Separating signal and noise in atmospheric temperature changes: The importance of timescale
Abstract
[1] We compare global‐scale changes in satellite estimates of the temperature of the lower troposphere (TLT) with model simulations of forced and unforced TLT changes. While previous work has focused on a single period of record, we select analysis timescales ranging from 10 to 32 years, and then compare all possible observed TLT trends on each timescale with corresponding multi‐model distributions of forced and unforced trends. We use observed estimates of the signal component of TLT changes and model estimates of climate noise to calculate timescale‐dependent signal‐to‐noise ratios (S/N). These ratios are small (less than 1) on the 10‐year timescale, increasing to more than 3.9 for 32‐year trends. This large change in S/N is primarily due to a decrease in the amplitude of internally generated variability with increasing trend length. Because of the pronounced effect of interannual noise on decadal trends, a multi‐model ensemble of anthropogenically‐forced simulations displays many 10‐year periods with little warming. A single decade of observational TLT data is therefore inadequate for identifying a slowly evolving anthropogenic warming signal. Our results show that temperature records of at least 17 years in length are required for identifying human effects on global‐mean tropospheric temperature.
Number of times cited: 79
- Justin Bandoro, Susan Solomon, Benjamin D. Santer, Douglas E. Kinnison and Michael J. Mills, Detectability of the impacts of ozone-depleting substances and greenhouse gases upon stratospheric ozone accounting for nonlinearities in historical forcings, Atmospheric Chemistry and Physics, 18, 1, (143)
- A. B. M. Firoz, Alexandra Nauditt, Manfred Fink and Lars Ribbe, Quantifying human impacts on hydrological drought using a combined modelling approach in a tropical river basin in central Vietnam, Hydrology and Earth System Sciences, 22, 1, (547)
- José Carlos Gonzalez‐Hidalgo, Celia Salinas, Dhais Peña‐Angulo and Michele Brunetti, A moving windows visual approach to analysing spatial variation in temperature trends on the Spanish mainland 1951–2010, International Journal of Climatology, 38, 4, (1678-1691), (2017).
- Florian Berkes, Patrick Neis, Martin G. Schultz, Ulrich Bundke, Susanne Rohs, Herman G. J. Smit, Andreas Wahner, Paul Konopka, Damien Boulanger, Philippe Nédélec, Valerie Thouret and Andreas Petzold, In situ temperature measurements in the upper troposphere and lowermost stratosphere from 2 decades of IAGOS long-term routine observation, Atmospheric Chemistry and Physics, 17, 20, (12495)
- Ho-Jeong Shin, Chan Joo Jang and Il-Ung Chung, A linear projection for the timing of unprecedented climate in Korea, Asia-Pacific Journal of Atmospheric Sciences, 53, 4, (411)
- Benjamin D. Santer, John C. Fyfe, Giuliana Pallotta, Gregory M. Flato, Gerald A. Meehl, Matthew H. England, Ed Hawkins, Michael E. Mann, Jeffrey F. Painter, Céline Bonfils, Ivana Cvijanovic, Carl Mears, Frank J. Wentz, Stephen Po-Chedley, Qiang Fu and Cheng-Zhi Zou, Causes of differences in model and satellite tropospheric warming rates, Nature Geoscience, 10, 7, (478)
- Benjamin D. Santer, Susan Solomon, Frank J. Wentz, Qiang Fu, Stephen Po-Chedley, Carl Mears, Jeffrey F. Painter and Céline Bonfils, Tropospheric Warming Over The Past Two Decades, Scientific Reports, 10.1038/s41598-017-02520-7, 7, 1, (2017).
- Lihua Zhu, Gang Huang, Guangzhou Fan, Xia Qu, Guijie Zhao and Wei Hua, Evolution of surface sensible heat over the Tibetan Plateau under the recent global warming hiatus, Advances in Atmospheric Sciences, 10.1007/s00376-017-6298-9, 34, 10, (1249-1262), (2017).
- Danqing Huang, Aiguo Dai, Jian Zhu, Yaocun Zhang and Xueyuan Kuang, Recent Winter Precipitation Changes over Eastern China in Different Warming Periods and the Associated East Asian Jets and Oceanic Conditions, Journal of Climate, 10.1175/JCLI-D-16-0517.1, 30, 12, (4443-4462), (2017).
- Benjamin D. Santer, Susan Solomon, Giuliana Pallotta, Carl Mears, Stephen Po-Chedley, Qiang Fu, Frank Wentz, Cheng-Zhi Zou, Jeffrey Painter, Ivana Cvijanovic and Céline Bonfils, Comparing Tropospheric Warming in Climate Models and Satellite Data, Journal of Climate, 10.1175/JCLI-D-16-0333.1, 30, 1, (373-392), (2017).
