{"id":11281,"date":"2012-03-26T03:29:54","date_gmt":"2012-03-26T08:29:54","guid":{"rendered":"http:\/\/www.realclimate.org\/?p=11281"},"modified":"2012-03-30T05:15:58","modified_gmt":"2012-03-30T10:15:58","slug":"extremely-hot","status":"publish","type":"post","link":"https:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/extremely-hot\/","title":{"rendered":"Extremely hot"},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"11281\">\n<p><em>By Stefan Rahmstorf and Dim Coumou<\/em><\/p>\n<p>One claim frequently heard regarding extreme heat waves goes something like this: \u201dSince this heat wave broke the previous record by 5 \u00b0C, global warming can\u2019t have much to do with it since that has been only 1 \u00b0C over the 20th century\u201d. Here we explain why we find this logic doubly flawed. <\/p>\n<p>One can ask two different questions about the influence of global warming on heat waves (Otto et al. 2012), and we take them in turn.<br \/>\n<strong><br \/>\n1. How much hotter did global warming make this heat wave?<\/strong><!--more--><\/p>\n<p>We have some trouble with framing the question like this, because it tacitly assumes that the same weather situation would have also arisen without global warming, only at a (say) 1 \u00b0C lower temperature level. That need not be the case, of course, since weather is highly stochastic and global warming can also affect the circulation patterns of the atmosphere.<\/p>\n<p>But even if we accept the basic premise (and it could be meant in a purely statistical sense, although that is not usually how it is expressed), would an average anthropogenic warming by 1 \u00b0C in the relevant location mean that 1 \u00b0C is also the amount added to an extreme event? Only in a linear climate system. Imagine a heat wave that pushes temperatures up to 30 \u00b0C in a world without global warming. In the same weather situation with global warming, you might expect that this weather then results in a 31 \u00b0C heat wave. But that could well be wrong. Possibly in the situation with warming, the soil has dried out over the previous months because of that extra 1 \u00b0C. So now you lost evaporative cooling, the incoming sunlight turns into sensible heat rather than a large fraction going into latent heat. That is a non-linear feedback, and not an imagined one. Detailed studies have shown that this may have played an important role during the European heat wave of 2003 (Sch\u00e4r et al. 2004).<\/p>\n<p>The basic phenomenon is familiar to oceanographers: if the mean sea level in one location rises by 30 cm, this does not mean that the high-tide level also rises by 30 cm. In some cases it will be more, due to nonlinear feedback. I.e., a higher water level increases the flow cross-section (think of a tidal inlet) and reduces bottom friction so the tide rolls in faster, reaching a higher peak. The tidal range increases as well as the mean sea level.<\/p>\n<p>Numerous other non-linear mechanisms are possible, which we are only beginning to understand \u2013 think of the recent studies that show how changes in snow cover or sea ice cover as a result of global warming affect weather systems. Or think of factors that could affect the stability of particularly strong blocking events. Thus, we\u2019d be very cautious about making an essentially linear, deterministic argument about heat extremes to the public.<\/p>\n<p>In the scientific literature, the influence of global warming on extreme events is therefore usually discussed in terms of probabilities, which is more fitted to stochastic events. The typical question asked is:<\/p>\n<p><strong>2. How much more likely did global warming make this heat wave?<\/strong><\/p>\n<p>For this question, it is easily shown that the logic \u201cthe greater the extreme, the less global warming has to do with it\u201d is seriously flawed. The change in probability of certain temperature values being reached can be visualised with a probability density function (see Figure). The probability distribution could be shifted unchanged towards warmer values, or it could be widened, or a combination of both (or some other deformation).<\/p>\n<p><a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/extremely-hot\/ipcc-extremes-2\/\" rel=\"attachment wp-att-11285\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/ipcc-extremes1.jpg\" alt=\"\" title=\"ipcc extremes\" width=\"452\" height=\"550\" class=\"aligncenter size-full wp-image-11285 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/ipcc-extremes1.jpg 452w, https:\/\/www.realclimate.org\/images\/ipcc-extremes1-246x300.jpg 246w\" data-sizes=\"(max-width: 452px) 100vw, 452px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 452px; --smush-placeholder-aspect-ratio: 452\/550;\" \/><\/a><br \/>\n<em>IPCC (2001) graph illustrating how a shift and\/or widening of a probability distribution of temperatures affects the probability of extremes.