Assessment of CO2 dynamics in subsurface atmospheres using the wavelet approach: from cavity–atmosphere exchange to anthropogenic impacts in Rull cave (Vall d′Ebo, Spain)

Subsurface environments are non-negligible contributors to the net carbon balance because they act as natural sinks of CO2 and are responsible for the efflux to the Earth’s atmosphere during their ventilation states. In this way, the characterization of the CO2 dynamics in these underground environments is essential to determine the gas exchange between both atmospheres. A complete microclimatic analysis and trace gas (CO2 and 222Rn) monitoring of Rull cave (southeast Spain) were conducted to characterize the natural dynamics and anthropogenic influence on the cavity. The analysis was accomplished by implementing wavelet analysis and resemblance techniques. This study enhances wavelet analysis as an efficient tool to analyse microclimatic time series, as it allows for the detection of the main periodicities of signals located in the time domain and the prevailing relationships between them. The analysis indicates that the low-frequency components of the signals were close to the identified annual natural cycles. For a 1-year cycle, the ventilation of the cavity causes the CO2 concentration to decrease from 3569 to 932 ppm in nearly 1 month, highlighting the existence of an output efflux from the cavity. On the contrary, the high-frequency components are linked to human perturbations caused by visitors in the cavity.

[1]  S. Rivas-martínez Pisos bioclimáticos de España , 1983 .

[2]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  J. Latgé,et al.  The Fungal Spore , 1991 .

[4]  Ingrid Daubechies,et al.  Ten Lectures on Wavelets , 1992 .

[5]  A. Cohen Ten Lectures on Wavelets, CBMS-NSF Regional Conference Series in Applied Mathematics, Vol. 61, I. Daubechies, SIAM, 1992, xix + 357 pp. , 1994 .

[6]  Gerald Kaiser,et al.  A Friendly Guide to Wavelets , 1994 .

[7]  M. Victor Wickerhauser,et al.  Adapted wavelet analysis from theory to software , 1994 .

[8]  Truong Q. Nguyen,et al.  Wavelets and filter banks , 1996 .

[9]  Kathleen Dohan,et al.  Identification and characterization of water quality transients using wavelet analysis. I. Wavelet analysis methodology , 1997 .

[10]  S. Sánchez-Moral,et al.  Microclimatic characterization of a karstic cave: human impact on microenvironmental parameters of a prehistoric rock art cave (Candamo Cave, northern Spain) , 1998 .

[11]  A. Denis,et al.  Using the Entropy of Curves to Segment a Time or Spatial Series , 2002 .

[12]  George N Frantziskonis,et al.  Complementary Entropy and Wavelet Analysis of Drilling-Ability Data , 2003 .

[13]  B. Si Scale- and Location-Dependent Soil Hydraulic Properties in a Hummocky Landscape: A Wavelet Approach , 2003 .

[14]  J. J. Giner,et al.  De-Noising of Short-Period Seismograms by Wavelet Packet Transform , 2003 .

[15]  Dimitrios G. Aggelis,et al.  AN ACOUSTO-ULTRASONIC APPROACH FOR THE DETERMINATION OF WATER-TO-CEMENT RATIO IN CONCRETE , 2003 .

[16]  Antonio Pulido-Bosch,et al.  Environmental control for determining human impact and permanent visitor capacity in a potential show cave before tourist use , 2003, Environmental Conservation.

[17]  Federico Botella,et al.  A real-time earthquake detector with prefiltering by wavelets , 2003 .

[18]  J. J. Giner,et al.  Regularized Deconvolution of Local Short-Period Seismograms in the Wavelet Packet Domain , 2004 .

[19]  Aslak Grinsted,et al.  Nonlinear Processes in Geophysics Application of the Cross Wavelet Transform and Wavelet Coherence to Geophysical Time Series , 2022 .

[20]  M. S. Diallo,et al.  Modeling of Wave Dispersion Using Continuous Wavelet Transforms , 2005 .

[21]  F. Scherbaum,et al.  Characterization of dispersive surface waves using continuous wavelet transforms , 2005 .

[22]  Turgay Partal,et al.  Long-term trend analysis using discrete wavelet components of annual precipitations measurements in Marmara region (Turkey) , 2006 .

[23]  Frank Scherbaum,et al.  Characterization of polarization attributes of seismic waves using continuous wavelet transforms , 2006 .

