63(3):522–538. https://doi.org/10.7306/gq.1484
Bahuguna A, Nayak S, Roy D (2008) Impact of the tsunami and earthquake of 26th December 2004 on the vital coastal ecosystems of the Andaman and Nicobar Islands assessed using RESOURCESAT AWiFS data. Int J Appl Earth Obs Geoinf 10:229–237. https://doi.org/10.1016/j.jag.2008.02.010
Baize D, Sterckeman T (2001) Of the necessity of knowledge of the natural pedo-geochemical background content in the evaluation of the contamination of soils by trace elements. Sci Total Environ 264:127–139
Bandopadhyay PC, Gosh B, Carter A (2017) Natural Resources. Chapter 16 in Geological Society London Memoirs 47:225–232. https://doi.org/10.1144/M47.16
Bandyophadyaya S, Subramanyam MR, Sharma PN (1973) The geology and mineral resources of the Andaman and Nicobar islands. Geological Survey of India 105(2):25–68
Barry TH (1982) Uptake of trace metals by sediments and suspended particulates: a review. Hydrobiologia 91(1):299–313. https://doi.org/10.1007/BF02391947
Bayen S (2012) Occurrence, bioavailability and toxic effects of trace metals and organic contaminants in mangrove ecosystems: a review. Environ Int 48:84–101. https://doi.org/10.1016/j.envint.2012.07.008
Bhuiyan MAH, Parvez L, Islam MA, Dampare SB, Suzuki S (2010) Heavy metal pollution of coal mine affected agricultural soils in the northern part of Bangladesh. J Hazard Mater 173:384–392. https://doi.org/10.1016/j.jhazmat.2009.08.085
Cauwet G (1987) Influence of sedimentological features on the distribution of trace metals in marine sediments. Mar Chem 22:221–234. https://doi.org/10.1016/0304-4203(87)90010-7
Census of India (2011) District census handbook Andaman & Nicobar Islands. In: Series 36. XII-A, Part, 47pp
Chakraborty P, Babu PVR, Vudamala K, Ramteke D (2014a) Mercury speciation in coastal sediments from the central east coast of India by modified BCR method. Mar Pollut Bull 81:282–288. https://doi.org/10.1016/j.marpolbul.2013.12.054
Chakraborty P, Sharma B, Babu PVR, Yao KM, Jaychandran S (2014b) Impact of total organic carbon (in sediments) and dissolved organic carbon (in overlying water column) on Hg sequestration by coastal sediments from the central east coast of India. Mar Pollut Bull 79:342–347. https://doi.org/10.1016/j.marpolbul.2013.11.028
Chen TB, Zheng YM, Lei M, Huang ZC, Wu HT, Chen H, Fan KK, Yu K, Wu X, Tian QZ (2005) Assessment of heavy metal pollution in surface soils of urban parks in Beijing, China. Chemosphere 60:542–551
Chowdhury R, Favas JCP, Jonathan MP, Venkatachalam P, Raja P, Sarkar KS (2017) Bioremoval of trace metals from rhizosediment by mangrove plants in Indian Sundarban Wetland. Mar Pollut Bull. https://doi.org/10.1016/j.marpolbul.2017.01.047
Crommentuijn T, Sijm D, De Bruijn J, van den Hoop M, van Leeuwen K, van de Plassche E (2000) Maximum permissible and negligible concentrations for metals and metalloids in the Netherlands, taking into account background concentrations. J Environ Manag 60:121–143
Dagar, J.C., Mongia, A.D., & Bandyopadhyay, A.K. (1991). Mangroves of Andaman and Nicobar Islands, Oxford and IBH publishing Co., Pvt, Ltd, New Delhi, India. P.166
Daskalakis KD, O’Connor TP (1995) Normalization and elemental sediment contamination in the coastal United States. Environ Sci Technol 29(2):470–477 https://doi.org/10.1021/es00002a02
Dhanaraju R, Negi BS (1984) Petrography and tectonic setting of the Andaman Ophiolite suite, with a note on its evolution. J Geol Soc India 25(10):655–665
Dickinson WW, Dunbar GB, Mcleod H (1996) Heavy metal history from cores in Wellington Harbour, New Zealand. Environ Geol 27:59–69. https://doi.org/10.1007/BF00770603
