. Ipcc and . Climate, Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change; Core Writing Team, Synthesis Report, p.151, 2014.

M. Weber, S. Dikty, J. P. Burrows, H. Garny, M. Dameris et al., The Brewer-Dobson circulation and total ozone from seasonal to decadal time scales, Atmospheric Chemistry and Physics, vol.11, issue.21, pp.11221-11235, 2011.

T. L. Laban, P. G. Van-zyl, J. P. Beukes, V. Vakkari, K. Jaars et al., Seasonal influences on surface ozone variability in continental South Africa and implications for air quality, Atmospheric Chemistry and Physics, vol.18, issue.20, pp.15491-15514, 2018.

V. Sivakumar and J. A. Ogunniyi, Ozone climatology and variability over Irene, South Africa determined by ground based and satellite observations. Part 1: Vertical variations in the troposphere and stratosphere, Atmósfera, vol.30, issue.4, pp.337-353, 2017.

R. D. Diab, A. M. Thompson, K. Mari, L. Ramsay, and G. J. Coetzee, Tropospheric ozone climatology over Irene, South Africa, from 1990 to 1994 and 1998 to 2002, Journal of Geophysical Research, vol.109, issue.D20, 2004.

N. Semane, H. Bencherif, B. Morel, A. Hauchecorne, and R. D. Diab, An unusual stratospheric ozone decrease in the Southern Hemisphere subtropics linked to isentropic air-mass transport as observed over Irene (25.5° S, 28.1° E) in mid-May 2002, Atmospheric Chemistry and Physics, vol.6, issue.7, pp.1927-1936, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00083644

N. Mzé, A. Hauchecorne, H. Bencherif, F. Dalaudier, and J. Bertaux, Climatology and comparison of ozone from ENVISAT/GOMOS and SHADOZ/balloon-sonde observations in the southern tropics, Atmos. Chem. Phys, vol.10, pp.8025-8035, 2010.

A. M. Toihir, T. Portafaix, V. Sivakumar, H. Bencherif, A. Pazmiño et al., Variability and trend in ozone over the southern tropics and subtropics, Annales Geophysicae, vol.36, issue.2, pp.381-404, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01753340

A. M. Toihir, T. Portafaix, V. Sivakumar, H. Bencherif, A. Pazmiño et al., Variability and trend in ozone over the southern tropics and subtropics, Annales Geophysicae, vol.36, issue.2, pp.381-404, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01753340

A. M. Thompson, N. V. Balashov, J. C. Witte, J. G. Coetzee, V. Thouret et al., Tropospheric ozone increases over the southern Africa region: bellwether for rapid growth in Southern Hemisphere pollution?, Atmospheric Chemistry and Physics, vol.14, issue.18, pp.9855-9869, 2014.

I. Petropavlovskikh, S. Godin-beekmann, D. Hubert, R. Damadeo, B. Hassler et al., Report on Long-Term Ozone Trends and Uncertainties in the Stratosphere. SPARC Report, vol.17, issue.9, p.10, 2018.

R. D. Mcpeters, P. K. Bhartia, A. J. Krueger, J. R. Herman, C. G. Wellemeyer et al., Earth Probe Total Ozone Mapping Spectrometer

L. Hoffman and G. B. Parker, Preliminary assessment of energy conservation opportunities at the NASA Goddard Space Flight Center, Greenbelt, Maryland, NASA Goddard Space Flight Center, 1993.

P. K. Bhartia and C. W. Wellemeyer, OMI Algorithm Theoretical Basis Document

P. K. Barthia and . Ed, ATBD-OMI-02, Version 2.0; OMI Ozone: Defra, TOMS-V8 Total O3 Algorithm, vol.II, 2002.

N. J. Livesey, W. G. Read, L. Froidevaux, J. W. Waters, M. L. Santee et al., The UARS Microwave Limb Sounder version 5 data set: Theory, characterization, and validation, Journal of Geophysical Research: Atmospheres, vol.108, issue.D13, pp.n/a-n/a, 2003.