[24]  Ana G. Elias,et al.  Discrete wavelet analysis to assess long-term trends in geomagnetic activity , 2006 .

[25]  J. Faimon,et al.  Anthropogenic CO2-flux into cave atmosphere and its environmental impact: A case study in the Císarská Cave (Moravian Karst, Czech Republic). , 2006, The Science of the total environment.

[26]  Sergio I. Molina,et al.  Wavelet Transform Methods for Azimuth Estimation in Local Three-Component Seismograms , 2007 .

[27]  Soledad Cuezva Robleño Dinámica microambiental de un medio kárstico somero (cueva de Altamira, Cantabria): microclima, geomicrobiología y mecanismos de interacción cavidad/exterior , 2008 .

[28]  Juan J. Galiana-Merino,et al.  Seismic $P$ Phase Picking Using a Kurtosis-Based Criterion in the Stationary Wavelet Domain , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[29]  Matthias Holschneider,et al.  Geophysical wavelet library: Applications of the continuous wavelet transform to the polarization and dispersion analysis of signals , 2008, Comput. Geosci..

[30]  D. Percival Analysis of Geophysical Time Series Using Discrete Wavelet Transforms: An Overview , 2008 .

[31]  Alice E. Milne,et al.  Wavelet Transforms Applied to Irregularly Sampled Soil Data , 2009 .

[32]  T. Atkinson,et al.  Seasonal microclimate control of calcite fabrics, stable isotopes and trace elements in modern speleothem from St Michaels Cave, Gibraltar , 2009 .

[33]  P. Froelich,et al.  Cave air ventilation and CO2 outgassing by radon-222 modeling: How fast do caves breathe? , 2010 .

[34]  Ning Wang,et al.  Two-Dimensional Continuous Wavelet Analysis and Its Application to Meteorological Data , 2010 .

[35]  Tohru Kohda,et al.  Clear P-wave arrival of weak events and automatic onset determination using wavelet filter banks , 2010, Digit. Signal Process..

[36]  A. Soler,et al.  Air Carbon Dioxide Contents in the Vadose Zone of a Mediterranean Karst , 2010 .

[37]  T. Atkinson,et al.  Gibraltar and trace elements in modern speleothem from St Michaels Cave, Seasonal microclimate control of calcite fabrics, stable isotopes Geological Society, London, Special Publications , 2010 .

[38]  A. Kowalski,et al.  Hidden, abiotic CO2 flows and gaseous reservoirs in the terrestrial carbon cycle: Review and perspectives , 2010 .

[39]  Luca D'Auria,et al.  Polarization Analysis in the Discrete Wavelet Domain: An Application to Volcano Seismology , 2010 .

[40]  Complexity analysis of precipitation in changing environment in Chien River Basin, China , 2011 .

[41]  K. Vadrevu,et al.  Wavelet analysis of airborne CO2 measurements and related meteorological parameters over heterogeneous landscapes , 2011 .

[42]  Rafael Abella,et al.  Characterization of trace gases' fluctuations on a ‘low energy’ cave (Castañar de Íbor, Spain) using techniques of entropy of curves , 2011 .

[43]  Asim Biswas,et al.  Application of Continuous Wavelet Transform in Examining Soil Spatial Variation: A Review , 2011 .

[44]  Taher Rajaee,et al.  Wavelet and ANN combination model for prediction of daily suspended sediment load in rivers. , 2011, The Science of the total environment.

[45]  Andrea Borsato,et al.  Carbon mass-balance modelling and carbon isotope exchange processes in dynamic caves , 2011 .

[46]  S. Parolai,et al.  Seismic wave characterization using complex trace analysis in the stationary wavelet packet domain , 2011 .

[47]  Valme Jurado,et al.  Detection of human-induced environmental disturbances in a show cave , 2011, Environmental science and pollution research international.

[48]  B. Cabezudo,et al.  Fungal spore content of the atmosphere of the Cave of Nerja (southern Spain): diversity and origin. , 2011, The Science of the total environment.

[49]  A. Kowalski,et al.  Short-term CO2(g) exchange between a shallow karstic cavity and the external atmosphere during summer: Role of the surface soil layer , 2011 .

[50]  José Luis Villarroel,et al.  Wavelet analysis of Fuenmayor karst spring, San Julián de Banzo, Huesca, Spain , 2012, Environmental Earth Sciences.