El-Said FG, Youssef HD (2013) Ecotoxicological impact assessment of some heavy metals and their distribution in some fractions of mangrove sediments from Red Sea, Egypt. Environ Monit Assess 185:393–404. https://doi.org/10.1007/s10661-012-2561-9
Facchinelli A, Sacchi E, Mallen L (2001) Multivariate statistical and GIS-based approach to identify heavy metal sources in soils. Environ Pollut 114:313–324
Gałuszka A (2007) A review of geochemical background concepts and an example using data from Poland. Environ Geol 52:861–870. https://doi.org/10.1007/s00254-006-0528-2
Gee ER (1925) The geology of the Andaman and Nicobar islands with reference to Middle Andaman. J Geol Soc India 59(2):208
Giri C, Zhu Z, Tieszen LL, Singh A, Gillette S, Kelmelis A (2008) Mangrove forest distributions and dynamics (1979-2005) 0f the tsunami-affected regions of Asia. J Biogeogr 35:519–528. https://doi.org/10.1111/j.1365-2699.2007.01806.x
Goutham MPB, Roy SD, Krishnan P, Kaliyamoorthy M, Immanuel T (2014) Species diversity and distribution of mangroves in Andaman and Nicobar Islands. India Botanica Marina 57(6):421–432. https://doi.org/10.1515/bot-2014-0033
Horckmans L, Swennen R, Deckers J, Maquil R (2005) Local background concentrations of trace elements in soils: a case study in the Grand Duchy of Luxemburg. Catena. 59:279–304
IBM (Indian Bureau of Mines), (2013). Monograph of Chromite. Printed at IBM Press, 33/300/November, 2013.
Karunakaran C, Ray KK, Saha SS (1968) Tertiary sedimentation in the Andaman and Nicobar geosyncline. J Geol Soc India 9:32–39
Kasilingam K, Suresh Gandhi M, Krishnakumar S, Magesh NS (2016) Trace element concentration in surface sediments of Palk Strait, southeast coast of Tamil Nadu, India. Mar Pollut Bull. https://doi.org/10.1016/j.marpolbul.2016.06.051
Kaviarasan T, SanthoshGokul M, Henciya S, Muthukumar K, Dahms H-U, James RA (2018) Trace Metal Inference on Seaweeds in Wandoor Area, Southern Andaman Island. Bull Environ Contam Toxicol 100(5):614–619. https://doi.org/10.1007/s00128-018-2305-9
Krauss KW, Lovelock CE, McKee KL (2008) Environmental drivers in mangrove establishment and early development: a review. Aquat Bot 89:105–127. https://doi.org/10.1016/j.aquabot.2007.12.014
Kulkarni R, Deobagkar D, Zinjarde S (2018) Metals in mangrove ecosystems and associated biota: a global perspective. Ecotoxicol Environ Saf 153:215–228. https://doi.org/10.1016/j.ecoenv.2018.02.021
Kumar A, Ramanathan AL, Prabha S, Ranjan RK, Ranjan S, Singh G (2012) Metal speciation studies in the aquifer sediments of Semria Ojhapatti, Bhojpur District, Bihar. Environ Monit Assess 184:3027–3042. https://doi.org/10.1007/s10661-011-2168-6
Kumar A, Ramanathan AL, Prasad MBK, Datta D, Kumar M, Sappal MS (2016) Distribution, enrichment, and potential toxicity of trace metals in the surface sediments of Sundarban mangrove ecosystem, Bangladesh: a baseline study before Sundarban oil spill of December, 2014. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-016-6086-6
Lacerda LD (1998) Trace metal biogeochemistry and diffused pollution in mangrove ecosystem. ISME Mangrove Ecosystem Occasional Papers 2:1–61
Loska K, Cebula J, Pelczar J, Wiechua D, Kwapulinski J (1997) Use of enrichment, and contamination factors together with geo accumulation indexes to evaluate the content of Cd, Cu, and Ni in the Rybnik Water Reservoir in Poland. Water Air Soil Pollut 93:347–365. https://doi.org/10.1023/A:102212161
Marchand C, Lallier-Verges E, Baltzer F, Albe’ric AP, Cossa D, Baillif P (2006) Heavy metals distribution in mangrove sediments along the mobile coastline of French Guiana. Mar Chem 98:1–17. https://doi.org/10.1016/j.marchem.2005.06.001
