Ash fall impact on vegetation: a remote sensing approach of the Oldoinyo Lengai 2007–08 eruption

Ann De Schutter1, Matthieu Kervyn1, Frank Canters2, Sonja A. Bosshard-Stadlin3, Majura A M Songo4, Hannes B. Mattsson3
1Department of Geography, Earth System Science, Vrije Universiteit Brussel, Pleinlaan 2, B-1050, Brussel, Belgium
2Cartography and GIS Research Group, Department of Geography, Vrije Universiteit Brussel, Pleinlaan 2, B-1050, Brussel, Belgium
3Institute of Geochemistry and Petrology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland
4Department of Geology, College of Natural and Applied Sciences, University of Dar-es-Salaam, Dar-es-Salaam, Tanzania

Tóm tắt

Abstract Impacts from ash fallout on the environment can be widespread and long lasting, even from moderate-size eruptions. Assessing ash impact on vegetation and the indirect impacts for people is often difficult in the field. Here it is assessed how satellite data can help to map vegetation affected by ash and how temporal analysis enables characterization of vegetation recovery rate. The 2007–08 eruption of Oldoinyo Lengai, north Tanzania, is here used as a case study. An 8 year-long (2005–2012) time series of half-monthly average of the Normalized Differential Vegetation Index (NDVI) is constructed at 250 m spatial resolution from the Moderate Resolution Image Spectro-radiometer (MODIS) sensor. Interpolated rainfall data is used to isolate NDVI values departing from the normal seasonal cycles. Month-to-month NDVI comparison, linear temporal trend analysis and Principal Component Analysis enable to identify a 11 × 4 km area over which ash fallout significantly affected the state of the vegetation. After the eruption’s end, time series of various recovery indices highlight a circumferential pattern in vegetation recovery. The estimated recovery time varies from more than 5 years to less than 6 months with increasing distance from the volcano. A non-linear moderate, but statistically significant, relationship is found between the recovery indices and the spatial variation of ash thicknesses measured in the field. Combining field and remote sensing constraints enable to re-assess the volume of the eruption to ~2 × 107 m3. The spatial pattern of the ash-affected area matches with the spatial contrast in the impact experienced by the local communities. The method applied here opens the scope to document impact and intensity of ash fallout in areas where systematic field work is not possible and to support recovery plans for populations affected by ash fallout.

Từ khóa


Tài liệu tham khảo

Anderson TM, Schutz M, Risch AC (2012) Seed germination cues and the importance of the soil seed bank across an environmental gradient in the Serengeti. Oikos 121(2):306–312. doi:10.1111/j.1600-0706.2011.19803.x

Ayiris PM, Delmelle P (2012) The immediate environmental effects of tephra emission. Bull Volcanol 74:1905–1936

Bell K, Kjarsgaard BA, Simonetti A (1998) Carbonatites- Into the twenty-first century. J Petrol 39(11–12):1839–1845

Bonadonna C, Costa A (2012) Estimating the volume of tephra deposits: a new simple strategy. Geology 40(5):415–418. doi:10.1130/g32769.1

Bosshard-Stadlin SA, Mattsson HB, Keller J (2014) Magma mixing and forced exsolution of CO2 during the explosive 2007–2008 eruption of Oldoinyo Lengai (Tanzania). J Volcanol Geotherm Res 285:229–246

Carreiras J, Pereira J, Pereira J (2006) Estimation of tree canopy cover in evergreen oak woodlands using remote sensing. For Ecol Manag 23(1–3):45–53

Chou W, LIn W, LIn C (2009) Vegetation recovery patterns assessment at landslides caused by catastrophic earthquake: A case study in central Taiwan. Environ Monit Assess 152:245–257

Clemente R, Navarro Cerrillo R, Gitas I (2009) Monitoring post-fire regeneration in Mediterranean ecosystems by employing multitemporal satellite imagery. Int J Wildland Fire 18(6):648–658

Dawson JB (1998) Peralkaline nephelinite-natrocarbonatite relationships at Oldoinyo Lengai, Tanzania. J Petrol 39(11–12):2077–2094