[51]  Pcs Devara,et al.  A wavelet-based spectral analysis of long-term time series of optical properties of aerosols obtained by lidar and radiometer measurements over an urban station in Western India , 2012 .

[52]  Jan Adamowski,et al.  Using discrete wavelet transforms to analyze trends in streamflow and precipitation in Quebec and Ontario (1954–2008) , 2012 .

[53]  V. Masson,et al.  CO 2 dispersion modelling over Paris region within the CO 2 -MEGAPARIS project , 2012 .

[54]  M. Haeffelin,et al.  Spatio-temporal variability of the atmospheric boundary layer depth over the Paris agglomeration: An assessment of the impact of the urban heat island intensity , 2012 .

[55]  D. Kell Large-scale sequestration of atmospheric carbon via plant roots in natural and agricultural ecosystems: why and how , 2012, Philosophical Transactions of the Royal Society B: Biological Sciences.

[56]  D. Veleda,et al.  Cross-Wavelet Bias Corrected by Normalizing Scales , 2012 .

[57]  James R. Gord,et al.  Application of the Cross Wavelet Transform and Wavelet Coherence to OH-PLIF in Bluff-Body Stabilized Flames , 2013 .

[58]  Heping Zhao,et al.  Hydrochemical and PCO2 variations of a cave stream in a subtropical karst area, Chongqing, SW China: piston effects, dilution effects, soil CO2 and buffer effects , 2014, Environmental Earth Sciences.

[59]  Juan J. Galiana-Merino,et al.  SeismicWaveTool: Continuous and discrete wavelet analysis and filtering for multichannel seismic data , 2013, Comput. Phys. Commun..

[60]  G. Pitari,et al.  Observations and box model analysis of radon-222 in the atmospheric surface layer at L’Aquila, Italy: March 2009 case study , 2014, Environmental Earth Sciences.

[61]  A. Kowalski,et al.  Cave ventilation is influenced by variations in the CO 2 -dependent virtual temperature , 2013 .

[62]  J. C. Cañaveras,et al.  Caracterización petrográfica y petrofísica de la roca encajante de la Cueva del Rull (Vall d'Ebo, Alicante) , 2013 .

[63]  A. Denis,et al.  Estimation of epikarst air PCO2 using measurements of water δ13CTDIC, cave air PCO2 and δ13CCO2 , 2013 .

[64]  S. Jain,et al.  Validation of a new meteorological forcing data in analysis of spatial and temporal variability of precipitation in India , 2014, Stochastic Environmental Research and Risk Assessment.

[65]  A.A.R. Da Silva,et al.  Using (222)Rn as a tracer of geodynamical processes in underground environments. , 2014, The Science of the total environment.

[66]  S. D. De Wekker,et al.  Impact of atmospheric boundary layer depth variability and wind reversal on the diurnal variability of aerosol concentration at a valley site. , 2014, The Science of the total environment.

[67]  Juan J. Galiana-Merino,et al.  EnvironmentalWaveletTool: Continuous and discrete wavelet analysis and filtering for environmental time series , 2014, Comput. Phys. Commun..

[68]  Sandip Pal,et al.  Monitoring Depth of Shallow Atmospheric Boundary Layer to Complement LiDAR Measurements Affected by Partial Overlap , 2014, Remote. Sens..

[69]  M. Lorblanchet,et al.  Conservation of prehistoric caves and stability of their inner climate: lessons from Chauvet and other French caves. , 2014, The Science of the total environment.

[70]  D. Benavente,et al.  Main drivers of diffusive and advective processes of CO2-gas exchange between a shallow vadose zone and the atmosphere , 2014 .

[71]  S. Šebela,et al.  The role of cave ventilation in governing cave air temperature and radon levels (Postojna Cave, Slovenia) , 2014 .

[72]  D. Benavente,et al.  Definition of Microclimatic Conditions in a Karst Cavity: Rull Cave (Alicante, Spain) , 2015 .

[73]  B. Andreo,et al.  Hydrogeological and Environmental Investigations in Karst Systems , 2015 .

[74]  D. Benavente,et al.  Changes in the storage and sink of carbon dioxide in subsurface atmospheres controlled by climate-driven processes: the case of the Ojo Guareña karst system , 2015, Environmental Earth Sciences.

[75]  Surjya K. Pal,et al.  Investigation of the atmospheric boundary layer depth variability and its impact on the 222Rn concentration at a rural site in France , 2015 .