Matschullat J, Ottenstein R, Reimann C (2000) Geochemical background-can we calculate it? Environ Geol 39:990–1000
Mcleod E, Chmura GL, Bouillon S, Salm R, Björk M, Duarte CM, Lovelock CE, Schlesinger WH, Silliman BR (2011) A blueprint for blue carbon: toward an improved understanding of the role of vegetated coastal habitats in sequestering CO2. Front Ecol Environ 9(10):552–560. https://doi.org/10.1890/110004
Mohan PM (1995) Enrichment factor-A novel method to represent the trace elemental concentration in velar estuary. Indian Journal of Marine Sciences 24:13–15
Muller G (1969) Index of geoaccumulation in sediments of the Rhine River. J Geol 2:108–118
Muller G (1981) The heavy metal pollution of the sediments of Neckars and its tributary: a stocktaking. Chemiker-Zeitung 105:157–164
Nagelkerken I, Blaber SJM, Bouillon S, Green P, Haywood M, Kirton LG, Meynecke J-O, Pawlik J, Penrose HM, Sasekumar A, Somerfield PJ (2008) The habitat function of mangroves for terrestrial and marine fauna: a review. Aquat Bot 89:155–185. https://doi.org/10.1016/j.aquabot.2007.12.007
Naji A, Ismail A (2011) Assessment of metals contamination in Klang River surface sediments by using different indexes. Environment Asia 4(1):30–38
Natesan U, Kumar MM, Deepthi K (2014) Mangrove sediments a sink for heavy metals? An assessment of Muthupet mangroves of Tamil Nadu, southeast coast of India. Environ Earth Sci 72:1255–1270. https://doi.org/10.1007/s12665-014-3043-x
Nobi EP, Dilipan E, Thangaradjou T, Sivakumar K, Kannan L (2010) Geochemical and geo-statistical assessment of heavy metal concentration in the sediments of different coastal ecosystems of Andaman Islands, India. Estuar Coast Shelf Sci 87:253–264. https://doi.org/10.1016/j.ecss.2009.12.019
Nolting RF, Ramkema A, Everaarts JM (1999) The geochemistry of Cu, Cd, Zn, Ni and Pb in sediment cores from the continental slope of Banc d’Arquin (Mauritani). Cont Shelf Res 19:665–691. https://doi.org/10.1016/S0278-4343(98)00109-5
Oldham RD (1885) Notes on the geology of the Andaman Islands. J Geol Soc India 18(3):133–145
Parvaresh H, Abedi Z, Farshchi P, Karami M, Khorasani N, Karbassi A (2011) Bioavailability and concentration of heavy metals in the sediments and leaves of grey mangrove, Avicennia marina(Forsk.) Vierh, in Sirik Azini Creek, Iran. Biol Trace Elem Res 143:1121–1130. https://doi.org/10.1007/s12011-010-8891-y
Pekey H (2006) The distribution and sources of heavy metals in Izmit Bay surface sediments affected by a polluted stream. Mar Pollut Bull 52:1197–1208. https://doi.org/10.1016/j.marpolbul.2006.02.012
Praveena SM, Ahmed A, Radojevic M, Abdullah MH, Aris Z (2008) Multivariate and geoaccumulation index evaluation in mangrove surface sediment of Mengkabong Lagoon, Sabah. Bull Environ Contam Toxicol 81:52–56. https://doi.org/10.1007/s00128-008-9460-3
Rajaram R, Ganeshkumar A, Vinothkumar S, Rameshkumar S (2017) Multivariate statistical and GIS-based approaches for toxic metals in tropical mangrove ecosystem, southeast coast of India. Environ Monit Assess 189:288. https://doi.org/10.1007/s10661-017-5980-9
Ramos-Vázquez, A.M., Armstrong-Altrin, S.J., Machain-Castillo, L.M., & Gío-Argáez, R. (2018). Foraminiferal assemblages, 14C ages, and compositional variations in two sediment cores in the western Gulf of Mexico. Journal of South American Earth Sciences, https://doi.org/10.1016/j.jsames.2018.08.025.
Ranjan, R. K., Ramanathan, A. L., Singh, G., & Chidambaram, S. (2008). Assessment of metal enrichments in tsunamigenic sediments of Pichavaram mangroves, southeast coast of India. Environmental Monitoring and Assessment, 10.1007/s10661-007-0128-y.