- Kate Marvel, Michela Biasutti, Céline Bonfils, Karl E. Taylor, Yochanan Kushnir and Benjamin I. Cook, Observed and Projected Changes to the Precipitation Annual Cycle, Journal of Climate, 10.1175/JCLI-D-16-0572.1, 30, 13, (4983-4995), (2017).
- Nicholas R. Bates, Twenty Years of Marine Carbon Cycle Observations at Devils Hole Bermuda Provide Insights into Seasonal Hypoxia, Coral Reef Calcification, and Ocean Acidification, Frontiers in Marine Science, 4
- Chuan-Yang Wang, Shang-Ping Xie, Yu Kosaka, Qinyu Liu and Xiao-Tong Zheng, Global Influence of Tropical Pacific Variability with Implications for Global Warming Slowdown, Journal of Climate, 10.1175/JCLI-D-15-0496.1, 30, 7, (2679-2695), (2017).
- Timothy DelSole, Decadal Prediction of Temperature: Achievements and Future Prospects, Current Climate Change Reports, 10.1007/s40641-017-0066-x, 3, 2, (99-111), (2017).
- S E Perkins-Kirkpatrick, E M Fischer, O Angélil and P B Gibson, The influence of internal climate variability on heatwave frequency trends, Environmental Research Letters, 10.1088/1748-9326/aa63fe, 12, 4, (044005), (2017).
- Dong Si and Aixue Hu, Internally Generated and Externally Forced Multidecadal Oceanic Modes and Their Influence on the Summer Rainfall over East Asia, Journal of Climate, 10.1175/JCLI-D-17-0065.1, 30, 20, (8299-8316), (2017).
- Shuai-Lei Yao, Jing-Jia Luo, Gang Huang and Pengfei Wang, Distinct global warming rates tied to multiple ocean surface temperature changes, Nature Climate Change, 7, 7, (486)
- P. W. Thorne, M. G. Donat, R. J. H. Dunn, C. N. Williams, L. V. Alexander, J. Caesar, I. Durre, I. Harris, Z. Hausfather, P. D. Jones, M. J. Menne, R. Rohde, R. S. Vose, R. Davy, A. M. G. Klein‐Tank, J. H. Lawrimore, T. C. Peterson and J. J. Rennie, Reassessing changes in diurnal temperature range: Intercomparison and evaluation of existing global data set estimates, Journal of Geophysical Research: Atmospheres, 121, 10, (5138-5158), (2016).
- P. W. Thorne, M. J. Menne, C. N. Williams, J. J. Rennie, J. H. Lawrimore, R. S. Vose, T. C. Peterson, I. Durre, R. Davy, I. Esau, A. M. G. Klein‐Tank and A. Merlone, Reassessing changes in diurnal temperature range: A new data set and characterization of data biases, Journal of Geophysical Research: Atmospheres, 121, 10, (5115-5137), (2016).
- Simone Fatichi, Valeriy Y. Ivanov, Athanasios Paschalis, Nadav Peleg, Peter Molnar, Stefan Rimkus, Jongho Kim, Paolo Burlando and Enrica Caporali, Uncertainty partition challenges the predictability of vital details of climate change, Earth's Future, 4, 5, (240-251), (2016).
- Matthew C. Long, Curtis Deutsch and Taka Ito, Finding forced trends in oceanic oxygen, Global Biogeochemical Cycles, 30, 2, (381-397), (2016).
- Detelina P. Ivanova, Peter J. Gleckler, Karl E. Taylor, Paul J. Durack and Kate D. Marvel, Moving beyond the Total Sea Ice Extent in Gauging Model Biases, Journal of Climate, 29, 24, (8965)
- Sium Gebremariam, Belay Demoz, Churchill Okonkwo and Ricardo K. Sakai, An Observational and Model Characterization of Vertical Structure of Wind Fields over Eastern United States: A Case Study of Sterling, Virginia, Advances in Meteorology, 2016, (1)
- Kuk-Hyun Ahn, Venkatesh Merwade, C.S.P. Ojha and Richard N. Palmer, Quantifying relative uncertainties in the detection and attribution of human-induced climate change on winter streamflow, Journal of Hydrology, 10.1016/j.jhydrol.2016.09.015, 542, (304-316), (2016).