<\/em><\/p>\n<p>For illustration, let\u2019s take the most simple case of a normal distribution that is shifted towards the warm end by a given amount \u2013 say one standard deviation. Then, a moderately extreme temperature that is 2 standard deviations above the mean becomes 4.5 times more likely (see graph below). But a seriously extreme temperature, that is 5 standard deviations above the mean, becomes 90 times more likely! Thus: the same amount of global warming boosts the probability of <em>really <\/em>extreme events, like the recent US heat wave, far more than it boosts more moderate events. This is exactly the opposite of the claim that \u201cthe greater the extreme, the less global warming has to do with it.\u201d The same is also true if the probability distribution is not shifted but widened by a constant factor. This is easy to show analytically for our math-minded readers.<\/p>\n<p><a href=\"http:\/\/www.realclimate.org\/index.php\/archives\/2012\/03\/extremely-hot\/shifted_pdf-4\/\" rel=\"attachment wp-att-11320\"><img decoding=\"async\" data-src=\"http:\/\/www.realclimate.org\/images\/\/shifted_pdf3.png\" alt=\"\" title=\"shifted_pdf\" width=\"563\" height=\"353\" class=\"aligncenter size-full wp-image-11320 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/shifted_pdf3.png 563w, https:\/\/www.realclimate.org\/images\/shifted_pdf3-300x188.png 300w\" data-sizes=\"(max-width: 563px) 100vw, 563px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 563px; --smush-placeholder-aspect-ratio: 563\/353;\" \/><\/a><br \/>\n<em>Graph illustrating how the ratio of the probability of extremes (warmed climate divided by unchanged climate &#8211; this increased likelihood factor is shown as a dashed line, scale on right) depends on the value of the extreme. <\/em><\/p>\n<p>So in summary: even in the most simple, linear case of a shift in the normal distribution, the probability for \u201coutlandish\u201d heat records increases greatly due to global warming. But the more outlandish a record is, the more would we suspect that non-linear feedbacks are at play \u2013 which could increase their likelihood even more.<\/p>\n<p><strong>Update 29 March:<\/strong> New Scientist magazine cites this RC post in an <a href=\"http:\/\/www.newscientist.com\/article\/dn21636-has-global-warming-brought-an-early-summer-to-the-us.html\">article about the &#8220;summer in March&#8221;<\/a>. <\/p>\n<p><strong>P.s.<\/strong> <\/p>\n<p>Our Perspective article on the unprecedented extremes of the last decade was just published by Nature Climate Change: <a href=\"http:\/\/sciences.blogs.liberation.fr\/files\/10-ans-dextremes-climatiques.pdf\">Coumou &#038; Rahmstorf (2012) A decade of weather extremes<\/a>  <\/p>\n<p><strong>References:<\/strong><\/p>\n<p>Otto et al., Reconciling two approaches to attribution of the 2010 Russian heat wave, Geophysical Research Letters 2012, VOL. 39, L04702, doi:10.1029\/2011GL050422<\/p>\n<p>Sch\u00e4r, C. et al. The role of increasing temperature variability in European summer heat waves. Nature 427, 332\u2013336 (2004).<\/p>\n<!-- kcite active, but no citations found -->\n<\/div> <!-- kcite-section 11281 -->","protected":false},"excerpt":{"rendered":"<p>By Stefan Rahmstorf and Dim Coumou One claim frequently heard regarding extreme heat waves goes something like this: \u201dSince this heat wave broke the previous record by 5 \u00b0C, global warming can\u2019t have much to do with it since that has been only 1 \u00b0C over the 20th century\u201d. Here we explain why we find [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-11281","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-climate-science","7":"entry"},"aioseo_notices":[],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/11281","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/comments?post=11281"}],"version-history":[{"count":47,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/11281\/revisions"}],"predecessor-version":[{"id":11421,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/11281\/revisions\/11421"}],"wp:attachment":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/media?parent=11281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/categories?post=11281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/tags?post=11281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}