A. M. Toihir, H. Bencherif, V. Sivakumar, L. El-amraoui, T. Portafaix et al., Comparison of total column ozone obtained by the IASI-MetOp satellite with ground-based and OMI satellite observations in the southern tropics and subtropics, Annales Geophysicae, vol.33, issue.9, pp.1135-1146, 2015.

J. A. Ogunniyi and V. Sivakumar, Ozone climatology and its variability from ground based and satellite observations over Irene, South Africa (25.5º S; 28.1º E) ? Part 2: Total column ozone variations, Atmósfera, vol.31, issue.1, pp.11-24, 2018.

K. Bramstedt, J. Gleason, D. Loyola, W. Thomas, A. Bracher et al., Comparison of total ozone from the satellite instruments GOME and TOMS with measurements from the Dobson network 1996?2000, Atmospheric Chemistry and Physics, vol.3, issue.5, pp.1409-1419, 2003.
URL : https://hal.archives-ouvertes.fr/hal-00300883

A. M. Thompson, C. J. Witte, R. D. Mcpeters, S. J. Oltmans, F. J. Schmidlin et al., Southern Hemisphere Additional Ozonesondes (SHADOZ) 1998?2000 tropical ozone climatology 1. Comparison with Total Ozone Mapping Spectrometer (TOMS) and ground-based measurements, Journal of Geophysical Research, vol.108, issue.D2, 2003.

W. J. Randel and A. M. Thompson, Interannual variability and trends in tropical ozone derived from SAGE II satellite data and SHADOZ ozonesondes, Journal of Geophysical Research, vol.116, issue.D7, 2011.


V. Sivakumar, H. Bencherif, N. Bègue, and A. M. Thompson, Tropopause Characteristics and Variability from 11 yr of SHADOZ Observations in the Southern Tropics and Subtropics, Journal of Applied Meteorology and Climatology, vol.50, issue.7, pp.1403-1416, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00961639

H. Bencherif, R. D. Diab, T. Portafaix, B. Morel, P. Keckhut et al., Temperature climatology and trend estimates in the UTLS region as observed over a southern subtropical site, Durban, South Africa, Atmospheric Chemistry and Physics, vol.6, issue.12, pp.5121-5128, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00328465

N. Bègue, H. Bencherif, V. Sivakumar, G. Kirgis, N. Mze et al., Temperature variability and trends in the UT-LS over a subtropical site: Reunion (20.8° S, 55.5° E), Atmospheric Chemistry and Physics, vol.10, issue.17, pp.8563-8574, 2010.

E. Kyrölä, M. Laine, V. Sofieva, J. Tamminen, S. Päivärinta et al., Combined SAGE II?GOMOS ozone profile data set for 1984?2011 and trend analysis of the vertical distribution of ozone, Atmospheric Chemistry and Physics, vol.13, issue.21, pp.10645-10658, 2013.

P. J. Nair, S. Godin-beekmann, J. Kuttippurath, G. Ancellet, F. Goutail et al., Ozone trends derived from the total column and vertical profiles at a northern mid-latitude station, Atmospheric Chemistry and Physics, vol.13, issue.20, pp.10373-10384, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00801693

A. E. Bourassa, D. A. Degenstein, W. J. Randel, J. M. Zawodny, E. Kyrölä et al., Trends in stratospheric ozone derived from merged SAGE II and Odin-OSIRIS satellite observations, Atmospheric Chemistry and Physics, vol.14, issue.13, pp.6983-6994, 2014.

C. Gebhardt, A. Rozanov, R. Hommel, M. Weber, H. Bovensmann et al., Stratospheric ozone trends and variability as seen by SCIAMACHY from 2002 to 2012, Atmospheric Chemistry and Physics, vol.14, issue.2, pp.831-846, 2014.

A. Raj, S. T. Ratnam, M. V. Rao, D. N. Murthy, and B. K. , Long-term trends in stratospheric ozone, temperature, and water vapor over the Indian region, Ann. Geophys, vol.36, pp.149-165, 2018.

