E. Bard, G. Raisbeck, F. Yiou, and J. Jouzel, Solar modulation of cosmogenic nuclide production over the last millennium: comparison between 14C and 10Be records, Earth and Planetary Science Letters, vol.150, issue.3-4, p.453, 1997.
DOI : 10.1016/S0012-821X(97)00082-4
URL : https://hal.archives-ouvertes.fr/in2p3-00001154

G. A. Bazilevskaya, E. W. Cliver, and G. A. Kovaltsov, Solar Cycle in the Heliosphere and Cosmic Rays, Space Science Reviews, vol.40, issue.26, p.409, 2014.
DOI : 10.1002/grl.50576

J. Beer, K. Mccracken, and R. Steiger, Cosmogenic Radionuclides: Theory and Applications in the Terrestrial and Space Environments, 2012.

M. C. Brown, F. Donadini, and M. Korte, GEOMAGIA50.v3: 1. general structure and modifications to the archeological and volcanic database, Earth, Planets and Space, vol.170, issue.1-2, p.83, 2015.
DOI : 10.1016/j.pepi.2008.07.027

S. Cai, L. Tauxe, and C. Deng, Geomagnetic intensity variations for the past 8 kyr: New archaeointensity results from Eastern China, Earth and Planetary Science Letters, vol.392, p.217, 2014.
DOI : 10.1016/j.epsl.2014.02.030
URL : https://cloudfront.escholarship.org/dist/prd/content/qt3vg4g410/qt3vg4g410.pdf

S. Cai, W. Chen, and L. Tauxe, New constraints on the variation of the geomagnetic field during the late Neolithic period: Archaeointensity results from Sichuan, southwestern China, Journal of Geophysical Research: Solid Earth, vol.117, issue.1-2, p.2056, 2015.
DOI : 10.1029/2012JB009368

R. Cameron and M. Schüssler, The crucial role of surface magnetic fields for the solar dynamo, Science, vol.5, issue.6228, pp.1333-150, 2015.
DOI : 10.1029/GL005i005p00411

, A&A, vol.587, p.150, 2016.

F. Clette, L. Svalgaard, J. Vaquero, and E. Cliver, Revisiting the Sunspot Number, Space Science Reviews, vol.736, issue.4, p.35, 2014.
DOI : 10.1088/0004-637X/736/2/115

G. Cromwell, L. Tauxe, H. Staudigel, and H. Ron, Paleointensity estimates from historic and modern Hawaiian lava flows using glassy basalt as a primary source material, Physics of the Earth and Planetary Interiors, vol.241, p.44, 2015.
DOI : 10.1016/j.pepi.2014.12.007

P. Damon and C. Sonett, The Sun in Time, p.360, 1991.

L. V. De-groot, A. Béguin, and M. E. Kosters, High paleointensities for the Canary Islands constrain the Levant geomagnetic high, Earth and Planetary Science Letters, vol.419, p.154, 2015.
DOI : 10.1016/j.epsl.2015.03.020

D. Chiara, A. Tauxe, L. Speranza, and F. , Phys. Earth Planet. Inter, vol.234, issue.1, 2014.

F. Donadini, K. Korhonen, P. Riisager, and L. J. Pesonen, Database for Holocene geomagnetic intensity information, Eos, Transactions American Geophysical Union, vol.140, issue.41, p.137, 2006.
DOI : 10.1046/j.1365-246x.2000.00011.x
URL : https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2006EO140002

W. Ebisuzaki, A Method to Estimate the Statistical Significance of a Correlation When the Data Are Serially Correlated, Journal of Climate, vol.10, issue.9, p.2147, 1997.
DOI : 10.1175/1520-0442(1997)010<2147:AMTETS>2.0.CO;2

C. Field, G. Schmidt, D. Koch, and C. Salyk, J. Geophys. Res. Akkadica, vol.111, issue.131, p.29, 2006.

Y. Gallet and P. Butterlin, , p.263, 2015.

Y. Gallet, L. Goff, M. Genevey, A. Margueron, J. Matthiae et al., Geomagnetic field intensity behavior in the Middle East between ???3000 BC and ???1500 BC, Geophysical Research Letters, vol.15, issue.B5, p.2307, 2008.
DOI : 10.1029/2007GL031991
URL : https://hal.archives-ouvertes.fr/insu-01863454

Y. Gallet, A. Genevey, L. Goff, and M. , On the use of archeology in geomagnetism, and vice-versa: Recent developments in archeomagnetism, Comptes Rendus Physique, vol.10, issue.7, p.630, 2009.
DOI : 10.1016/j.crhy.2009.08.005