Dawson JB, Bowden P, Clark GC (1968) Activity of the carbonatite volcano Oldoinyo Lengai, 1966. Geol Rundsch 57:865–879

Dawson JB, Keller J, Nyamweru C (1995) Historic and recent eruptive activity of Oldoinyo Lengai. IAVCEI Proc Volcanol 4:4–22

de Moor J, Fischer TP, King PL, Sharp Z, Shaw AM, Mangasini F (2008) Volatile chemistry of the 2007 to present explosive eruption of Oldoinyo Lengai Volcano, East African Rift. Paper presented at the Fall Meeting 2008, San Francisco

de Moor J, Fischer TP, King PL, Botcharnikov RE, Hervig RL, Hilton DR, Barry PH, Mangasini F, Ramirez C (2013) Volatile-rich silicate melts from Oldoinyo Lengai volcano (Tanzania): Implications for carbonatite genesis and eruptive behavior. Earth Planet Sci Lett 361:379–390

De Rose RC, Ogushi T, Morishima W, Collado M (2011) Land cover change on Mt. Pinatubo, the Philippines, monitored using ASTER VNIR. Int J Remote Sensing 32(24):9279–9305

del Moral R, Grishin SY (1999) Volcanic disturbances and ecosystem recovery. In: Walker LR (ed) Ecosystems of Disturbed Ground. Elsevier Science, pp 137–154

Delmelle P (2003) Environmental impacts of tropospheric volcanic gas plumes. In: Volcanic Degassing, vol 213. Geological Society Special Publication. pp 381–399. doi:10.1144/gsl.sp.2003.213.01.23

Delmelle P, Stix J, Baxter PJ, Garcia-Alvarez J, Barquero J (2002) Atmospheric dispersion, environmental effects and potential health hazard associated with the low-altitude gas plume of Masaya volcano, Nicaragua. Bull Volcanol 64(6):423–434. doi:10.1007/s00445-002-0221-6

Diaz-Delgado R, Salvador R, Pons X (1998) Monitoring of plant community regeneration after fire by remote sensing. In: Trabaud L (ed) Fire management and landscape ecology. International Association of Wildland Fire, Fairfield, pp 315–326

Diaz-Delgado R, Lloret F, Pons X (2003) Influence of fire severity on plant regeneration by means of remote sensing imagery. Int J Remote Sensing 24(8):1751–1763

Ding MJ, Zhang YL, Liu LS, Zhang W, Wang ZF, Bai WQ (2007) The relationship between NDVI and precipitation on the Tibetan Plateau. J Geogr Sci 17(3):259–268. doi:10.1007/s11442-007-0259-7

Ernst GGJ, Kervyn M, Teeuw RM (2008) Advances in the remote sensing of volcanic activity and hazards, with special consideration for applications in developing countries. Int J Remote Sensing 29:6687–6723

FAO (1998) AFRICOVER land cover classification. www.africover.org. June 2013

Frenzen PM (1992) Mount St. Helens - a laboratory for research and education. Journal of Forestry 90:14–18

Gouveia C, DaCamara CC, Trigo RM (2010) Post-fire vegetation recovery in Portugal based on spot/vegetation data. Nat Hazards Earth Syst Sci 10:673–684

Green K, Kempka D, Lackey L (1994) Using remote-sensing to detect and monitor land-cover and land-use change. Photogramm Eng Remote Sens 60(3):331–337

Harrington L, Harrington J, Frenzen PM (1998) Vegetation change in the Mount St. Helens (USA) blast zone, 1979–1992. Geocarto-international 13:75–82

Hope A, Albers N, Bart R (2012) Characterizing post-fire recovery of fynbos vegetation in the western cape region of south africa using MODIS data. Int J Remote Sensing 33(4):979–999

Huete AR, Didana K, Miuraa T, Rodrigueza EP, Gaoa X, Ferreirab LG (2002) Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sensing Environ 83:195–213

Jönsson P, Eklundh L (2002) Seasonality extraction by function fitting to time-series of satellite sensor data. IEEE Trans Geosci Remote Sens 40(8):1824–1832