E. Eckert, T. Von-clarmann, M. Kiefer, G. P. Stiller, S. Lossow et al., Drift-corrected trends and periodic variations in MIPAS IMK/IAA ozone measurements, Atmospheric Chemistry and Physics, vol.14, issue.5, pp.2571-2589, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00843691

D. Balis, M. Kroon, M. E. Koukouli, E. J. Brinksma, G. Labow et al., Validation of Ozone Monitoring Instrument total ozone column measurements using Brewer and Dobson spectrophotometer ground-based observations, Journal of Geophysical Research, vol.112, issue.D24, 2007.

J. R. Ziemke, S. Chandra, B. N. Duncan, L. Froidevaux, P. K. Bhartia et al., Tropospheric ozone determined from Aura OMI and MLS: Evaluation of measurements and comparison with the Global Modeling Initiative's Chemical Transport Model, Journal of Geophysical Research, vol.111, issue.D19, 2006.

H. G. Smit, W. Straeter, B. J. Johnson, S. J. Oltmans, J. Davies et al., Assessment of the performance of ECC-ozonesondes under quasi-flight conditions in the environmental simulation chamber: Insights from the Juelich Ozone Sonde Intercomparison Experiment (JOSIE), Journal of Geophysical Research, vol.112, issue.D19, 2007.

A. M. Thompson, J. C. Witte, H. G. Smit, S. J. Oltmans, B. J. Johnson et al., Southern Hemisphere Additional Ozonesondes (SHADOZ) 1998?2004 tropical ozone climatology: 3. Instrumentation, station-to-station variability, and evaluation with simulated flight profiles, Journal of Geophysical Research, vol.112, issue.D3, 2007.

W. D. Komhyr, <title>USA Dobson spectrophotometer total ozone measurements program: 1962-1992</title>, Atmospheric Ozone, 1993.

M. Stanek, Total Ozone and UV Radiation Monitoring Software, p.10, 2007.

C. Torrence and G. P. Compo, A Practical Guide to Wavelet Analysis, Bull. Am. Meteorol. Soc, vol.79, pp.61-78, 1998.

L. Vaz-peres, H. Bencherif, N. Mbatha, A. Passaglia-schuch, A. M. Toihir et al., Measurements of the total ozone column using a Brewer spectrophotometer and TOMS and OMI satellite instruments over the Southern Space Observatory in Brazil, Ann. Geophys, vol.35, pp.25-37, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01446925

N. R. Rigozo, M. B. Rosa, P. H. Rampelotto, M. P. Echer, E. Echer et al., Reconstruction and searching ozone data periodicities in southern Brazil (29 ? S 53 ? W), Rev. Bras. Meteorol, vol.27, pp.243-252, 2012.

S. Fadnavis and G. Beig, Spatiotemporal variation of the ozone QBO in MLS data by wavelet analysis, Annales Geophysicae, vol.26, issue.12, pp.3719-3730, 2008.

R. Yadav, S. K. Tripathi, G. Pranuthi, and S. K. Dubey, Trend analysis by Mann-Kendall test for precipitation and temperature for thirteen districts of Uttarakhand, J. Agrometeorol, vol.16, pp.164-171, 2014.

M. Gedefaw, D. Yan, H. Wang, T. Qin, A. Girma et al., Innovative Trend Analysis of Annual and Seasonal Rainfall Variability in Amhara Regional State, Ethiopia, Atmosphere, vol.9, issue.9, p.326, 2018.

R. Ali, A. Kuriqi, S. Abubaker, and O. Kisi, Long-Term Trends and Seasonality Detection of the Observed Flow in Yangtze River Using Mann-Kendall and Sen's Innovative Trend Method, vol.11, 1855.

T. Chen, G. Xia, L. T. Wilson, W. Chen, and D. Chi, Trend and Cycle Analysis of Annual and Seasonal Precipitation in Liaoning, China, Advances in Meteorology, vol.2016, pp.1-15, 2016.