Y. Gallet, M. Montaña, M. Genevey, and A. , New Late Neolithic (c. 7000???5000 BC) archeointensity data from Syria. Reconstructing 9000years of archeomagnetic field intensity variations in the Middle East, Physics of the Earth and Planetary Interiors, vol.238, p.89, 2015.
DOI : 10.1016/j.pepi.2014.11.003
URL : https://hal.archives-ouvertes.fr/hal-01096917

A. Genevey, Y. Gallet, C. G. Constable, M. Korte, and G. Hulot, Geochem., Geophys., Geosyst, vol.9, p.4038, 2008.

A. Genevey, Y. Gallet, E. Thébault, S. Jesset, L. Goff et al., , p.2858, 2013.

G. Golub and W. Kahan, Calculating the Singular Values and Pseudo-Inverse of a Matrix, Journal of the Society for Industrial and Applied Mathematics Series B Numerical Analysis, vol.2, issue.2, p.205, 1965.
DOI : 10.1137/0702016

N. Golyandina, V. Nekrutkin, and A. Zhigljavsky, Analysis of Time Series Structure: SSA and related techniques, Boca Raton, vol.90, 2001.
DOI : 10.1201/9781420035841

A. Grinsted, J. C. Moore, and S. Jevrejeva, Application of the cross wavelet transform and wavelet coherence to geophysical time series, Nonlinear Processes in Geophysics, vol.11, issue.5/6, p.561, 2004.
DOI : 10.5194/npg-11-561-2004
URL : https://hal.archives-ouvertes.fr/hal-00302394

A. Hanslmeier, R. Braj?a, and J. Calogovi´ccalogovi´c, The chaotic solar cycle, Astronomy & Astrophysics, vol.430, p.6, 2013.
DOI : 10.1086/174415

H. Hassani, Journal of Data Science, vol.5, p.239, 2007.

U. Heikkilä, J. Beer, and J. Feichter, Meridional transport and deposition of atmospheric ¹⁰Be, Atmospheric Chemistry and Physics, vol.9, issue.2, p.515, 2009.
DOI : 10.5194/acp-9-515-2009

H. Hong, Y. Yu, and C. H. Lee, Globally strong geomagnetic field intensity circa 3000 years ago, Earth and Planetary Science Letters, vol.383, p.142, 2013.
DOI : 10.1016/j.epsl.2013.09.043

D. V. Hoyt and K. H. Schatten, Solar Physics, vol.179, issue.1, p.189, 1998.
DOI : 10.1023/A:1005007527816

Q. Hua, G. E. Webb, and J. Zhao, Large variations in the Holocene marine radiocarbon reservoir effect reflect ocean circulation and climatic changes, Earth and Planetary Science Letters, vol.422, p.33, 2015.
DOI : 10.1016/j.epsl.2015.03.049

F. Inceoglu, R. Simoniello, and V. F. Knudsen, A&A Phys. Earth Planet. Inter, vol.577, issue.241, pp.20-21, 2015.

B. B. Karak, L. L. Kitchatinov, and A. Brandenburg, HYSTERESIS BETWEEN DISTINCT MODES OF TURBULENT DYNAMOS, The Astrophysical Journal, vol.803, issue.2, p.95, 2015.
DOI : 10.1088/0004-637X/803/2/95

C. Kissel, C. Laj, and A. Rodriguez-gonzalez, Holocene geomagnetic field intensity variations: Contribution from the low latitude Canary Islands site, Earth and Planetary Science Letters, vol.430, p.178, 2015.
DOI : 10.1016/j.epsl.2015.08.005
URL : https://hal.archives-ouvertes.fr/hal-01805580

J. Kittler and P. C. Young, A new approach to feature selection based on the Karhunen-Loeve expansion, Pattern Recognition, vol.5, issue.4, p.335, 1973.
DOI : 10.1016/0031-3203(73)90025-3

M. F. Knudsen, P. Riisager, and F. Donadini, Variations in the geomagnetic dipole moment during the Holocene and the past 50??kyr, Earth and Planetary Science Letters, vol.272, issue.1-2, p.319, 2008.
DOI : 10.1016/j.epsl.2008.04.048

K. Korhonen, F. Donadini, P. Riisager, and L. J. Pesonen, Geochem., Geophys., Geosys, vol.9, p.4029, 2008.

M. Korte and C. Constable, The geomagnetic dipole moment over the last 7000 years???new results from a global model, Earth and Planetary Science Letters, vol.236, issue.1-2, p.348, 2005.
DOI : 10.1016/j.epsl.2004.12.031

