{"id":22029,"date":"2016-03-26T22:16:51","date_gmt":"2016-03-27T02:16:51","guid":{"rendered":"https:\/\/www.bocskairadio.org\/en\/?p=22029"},"modified":"2016-03-26T22:16:51","modified_gmt":"2016-03-27T02:16:51","slug":"researchers-find-tipping-point-resilience-collapse-complex-systems","status":"publish","type":"post","link":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/","title":{"rendered":"Researchers find the tipping point between resilience and collapse in complex systems"},"content":{"rendered":"<figure id=\"attachment_22030\" aria-describedby=\"caption-attachment-22030\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\" rel=\"attachment wp-att-22030\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-22030\" src=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--600x426.jpg\" alt=\"Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University\" width=\"600\" height=\"426\" srcset=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--600x426.jpg 600w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--100x70.jpg 100w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--696x494.jpg 696w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--592x420.jpg 592w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--300x213.jpg 300w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg 740w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><figcaption id=\"caption-attachment-22030\" class=\"wp-caption-text\">Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University<\/figcaption><\/figure>\n<p>Hon\u00adey\u00adbees have been dying in record num\u00adbers, threat\u00adening the con\u00adtinued pro\u00adduc\u00adtion of nutri\u00adtious foods such as apples, nuts, blue\u00adber\u00adries, broc\u00adcoli, and onions. Without bees to pol\u00adli\u00adnate these crops, the envi\u00adron\u00admental ecosystem\u2014and our health\u2014stands in the bal\u00adance. Have we reached the tip\u00adping point, where the plant-\u200b\u200bpollinator system is due to collapse?<\/p>\n<p>There was no way to cal\u00adcu\u00adlate that\u2014until now.<\/p>\n<p>Using sta\u00adtis\u00adtical physics, North\u00adeastern net\u00adwork sci\u00aden\u00adtist <a href=\"https:\/\/www.northeastern.edu\/cos\/faculty\/albert-laszlo-barabasi\/\" target=\"_blank\"><strong>Albert-\u200b\u200bL\u00e1szl\u00f3 Barab\u00e1si<\/strong><\/a> and his col\u00adleagues Jianxi Gao and Baruch Barzel have devel\u00adoped a\u00a0tool to iden\u00adtify that tip\u00adping point\u2014for every\u00adthing from eco\u00adlog\u00adical sys\u00adtems such as bees and plants to tech\u00adno\u00adlog\u00adical sys\u00adtems such as power grids. It opens the door to plan\u00adning and imple\u00admenting pre\u00adven\u00adtive mea\u00adsures before it\u2019s too late, as well as preparing for recovery after a disaster.<\/p>\n<p>The tool, described in a new <strong><a href=\"https:\/\/www.nature.com\/doifinder\/10.1038\/nature16948\" target=\"_blank\">paper<\/a><\/strong> pub\u00adlished on Wednesday in the pres\u00adti\u00adgious journal <em>Nature<\/em>, fills a long\u00adstanding gap in sci\u00aden\u00adtists\u2019 under\u00adstanding of what deter\u00admines \u201cresilience\u201d\u2014that is, a system\u2019s ability to adjust to dis\u00adtur\u00adbances, both internal and external, in order to remain functional.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>The failure of a system can lead to serious con\u00adse\u00adquences, whether to the envi\u00adron\u00adment, economy, human health, or tech\u00adnology,\u201d said Barab\u00e1si, Robert Gray Dodge Pro\u00adfessor of Net\u00adwork Sci\u00adence and Uni\u00adver\u00adsity Dis\u00adtin\u00adguished Pro\u00adfessor in the <a href=\"https:\/\/www.northeastern.edu\/cos\/physics\/\" target=\"_blank\"><strong>Depart\u00adment of Physics. <\/strong><\/a>\u201cBut there was no theory that con\u00adsid\u00adered the com\u00adplexity of the net\u00adworks under\u00adlying those systems\u2014that is, their many para\u00adme\u00adters and com\u00adpo\u00adnents. That made it very dif\u00adfi\u00adcult, if not impos\u00adsible, to pre\u00addict the sys\u00adtems\u2019 resilience in the face of dis\u00adtur\u00adbances to those para\u00adme\u00adters and components.\u201d<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Our tool, for the first time, enables those pre\u00addic\u00adtions,\u201d said Barab\u00e1si, who is also a leader in Northeastern\u2019s <strong><a href=\"https:\/\/www.networkscienceinstitute.org\/\" target=\"_blank\">Net\u00adwork Sci\u00adence Institute.