Ranjan P, Ramanatham AL, Kumar S, Singhal RK, Datta D, Venkatesh M (2018) Trace metal distribution, assessment and enrichment in the surface sediments of Sundarban mangrove ecosystem in India and Bangladesh. Mar Pollut Bull 127:541–547. https://doi.org/10.1016/j.marpolbul.2017.11.047
Rasool QA, Ramanujam N, Biswas SK (2015) Petrology and Geochemistry of Gabbros from the Andaman Ophiolite: Implications for their Petrogenesis and Tectonic Setting. J Geol Geophys 4:6. https://doi.org/10.4172/jgg.1000226
Reimann C, de Carital P (2000) Intrinsic flows of element enrichment factors (EFs) in environmental geochemistry. Environ Sci Technol 34:5084–5091. https://doi.org/10.1021/es001339o
Rodríguez JA, Nanos N, Grau JM, Gil L, López-Arias M (2008) Multiscale analysis of heavy metal contents in Spanish agricultural topsoils. Chemosphere 70:1085–1096
Ruiz F (2001) Trace metals in estuarine sediments from the southwestern Spanish coast. Mar Pollut Bull 42(6):482–490. https://doi.org/10.1016/S0025-326X(00)00192-2
Ruiz FAC, Páez-Osuna F, Hillaire-Marcel C, Soto-Jiménez M, Ghaleb B (2001) Principal component analysis applied to assessment of metal pollution from urban wastes in the Culiacan river estuary. Bull Environ Contam Toxicol 67(5):741–748. https://doi.org/10.1007/s001280185
Sachithanandam, V., Parthasarathy, P., Sai Elangovan, S., Kasilingam, K., Dhivya, P., Mageswaran, T., & Mohan, P.M. (2020). A baseline study on trace metals concentration and its ecological risk assessment from the coast of South Andaman Island, India. Regional Studies in Marine Science, https://doi.org/10.1016/j.rsma.2020.101242.
Sakan SM, Djordjevi DS, Manojlovic DD, Polic PS (2009) Assessment of heavy metal pollutants accumulation in the Tisza river sediments. J Environ Manag 90:3382–3390. https://doi.org/10.1016/j.jenvman.2009.05.013
Sandilyan S, Kathiresan K (2012) Mangrove conservation: a global perspective. Biodivers Conserv 21:3523–3542. https://doi.org/10.1007/s10531-012-0388-x
Schiff KC, Weisberg SB (1999) Iron as reference element for determining trace metal enrichment in southern California coastal shelf sediments. Mar Environ Res 48:161–176. https://doi.org/10.1016/S0141-1136(99)00033-1
Shrivastava P, Saxena A, Swarup A (2003) Heavy metal pollution in a sewage-fed lake of Bhopal, (M. P.) India. Lakes & Reservoirs 8:1–4. https://doi.org/10.1046/j.1440-1770.2003.00211.x
Silva N, Haro J, Prego R (2009) Metals background and enrichment in the Chile interior Sea sediments (Chile). Is there any segregation between fjords, channels and sounds. Estuar Coast Shelf Sci 82:469–476. https://doi.org/10.1016/j.ecss.2009.02.005
Simard M, Rivera-Monroy VH, Mancera-Pineda JE, Castaňeda-Moya E, Twilley RR (2008) A systematic method for 3D mapping of mangrove forests based on Shuttle Radar Topography Mission elevation data, ICEsat/GLAS waveforms and field data: application to Ciénaga Grande de Santa Marta, Colombia. Remote Sens Environ 112:2131–2144. https://doi.org/10.1016/j.rse.2007.10.012
Sun YB, Zhou QX, Xie XK, Liu R (2010) Spatial, sources and risk assessment of heavy metal contamination of urban soils in typical regions of Shenyang, China. J Hazard Mater 174:455–462
Sundaramanickam A, Shanmugam N, Cholan S, Kumaresan S, Madeswaran P, Balasubramanian T (2016) Spatial variability of heavy metals in estuarine, mangrove and coastal ecosystems along Parangipettai, Southeast coast of India. Environ Pollut 218:186–195. https://doi.org/10.1016/j.envpol.2016.07.048
Sutherland RA (2000) Bed sediment - associated trace metals in an urban stream Oahu, Hawaii. Environ Geol 39:611–627. https://doi.org/10.1007/s002540050
Syakti AD, Demelas C, Hidayat NV, Rakasiwi G, Vassalo L, Kumar N, Prudent P, Doumenq P (2015) Heavy metal concentrations in natural and human-impacted sediments of Segara Anakan Lagoon, Indonesia. Environ Monit Assess 187:4079. https://doi.org/10.1007/s10661-014-4079-9