- X. Lin, R. A. Pielke Sr., R. Mahmood, C. A. Fiebrich and R. Aiken, Observational evidence of temperature trends at two levels in the surface layer, Atmospheric Chemistry and Physics, 16, 2, (827)
- Iselin Medhaug and Helge Drange, Global and regional surface cooling in a warming climate: a multi-model analysis, Climate Dynamics, 10.1007/s00382-015-2811-y, 46, 11-12, (3899-3920), (2015).
- Gerrit Hansen and Dáithí Stone, Assessing the observed impact of anthropogenic climate change, Nature Climate Change, 6, 5, (532)
- John C. Fyfe, Gerald A. Meehl, Matthew H. England, Michael E. Mann, Benjamin D. Santer, Gregory M. Flato, Ed Hawkins, Nathan P. Gillett, Shang-Ping Xie, Yu Kosaka and Neil C. Swart, Making sense of the early-2000s warming slowdown, Nature Climate Change, 6, 3, (224)
- Stephan Lewandowsky, James S. Risbey and Naomi Oreskes, The “Pause” in Global Warming: Turning a Routine Fluctuation into a Problem for Science, Bulletin of the American Meteorological Society, 10.1175/BAMS-D-14-00106.1, 97, 5, (723-733), (2016).
- Sisi Wang, Xingguo Mo, Suxia Liu, Zhonghui Lin and Shi Hu, Validation and trend analysis of ECV soil moisture data on cropland in North China Plain during 1981–2010, International Journal of Applied Earth Observation and Geoinformation, 10.1016/j.jag.2015.10.010, 48, (110-121), (2016).
- Peter Thorne, Stephen Outten, Ingo Bethke and Øyvind Seland, Investigating the recent apparent hiatus in surface temperature increases: 2. Comparison of model ensembles to observational estimates, Journal of Geophysical Research: Atmospheres, 120, 17, (8597-8620), (2015).
- David R. Legates, Willie Soon, William M. Briggs and Christopher Monckton of Brenchley, Climate Consensus and ‘Misinformation’: A Rejoinder to Agnotology, Scientific Consensus, and the Teaching and Learning of Climate Change, Science & Education, 24, 3, (299)
- Unai Lopez-Novoa, Jon Sáenz, Alexander Mendiburu, Jose Miguel-Alonso, Iñigo Errasti, Ganix Esnaola, Agustín Ezcurra and Gabriel Ibarra-Berastegi, Multi-objective environmental model evaluation by means of multidimensional kernel density estimators: Efficient and multi-core implementations, Environmental Modelling & Software, 63, (123)
- Patrick Grenier, Ramón de Elía and Diane Chaumont, Chances of Short-Term Cooling Estimated from a Selection of CMIP5-Based Climate Scenarios during 2006–35 over Canada, Journal of Climate, 10.1175/JCLI-D-14-00224.1, 28, 8, (3232-3249), (2015).
- Christopher Monckton of Brenchley, Willie W.-H. Soon, David R. Legates and William M. Briggs, Keeping it simple: the value of an irreducibly simple climate model, Science Bulletin, 10.1007/s11434-015-0856-2, 60, 15, (1378-1390), (2015).
- Sweder van Wijnbergen and Tim Willems, Optimal learning on climate change: Why climate skeptics should reduce emissions, Journal of Environmental Economics and Management, 70, (17)
- Patrick T. Brown, Wenhong Li, Eugene C. Cordero and Steven A. Mauget, Comparing the model-simulated global warming signal to observations using empirical estimates of unforced noise, Scientific Reports, 10.1038/srep09957, 5, 1, (2015).
- Stephan Lewandowsky, James S. Risbey and Naomi Oreskes, On the definition and identifiability of the alleged “hiatus” in global warming, Scientific Reports, 10.1038/srep16784, 5, 1, (2015).
- Stephan Lewandowsky, Naomi Oreskes, James S. Risbey, Ben R. Newell and Michael Smithson, Seepage: Climate change denial and its effect on the scientific community, Global Environmental Change, 10.1016/j.gloenvcha.2015.02.013, 33, (1-13), (2015).
- James S. Risbey, Stephan Lewandowsky, John R. Hunter and Didier P. Monselesan, Betting strategies on fluctuations in the transient response of greenhouse warming, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 373, 2055, (20140463)
- Scott M. Robeson, Cort J. Willmott and Phil D. Jones, Trends in hemispheric warm and cold anomalies, Geophysical Research Letters, 41, 24, (9065-9071), (2014).
- Sandra Banholzer and Simon Donner, The influence of different El Niño types on global average temperature, Geophysical Research Letters, 41, 6, (2093-2099), (2014).