M. Korte and C. Constable, Improving geomagnetic field reconstructions for 0???3ka, Physics of the Earth and Planetary Interiors, vol.188, issue.3-4, p.247, 2011.
DOI : 10.1016/j.pepi.2011.06.017

M. Korte, F. Donadini, and C. G. Constable, Geochem. Geophys. Geosys, vol.10, p.6008, 2009.

M. Korte, C. Constable, F. Donadini, and R. Holme, Reconstructing the Holocene geomagnetic field, Earth and Planetary Science Letters, vol.312, issue.3-4, p.497, 2011.
DOI : 10.1016/j.epsl.2011.10.031

G. Kovaltsov and I. Usoskin, A new 3D numerical model of cosmogenic nuclide 10Be production in the atmosphere, Earth and Planetary Science Letters, vol.291, issue.1-4, p.182, 2010.
DOI : 10.1016/j.epsl.2010.01.011

G. Kovaltsov, A. Mishev, and I. Usoskin, Earth Planet. Sci. Lett, vol.337, p.114, 2012.

N. Krivova, L. Balmaceda, and S. Solanki, Reconstruction of solar total irradiance since 1700 from the surface magnetic flux, Astronomy & Astrophysics, vol.427, issue.1, p.335, 2007.
DOI : 10.1086/187377

A. Licht, G. Hulot, Y. Gallet, and E. Thébault, Ensembles of low degree archeomagnetic field models for the past three millennia, Physics of the Earth and Planetary Interiors, vol.224, p.38, 2013.
DOI : 10.1016/j.pepi.2013.08.007
URL : https://hal.archives-ouvertes.fr/hal-00997254

M. Lockwood, M. J. Owens, and L. Barnard, Centennial variations in sunspot number, open solar flux, and streamer belt width: 1. Correction of the sunspot number record since 1874, Journal of Geophysical Research: Space Physics, vol.288, issue.1, p.5172, 2014.
DOI : 10.1007/s11207-013-0311-y

L. H. Ma, Thousand-Year Cycle Signals in Solar Activity, Solar Physics, vol.79, issue.2, p.411, 2007.
DOI : 10.1137/1.9781611970104

R. Mane, On the dimension of the compact invariant sets of certain non-linear maps, Dynamical Systems and Turbulence, p.230, 1981.
DOI : 10.1007/BFb0091916

K. Mccracken, J. Beer, F. Steinhilber, and J. Abreu, Space Sci. Rev, p.324, 2011.

F. Miyake, K. Nagaya, K. Masuda, and T. Nakamura, A signature of cosmic-ray increase in ad 774???775 from tree rings in Japan, Nature, vol.19, issue.7402, p.240, 2012.
DOI : 10.1017/S0033822200003672

F. Miyake, K. Masuda, and T. Nakamura, Another rapid event in the carbon-14 content of tree rings, Nature Communications, vol.172, issue.1, p.1748, 2013.
DOI : 10.1016/S0168-583X(00)00398-0

D. Moss, D. Sokoloff, I. Usoskin, and V. Tutubalin, Solar Grand Minima and Random Fluctuations in??Dynamo Parameters, Solar Physics, vol.365, issue.2, p.221, 2008.
DOI : 10.1093/mnras/273.4.1150

R. Muscheler, F. Joos, and J. Beer, Solar activity during the last 1000yr inferred from radionuclide records, Quaternary Science Reviews, vol.26, issue.1-2, p.82, 2007.
DOI : 10.1016/j.quascirev.2006.07.012

R. Muscheler, F. Adolphi, and M. F. Knudsen, Assessing the differences between the IntCal and Greenland ice-core time scales for the last 14,000 years via the common cosmogenic radionuclide variations, Quaternary Science Reviews, vol.106, p.81, 2014.
DOI : 10.1016/j.quascirev.2014.08.017

I. Nachasova and K. Burakov, Geomagn. Aeron, p.35, 1995.

I. Nachasova and K. Burakov, Geomagn. Aeron, p.38, 1998.

A. Nilsson, R. Holme, M. Korte, N. Suttie, and M. Hill, Reconstructing Holocene geomagnetic field variation: new methods, models and implications, Geophysical Journal International, vol.288, issue.1, p.229, 2014.
DOI : 10.1016/j.epsl.2009.07.023

M. L. Osete, G. Catanzariti, and A. Chauvin, First archaeomagnetic field intensity data from Ethiopia, Africa (1615??12AD), Physics of the Earth and Planetary Interiors, vol.242, p.24, 2015.
DOI : 10.1016/j.pepi.2015.03.003