Szefer P, Geldon J, Ahmed Ali A, PaezOsuna F, Ruiz-Fernandes AC, Guerro Gaivan SR (1998) Distribution and association of trace metals in soft tissue and bussus of Myeellastrigata and other benthal organisms from Mazatlan harbour, mangrove lagoon of the northwest coast of Mexico. Environ Int 24(3):359–374
Taylor SR (1964) Abundance of chemical elements in the continental crust: a new table. Geochim Cosmochim Acta 28:1273–1285. https://doi.org/10.1016/0016-7037(64)90129-2
Thangaradjou T, Nobi EP, Dilipan E, Sivakumar K, Susila S (2010) Heavy metal enrichment in seagrasses of Andaman Islands and its implication to the health of the coastal ecosystem. Indian Journal Marine Sciences 39(1):85–91
Thorne LT, Nickless G (1981) The relation between heavy metals and particle size fractions within the Severn estuary (U.K.) inter-tidal sediments. Sci Total Environ 19:207–213. https://doi.org/10.1016/0048-9697(81)90017-6
Thornton I (1993) Environmental geochemistry and health in the 1990s: a global perspective. Appl Geochem 2:203–210
Turekian KK, Wedepohl KH (1961) Distribution of the elements in some major units of the earth’s crust. Geol Soc Am Bull 72(2):175–192. https://doi.org/10.1130/0016-7606(1961)72[175:DOTEIS]2.0.CO;2
Udechukwu BE, Ismail A, Zulkifli SZ, Omar H (2014) Distribution, mobility, and pollution assessment of Cd, Cu, Ni, Pb, Zn, and Fe in intertidal surface sediments of Sg. Puloh mangrove estuary, Malaysia. Environ Sci Pollut Res 22(6):4242–4255. https://doi.org/10.1007/s11356-014-3663-4
Valiela I, Bowen JL, York JK (2001) Mangrove forests: one of the world’s threatened major in tropical environments. Bioscience 10:807–815. https://doi.org/10.1641/00063568(2001)051[0807:MFOOTW]2.0.CO;2
Zhou F, Guo HC, Hao ZJ (2007) Spatial distribution of heavy metals in Hong Kong’s marine sediments and their human impacts: a GIS-based chemometric approach. Mar Pollut Bull 54:1372–1384
Acknowledgements
The authors are grateful to Pondicherry University for providing the infra structural support for carrying this research work. The authors acknowledge gratitude’s to Mr. M. Nithyanandan, Assistant Research Scientist, Environment and Life Sciences Research Centre, Ecosystem-Based Management of Marine Resources Programme (EBMMR), Kuwait Institute for Scientific Research (KISR) for language proficiency. Also, the authors are grateful to Dr. Hans Uwe Dahms affiliated to Department of Biomedical Science & Environmental Biology and Research centre for Environmental medicine, Kaohsiung Medical University, Taiwan for scientifically editing the article.
Code availability
Not applicable.
Funding
No grants from national or international agencies were honored to carrying this research.
Author information
Authors and Affiliations
Contributions
Shiva Shankar, Neelam Purti, Dharanirajan, PM Mohan, Satyakeerthy, and Prasun Goswami conceptualized, fabricated, and documented the research article. Baskaran, Neelam Purti, Narshimulu, and Karthik collected the rock and sediment samples and assisted in formulating the first draft of the manuscript. Arumugam, Karthik, and Swamynathan analyzed the trace metal(loid)s in the rock and sediment samples. Prasun Goswami and Swamynathan performed the statistical analysis. Deepak Kumar Agrawal prepared the maps and figures.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Additional information
Responsible Editor: Amjad Kallel
Rights and permissions
About this article
Cite this article
Venkatesan, S.S., Purti, N., Thanamegam, K. et al. Determination of trace metal(loid)s in mangrove swamp sediments in relation to its adjacent host rocks of South Andaman, India. Arab J Geosci 14, 1313 (2021). https://doi.org/10.1007/s12517-021-07563-9
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12517-021-07563-9