- Ross R. McKitrick and Timothy J. Vogelsang, HAC robust trend comparisons among climate series with possible level shifts, Environmetrics, 25, 7, (528-547), (2014).
- G. Jordà, Detection time for global and regional sea level trends and accelerations, Journal of Geophysical Research: Oceans, 119, 10, (7164-7174), (2014).
- Michael F Wehner, A temporary hiatus in warming of extreme temperatures is not unusual, nor inconsistent with model simulations of human-induced climate change, Environmental Research Letters, 9, 7, (071001)
- Diego Macias, Adolf Stips, Elisa Garcia-Gorriz and Juan A. Añel, Application of the Singular Spectrum Analysis Technique to Study the Recent Hiatus on the Global Surface Temperature Record, PLoS ONE, 9, 9, (e107222)
- Kuk-Hyun Ahn and Venkatesh Merwade, Quantifying the relative impact of climate and human activities on streamflow, Journal of Hydrology, 10.1016/j.jhydrol.2014.04.062, 515, (257-266), (2014).
- Jana Sillmann, Markus G Donat, John C Fyfe and Francis W Zwiers, Observed and simulated temperature extremes during the recent warming hiatus, Environmental Research Letters, 10.1088/1748-9326/9/6/064023, 9, 6, (064023), (2014).
- Irina Mahlstein, Peter R. Gent and Susan Solomon, Historical Antarctic mean sea ice area, sea ice trends, and winds in CMIP5 simulations, Journal of Geophysical Research: Atmospheres, 118, 11, (5105-5110), (2013).
- Xiuhong Chen, Xianglei Huang and Xu Liu, Non‐negligible effects of cloud vertical overlapping assumptions on longwave spectral fingerprinting studies, Journal of Geophysical Research: Atmospheres, 118, 13, (7309-7320), (2013).
- F. C. Lott, P. A. Stott, D. M. Mitchell, N. Christidis, N. P. Gillett, L. Haimberger, J. Perlwitz and P. W. Thorne, Models versus radiosondes in the free atmosphere: A new detection and attribution analysis of temperature, Journal of Geophysical Research: Atmospheres, 118, 6, (2609-2619), (2013).
- MICHELLE M. MCCLURE, MICHAEL ALEXANDER, DIANE BORGGAARD, DAVID BOUGHTON, LISA CROZIER, ROGER GRIFFIS, JEFFREY C. JORGENSEN, STEVEN T. LINDLEY, JANET NYE, MELANIE J. ROWLAND, ERIN E. SENEY, AMY SNOVER, CHRISTOPHER TOOLE and KYLE HOUTAN, Incorporating Climate Science in Applications of the U.S. Endangered Species Act for Aquatic Species, Conservation Biology, 27, 6, (1222-1233), (2013).
- Alfred Laubereau and Hristo Iglev, On the direct impact of the CO2concentration rise to the global warming, EPL (Europhysics Letters), 104, 2, (29001)
- Gerald A. Meehl, Aixue Hu, Julie M. Arblaster, John Fasullo and Kevin E. Trenberth, Externally Forced and Internally Generated Decadal Climate Variability Associated with the Interdecadal Pacific Oscillation, Journal of Climate, 26, 18, (7298)
- C Shen, WC Wang, G Zeng, Y Peng and Y Xu, Rates of global temperature change during the past millennium, Climate Research, 57, 1, (11)
- K. Marvel and C. Bonfils, Identifying external influences on global precipitation, Proceedings of the National Academy of Sciences, 10.1073/pnas.1314382110, 110, 48, (19301-19306), (2013).
- Ramón de Elía, Sébastien Biner and Anne Frigon, Interannual variability and expected regional climate change over North America, Climate Dynamics, 41, 5-6, (1245)
- David J. Frame and Dáithí A. Stone, Assessment of the first consensus prediction on climate change, Nature Climate Change, 3, 4, (357)
- Ok-Yeon Kim, Bin Wang and Sun-Hee Shin, How do weather characteristics change in a warming climate?, Climate Dynamics, 10.1007/s00382-013-1795-8, 41, 11-12, (3261-3281), (2013).