Jönsson P, Eklundh L (2004) TIMESAT - a program for analyzing time-series of satellite sensor data. Comput Geosci 30:833–845

Keller J, Klaudius J, Kervyn M, Ernst GGJ, Mattson HB (2010) Fundamental changes in the activity of the natrocarbonatite volcano Oldoinyo Lengai, Tanzania, I. New magma composition during the 2007-2008 explosive eruptions. Bull Volcanol 72:893–912

Kervyn M, Ernst GGJ, Klaudius J, Keller J, Kervyn F, Mattsson HB, Betlon F, Mbede E, Jacobs P (2008) Voluminous lava flows at Oldoinyo Lengai in 2006: Chronology of events and insights into the shallow magmatic system of a natrocarbonatite volcano. Bull Volcanol 70:1069–1086

Kervyn M, Ernst GGJ, Keller J, Vaughan RG, Klaudius J, Pradal E, Belton F, Mattsson HB, Mbede E, Jacobs P (2010) Fundamental changes in the activity of the natrocarbonatite volcano Oldoinyo Lengai, Tanzania: II. Eruptive behaviour during the 2007–2008 explosive eruptions. Bull Volcanol 72:913–931

Klaudius J, Keller J (2006) Peralkaline silicate lavas at Oldoinyo Lengai, Tanzania. Lithos 91(1–4):173–190

Koepenick KW, Brantley SL, Thompson JM, Rowe GL, Nyblade AA, Moshy C (1996) Volatile emissions from the crater and flank of Oldoinyo Lengai volcano, Tanzania. J Geophys Res 101(B6):13819–13830

Lhermitte S, Verbesselt J, Verstraeten WW, Coppin P (2010) A pixel based regeneration index using time series similarity and spatial context. Photogrammic Eng Remote Sensing 76(6):673–682

LPDAAC (2013) Land processes Distributed Active Archive Center, Datapool @ LP DAAC

Lu D, Mausel P, Brondizio E, Moran E (2004) Change detection techniques. Int J Remote Sensing 25(12):2365–2407. doi:10.1080/0143116031000139863

Lu T, Zeng H, Luo Y, Wang Q, Shi F, Sun G, Wu Y, Wu N (2012) Monitoring vegetation recovery after China's May 2008 wenchuan earthquake using landsat TM time-series data: a case study in Mao county. Ecol Res 27:955–966

Markogianni V, Dimitriou E, Kalivas DP (2012) Land-use and vegetation change detection in Plastira artificial lake catchment (Greece) by using remote-sensing and GIS techniques. Int J Remote Sensing 34(4):1265–1281

Martin RS, Watt SFL, Pyle DM, Mather TA, Matthews NE, Georg RB, Day JA, Fairhead T, Witt MLI, Quayle BM (2009) Environmental effects of ashfall in Argentina from the 2008 Chaitén volcanic eruption. J Volcanol Geotherm Res 184:462–472

Marzen L, Szantoib Z, Harrington LMB, Harrington JA (2011) Implications of management strategies and vegetation change in the Mount St. Helens blast zone. Geocarto International 26(5):359–376

Mitchell RH, Dawson JB (2007) The September 24th, 2007 ash eruption of the carbonatite volcano, Oldoinyo Lengai, Tanzania: Mineralogy of the ash and implications for formation of new hybrid magma type. Mineral Mag 71:483–492

Msami A (2007) The effects of the Oldoinyo Lengia volcanic eruption - What do we need to do? . Pastoralists Indigenous Non Governmental Organizations forum

NEMC (2008) Rapid assessment of environmental impact arising from volcanic eruption at Oldoinyo Lengai, Tanzania. Internal Report of the National Environment Management Council. National Environment Management Council

Olsson P, Jönsson A, Eklundh L (2012) A new invasive insect in Sweden - Physokermes inopinatus: Tracing forest damage with satellite based remote sensing. For Ecol Manag 2885:29–37

Pyle DM (2000) Sizes of volcanic eruptions. In: Sigurdsson H, Houghton BF, McNutt SR, Rymer H, Stix J (eds) Encyclopedia of volcanoes. Academic, Sand Diego, pp 263–269