F. Hussain, G. Nabi, and M. W. Boota, Rainfall trend analysis by using the mann-kendall test & sen's slope estimates: A case study of district chakwal rain gauge, barani area, northern punjab province, Pakistan. Sci. Int, vol.27, pp.3159-3165, 2015.

M. Zarenistanak, A. G. Dhorde, and R. H. Kripalani, Trend analysis and change point detection of annual and seasonal precipitation and temperature series over southwest Iran, J. Earth Syst. Sci, vol.123, pp.281-295, 2014.

T. P. Barnett, M. Latif, E. Kirk, E. Roeckner, . On et al., Physics. Am. Meteorol. Soc, vol.4, pp.487-515, 1991.

N. Butchart, A. A. Scaife, and J. Austin, Quasi-biennial oscillation in ozone in a coupled chemistry-climate model, Journal of Geophysical Research, vol.108, issue.D15, p.4486, 2003.

W. Chehade, M. Weber, and J. P. Burrows, Total ozone trends and variability during 1979?2012 from merged data sets of various satellites, Atmospheric Chemistry and Physics, vol.14, issue.13, pp.7059-7074, 2014.

S. Chandra, J. R. Ziemke, and R. W. Stewart, An 11-year solar cycle in tropospheric ozone from TOMS measurements, Geophysical Research Letters, vol.26, issue.2, pp.185-188, 1999.

S. Fadnavis, G. Beig, and S. D. Polade, Features of ozone quasi-biennial oscillation in the vertical structure of tropics and subtropics, Meteorology and Atmospheric Physics, vol.99, issue.3-4, pp.221-231, 2007.

I. Hirota, Equatorial Waves in the upper stratosphere and mesosphere in relation to semi-annual oscillation of the zonal wind, J. Atmos. Sci, vol.35, pp.714-722, 1978.

T. J. Dunkerton, Theory of the mesopause semiannual oscillation, J. Atmos. Sci, vol.39, pp.2681-2690, 1982.

B. E. Soukharev and L. L. Hood, Solar cycle variation of stratospheric ozone: Multiple regression analysis of long-term satellite data sets and comparisons with models, Journal of Geophysical Research, vol.111, issue.D20, 2006.

J. Austin, K. Tourpali, E. Rozanov, H. Akiyoshi, S. Bekki et al., Coupled chemistry climate model simulations of the solar cycle in ozone and temperature, Journal of Geophysical Research, vol.113, issue.D11, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00287829

J. R. Ziemke, L. D. Oman, S. A. Strode, A. R. Douglass, M. A. Olsen et al., Trends in global tropospheric ozone inferred from a composite record of TOMS/OMI/MLS/OMPS satellite measurements and the MERRA-2 GMI simulation, Atmospheric Chemistry and Physics, vol.19, issue.5, pp.3257-3269, 2019.

W. T. Ball, J. Alsing, J. Staehelin, S. M. Davis, L. Froidevaux et al., Stratospheric ozone trends for 1985?2018: sensitivity to recent large variability, Atmospheric Chemistry and Physics, vol.19, issue.19, pp.12731-12748, 2019.

J. P. Mulumba and S. Venkataraman, Modeling Tropospheric Ozone Climatology over Irene (South Africa) Using Retrieved Remote Sensing and Ground-Based Measurement Data, Journal of Remote Sensing & GIS, vol.4, issue.3, p.151, 2015.

W. T. Ball, J. Alsing, D. J. Mortlock, J. Staehelin, J. D. Haigh et al., Evidence for a continuous decline in lower stratospheric ozone offsetting ozone layer recovery, Atmospheric Chemistry and Physics, vol.18, issue.2, pp.1379-1394, 2018.

K. A. Stone, S. Solomon, and D. E. Kinnison, On the Identification of Ozone Recovery, Geophysical Research Letters, vol.45, issue.10, pp.5158-5165, 2018.

H. Theil, A Rank-Invariant Method of Linear and Polynomial Regression Analysis, Advanced Studies in Theoretical and Applied Econometrics, vol.53, pp.345-381, 1992.