- B. D. Santer, J. F. Painter, C. Bonfils, C. A. Mears, S. Solomon, T. M. L. Wigley, P. J. Gleckler, G. A. Schmidt, C. Doutriaux, N. P. Gillett, K. E. Taylor, P. W. Thorne and F. J. Wentz, Human and natural influences on the changing thermal structure of the atmosphere, Proceedings of the National Academy of Sciences, 110, 43, (17235)
- T. M. L. Wigley and B. D. Santer, A probabilistic quantification of the anthropogenic component of twentieth century global warming, Climate Dynamics, 40, 5-6, (1087)
- Roger N. Jones, Detecting and attributing nonlinear anthropogenic regional warming in southeastern Australia, Journal of Geophysical Research: Atmospheres, 117, D4, (2012).
- David W. Pierce, Peter J. Gleckler, Tim P. Barnett, Benjamin D. Santer and Paul J. Durack, The fingerprint of human‐induced changes in the ocean's salinity and temperature fields, Geophysical Research Letters, 39, 21, (2012).
- Peter A. Stott and Gareth S. Jones, Observed 21st century temperatures further constrain likely rates of future warming, Atmospheric Science Letters, 13, 3, (151-156), (2012).
- Koichi Sakaguchi, Xubin Zeng and Michael A. Brunke, Temporal- and Spatial-Scale Dependence of Three CMIP3 Climate Models in Simulating the Surface Temperature Trend in the Twentieth Century, Journal of Climate, 25, 7, (2456)
- Kevin E. Trenberth, Framing the way to relate climate extremes to climate change, Climatic Change, 10.1007/s10584-012-0441-5, 115, 2, (283-290), (2012).
- Clara Deser, Reto Knutti, Susan Solomon and Adam S. Phillips, Communication of the role of natural variability in future North American climate, Nature Climate Change, 2, 11, (775)
- P. J. Gleckler, B. D. Santer, C. M. Domingues, D. W. Pierce, T. P. Barnett, J. A. Church, K. E. Taylor, K. M. AchutaRao, T. P. Boyer, M. Ishii and P. M. Caldwell, Human-induced global ocean warming on multidecadal timescales, Nature Climate Change
- Kalb Stevenson, Lilian Alessa, Mark Altaweel, Andrew D. Kliskey and Kacy E. Krieger, Minding Our Methods: How Choice of Time Series, Reference Dates, and Statistical Approach Can Influence the Representation of Temperature Change, Environmental Science & Technology, 46, 14, (7435)
- , , Alberta Oil Sands, (1)
- J. P. Abraham, J. M. Gorman, F. Reseghetti, E. M. Sparrow and W. J. Minkowycz, Turbulent and Transitional Modeling of Drag on Oceanographic Measurement Devices, Modelling and Simulation in Engineering, 2012, (1)
- Kevin E. Trenberth, John T. Fasullo and John P. Abraham, Issues in Establishing Climate Sensitivity in Recent Studies, Remote Sensing, 3, 12, (2051)
- Iselin Medhaug, Martin B. Stolpe, Erich M. Fischer and Reto Knutti, Reconciling controversies about the ‘global warming hiatus’, Nature, 10.1038/nature22315, 545, 7652, (41-47), (2017).
- Patrick T. Brown, Yi Ming, Wenhong Li and Spencer A. Hill, Change in the magnitude and mechanisms of global temperature variability with warming, Nature Climate Change, 10.1038/nclimate3381, 7, 10, (743-748), (2017)., (2017).
- Andrew Poppick, Elisabeth J. Moyer and Michael L. Stein, Estimating trends in the global mean temperature record, Advances in Statistical Climatology, Meteorology and Oceanography, 10.5194/ascmo-3-33-2017, 3, 1, (33-53), (2017).
- Jochem Marotzke and Piers M. Forster, Forcing, feedback and internal variability in global temperature trends, Nature, 10.1038/nature14117, 517, 7536, (565-570), (2015).
- Benjamin D. Santer, Céline Bonfils, Jeffrey F. Painter, Mark D. Zelinka, Carl Mears, Susan Solomon, Gavin A. Schmidt, John C. Fyfe, Jason N. S. Cole, Larissa Nazarenko, Karl E. Taylor and Frank J. Wentz, Volcanic contribution to decadal changes in tropospheric temperature, Nature Geoscience, 10.1038/ngeo2098, 7, 3, (185-189), (2014)., (2014).
- Roger N. Jones and James H. Ricketts, Reconciling the signal and noise of atmospheric warming on decadal timescales, Earth System Dynamics, 10.5194/esd-8-177-2017, 8, 1, (177-210), (2017).
- Jitendra Kumar Meher, Lalu Das, Rasmus E. Benestad and Abdelkader Mezghani, Analysis of winter rainfall change statistics over the Western Himalaya: the influence of internal variability and topography, International Journal of Climatology, , (2017).