D. Passos, D. Nandy, S. Hazra, and . Lopes, , p.18

F. J. Pavón-carrasco, M. L. Osete, J. M. Torta, and A. De-santis, A geomagnetic field model for the Holocene based on archaeomagnetic and lava flow data, Earth and Planetary Science Letters, vol.388, p.98, 2014.
DOI : 10.1016/j.epsl.2013.11.046

P. J. Reimer, M. G. Baillie, and E. Bard, IntCal09 and Marine09 Radiocarbon Age Calibration Curves, 0???50,000 Years cal BP, Radiocarbon, vol.46, issue.04, p.1111, 2009.
DOI : 10.1177/095968369300300401

R. Roth and F. Joos, A reconstruction of radiocarbon production and total solar irradiance from the Holocene ¹⁴C and CO₂ records: implications of data and model uncertainties, Climate of the Past, vol.9, issue.4, p.1879, 2013.
DOI : 10.5194/cp-9-1879-2013-supplement

R. Shaar, L. Tauxe, and E. Ben-yosef, , p.195, 2015.

I. Snowball and R. Muscheler, Palaeomagnetic intensity data: an Achilles heel of solar activity reconstructions, The Holocene, vol.2, issue.6, p.851, 2007.
DOI : 10.1098/rsta.1990.0032

S. Solanki, M. Schüssler, and M. Fligge, Evolution of the Sun's large-scale magnetic field since the Maunder minimum, Nature, vol.162, issue.6811, p.445, 2000.
DOI : 10.1007/BF00733429

S. Solanki, I. Usoskin, B. Kromer, M. Schüssler, and J. Beer, Nature, pp.431-1084, 2004.

F. Steinhilber, J. A. Abreu, and J. Beer, Astrophys. Space Sci. Trans, vol.4, issue.1, 2008.

F. Steinhilber, J. Abreu, and J. Beer, Proc. Nat. Acad. Sci. USA, p.5967, 2012.

M. D. Stillinger, J. M. Feinberg, and E. Frahm, Refining the archaeomagnetic dating curve for the Near East: new intensity data from Bronze Age ceramics at Tell Mozan, Syria, Journal of Archaeological Science, vol.53, p.345, 2015.
DOI : 10.1016/j.jas.2014.10.025

L. Svalgaard and K. H. Schatten, ArXiv e-prints, 2015.

F. Takens, Detecting strange attractors in turbulence, Dynamical Systems and Turbulence, p.366, 1981.
DOI : 10.1007/BF01646553

E. Thébault, Y. Gallet, and I. G. Usoskin, Geophys. Res. Lett. Liv. Rev. Sol. Phys, vol.37, issue.10 1, 2010.

I. G. Usoskin, K. Alanko-huotari, G. A. Kovaltsov, K. Mursula, I. G. Usoskin et al., J. Geophys. Res. J. Atmosph. Sol.-Terr. Phys, vol.110, issue.68, p.2164, 2005.

I. G. Usoskin, S. K. Solanki, and G. A. Kovaltsov, A&A, pp.471-301, 2007.

I. G. Usoskin, K. Horiuchi, S. Solanki, G. A. Kovaltsov, E. Bard et al., J. Geophys. Res. Annales Geophys, vol.114, issue.20, pp.3112-115, 2002.

S. S. Vasiliev, V. A. Dergachev, O. M. Raspopov, and H. Jungner, Long-term variations in the flux of cosmogenic isotope 10Be over the last 10000 years: Variations in the geomagnetic field and climate, Geomagnetism and Aeronomy, vol.140, issue.1, p.121, 2012.
DOI : 10.1046/j.1365-246x.2000.00011.x

R. Vautard and M. Ghil, Singular spectrum analysis in nonlinear dynamics, with applications to paleoclimatic time series, Physica D: Nonlinear Phenomena, vol.35, issue.3, p.395, 1989.
DOI : 10.1016/0167-2789(89)90077-8

R. Vautard, P. Yiou, and M. Ghil, Singular-spectrum analysis: A toolkit for short, noisy chaotic signals, Physica D: Nonlinear Phenomena, vol.58, issue.1-4, p.95, 1992.
DOI : 10.1016/0167-2789(92)90103-T

M. Vonmoos, J. Beer, R. Muscheler, W. R. Webber, P. R. Higbie et al., J. Geophys. Res. J. Geophys. Res. J. Geophys. Res, vol.111, issue.102, p.26783, 1997.