Razali SM, Nuruddin AA (2011) Assessment of Water Content using Remote Sensing Normalized Difference Water Index: Preliminary Study. In: IEEE International Conference on Space Science and Communication (Icon Space), Penang, Malaysia, 12–13 July 2011

Reed DN, Anderson TM, Dempewolf J, Metzger K, Serneels S (2009) The spatial distribution of vegetation types in the Serengeti ecosystem: the influence of rainfall and topographic relief on vegetation patch characteristics. J Biogeogr 36(4):770–782. doi:10.1111/j.1365-2699.2008.02017.x

Riaño D, Chuvieco E, Ustin S, Zomer R, Dennison P, Roberts D, Salas J (2002) Assessment of vegetation regeneration after fire through multitemporal analysis of AVIRIS images in the Santa Monica Mountains. Remote Sens Environ 79:60–71

Saito G, Mino N, Ogawa S, Murakami T, Isitsuka N, Cong M, Durnayac MM, Evangelista AM, Ohkura H The environmental monitoring for Mt. Pinatubo Area, in the Philippines using Satellite Optical and SAR data. In: 19th Asian Conference on Remote Sensing (ACRS), Manilla, 1998. Asian Association of Remote Sensing, pp GEO98-97

Salvador R, Pons X (1996) Analysis of the discrimination of burnt sites temporal evolution in a Mediterranean Area. EARSeL Adv Remote Sensing 4:159–169

Schowengerdt RA (2007) Remote sensing: Models and methods for image processing. Elsevier, Third edition edn

Sherrod DR, Magigita MM, Kwelwa S (2013) Geologic map of oldonyo lengai (oldoinyo lengai) volcano and surroundings, arusha region, unites republic of Tanzania. US Geological Survey Open-File Report 2013–1306:70

Solano R, Didan K, Jacobson A, Huete A (2010) MODIS Vegetation Index User’s Guide. http://vip.arizona.edu/documents/MODIS/MODIS_VI_UsersGuide_01_2012.pdf. 2013

Stadlin SA (2015) Fragmentation, eruption dynamics and depositional processes in mixed carbonatite-silicate volcanic eruptions. ETH Zurich, Zurich

Taylor BW (1957) Plant succession on recent volcanoes in Papua. J Ecol 45:233–243

Tucker CJ (1979) Red and photographic infrared linear combinations for monitoring vegetation. Remote Sens Environ 8(2):127–150

Vaughan RG, Kervyn M, Realmuto V, Abrams M, Hook SJ (2008) Satellite measurements of recent volcanic activity at Oldoinyo Lengai, Tanzania. J Volcanol Geotherm Res 173:196–206

Veraverbeke S, Gitas I, Katagis T, Polychronaki A, Somers B, Goossens R (2012) Assessing post-fire vegetation recovery using red-near infrared vegetation indices: Accounting for background and vegetation variability. IPRS J Photogrammetr Remote Sensing 68:28–39

Vermote E, El Saleous N, Justice C (2002) Atmospheric correction of the MODIS data in the visible to middle infrared: First results. Remote Sens Environ 83:97–111

Viovy N, Arino O, Belward AP (1992) The Best Index slope extraction (BISE): a method for reducing noise in NDVI time series. Int J Remote Sensing 13:1585–1590

White F (1986) La végétation de l'Afrique: mémoire accompagnant la carte de végétation de l'Afrique UNESCO/AETFAT/UNSO. ORSTOM, UNESCO, Paris

Wilson T, Cole J, Cronin SJ, Stewart C, Johnston D (2011) Impacts on agriculture following the 1991 eruption of Vulcan Hudson, Patagonia: lessons for recovery. Nat Hazards 57:185–212

Zaitsev AN, Keller J (2006) Mineralogical and chemical transformation of Oldoinyo Lengai natrocarbonatites, Tanzania. Lithos 91(1–4):191–207

Zhou H, van Rompaey A, Wang J (2009) Detecting the impact of the “Grain for Green” program on the mean annual vegetation cover in the Shaanxi province, China using SPOT-VGT NDVI data. Land Use Policy 26:954–960