<\/a><\/strong><\/p>\n<div class=\"epyt-video-wrapper\">\n<div  id=\"_ytid_15968\"  width=\"696\" height=\"391\"  data-origwidth=\"696\" data-origheight=\"391\" data-facadesrc=\"https:\/\/www.youtube.com\/embed\/xZ3OmlbtaMU?enablejsapi=1&#038;autoplay=0&#038;cc_load_policy=0&#038;cc_lang_pref=&#038;iv_load_policy=1&#038;loop=0&#038;rel=0&#038;fs=1&#038;playsinline=0&#038;autohide=2&#038;theme=dark&#038;color=red&#038;controls=1&#038;disablekb=0&#038;\" class=\"__youtube_prefs__ epyt-facade epyt-is-override  no-lazyload\" data-epautoplay=\"1\" ><img decoding=\"async\" data-spai-excluded=\"true\" class=\"epyt-facade-poster skip-lazy\" loading=\"lazy\"  alt=\"YouTube player\"  src=\"https:\/\/i.ytimg.com\/vi\/xZ3OmlbtaMU\/maxresdefault.jpg\"  \/><button class=\"epyt-facade-play\" aria-label=\"Play\"><svg data-no-lazy=\"1\" height=\"100%\" version=\"1.1\" viewBox=\"0 0 68 48\" width=\"100%\"><path class=\"ytp-large-play-button-bg\" d=\"M66.52,7.74c-0.78-2.93-2.49-5.41-5.42-6.19C55.79,.13,34,0,34,0S12.21,.13,6.9,1.55 C3.97,2.33,2.27,4.81,1.48,7.74C0.06,13.05,0,24,0,24s0.06,10.95,1.48,16.26c0.78,2.93,2.49,5.41,5.42,6.19 C12.21,47.87,34,48,34,48s21.79-0.13,27.1-1.55c2.93-0.78,4.64-3.26,5.42-6.19C67.94,34.95,68,24,68,24S67.94,13.05,66.52,7.74z\" fill=\"#f00\"><\/path><path d=\"M 45,24 27,14 27,34\" fill=\"#fff\"><\/path><\/svg><\/button><\/div>\n<\/div>\n<p><strong>Taking a system\u2019s temperature<\/strong><\/p>\n<p>Barzel, a post\u00addoc\u00adtoral fellow in Barabasi\u2019s <a href=\"https:\/\/www.barabasilab.com\/\" target=\"_blank\"><strong>lab<\/strong><\/a> who col\u00adlab\u00ado\u00adrated on the research and is now at Bar-\u200b\u200bIlan Uni\u00adver\u00adsity, draws an ele\u00adgant analogy between the role of tem\u00adper\u00ada\u00adture in iden\u00adti\u00adfying that tip\u00adping point in a pot of water and the single parameter\u2014a tem\u00adper\u00ada\u00adture equiv\u00ada\u00adlent, as it were\u2014that their tool can uncover to iden\u00adtify the tip\u00adping point in any com\u00adplex\u00a0system.<\/p>\n<div id=\"attachment_58856\" class=\"wp-caption aligncenter\">\n<figure id=\"attachment_58856\" aria-describedby=\"caption-attachment-58856\" style=\"width: 590px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_2533372.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-58856 size-medium\" src=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_2533372-590x419.jpg\" alt=\"July 12, 2013 - Baruch Barzel, a Postdoctoral Research Associate in the Barabasi Lab, created a new mathematical method for finding the links between protein interactions in cells.\" width=\"590\" height=\"419\" \/><\/a><figcaption id=\"caption-attachment-58856\" class=\"wp-caption-text\">Baruch Barzel col\u00adlab\u00ado\u00adrated on the research as a post\u00addoc\u00adtoral fellow in Barab\u00e1si\u2019s lab.Photo by Brooks Canaday\/\u200bNortheastern University<\/figcaption><\/figure>\n<p class=\"wp-caption-text\">Con\u00adsider: 100 degrees Cel\u00adsius is the tip\u00adping point for water changing from liquid to vapor. Think of liquid as the desir\u00adable state for the system and vapor as the unde\u00adsir\u00adable one, sig\u00adni\u00adfying col\u00adlapse. Mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents quan\u00adtify what is going on within that pot of water, from the rela\u00adtion\u00adship of the water mol\u00ade\u00adcules to one another to their speed and the chem\u00adical bonds linking their elements.<\/p>\n<\/div>\n<p>As the water heats up, those para\u00adme\u00adters and com\u00adpo\u00adnents con\u00adtin\u00adu\u00adally change. Mea\u00adsuring those mul\u00adti\u00adtudi\u00adnous changes over time\u2014a micro\u00adscopic approach to assessing the water\u2019s state\u2014would be impos\u00adsible. How, then, are we to know when the water is reaching the threshold that divides the desir\u00adable (liquid) state from the unde\u00adsir\u00adable (vapor)\u00a0state?<\/p>\n<p>Simple: Using a single parameter\u2014temperature. As the water in the pot reaches, say, 99 degrees Cel\u00adsius, alarms go off and we know to remove it from the\u00a0heat.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Sta\u00adtis\u00adtical physics has found that you can crunch down all of these mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents into one number\u2014the tem\u00adper\u00ada\u00adture,\u201d said Barzel. \u201cWe take it for granted now, but that was a tremen\u00addous sci\u00aden\u00adtific achievement.\u201d<\/p>\n<p>The researchers\u2019 tool sim\u00adi\u00adlarly crunches down all the para\u00adme\u00adters and com\u00adpo\u00adnents of any com\u00adplex system into a single cru\u00adcial number. It enables us, essen\u00adtially, to take the system\u2019s \u201ctem\u00adper\u00ada\u00adture\u201d to deter\u00admine its health and respond accordingly.<\/p>\n<div id=\"attachment_58859\" class=\"wp-caption aligncenter\">\n<figure id=\"attachment_58859\" aria-describedby=\"caption-attachment-58859\" style=\"width: 590px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_m039vs9622.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-58859 size-medium\" src=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_m039vs9622-590x419.jpg\" alt=\"02\/09\/16 - BOSTON, MA. - Jianxi Gao poses for a portrait in the Network Science Institute on Feb. 09, 2016. Photo by Adam Glanzman\/Northeastern University\" width=\"590\" height=\"419\" \/><\/a><figcaption id=\"caption-attachment-58859\" class=\"wp-caption-text\">Jianxi Gao, who col\u00adlab\u00ado\u00adrated on the research, is a post\u00addoc\u00adtoral fellow in Barab\u00e1si\u2019s lab. Photo by Adam Glanzman\/\u200bNortheastern University<\/figcaption><\/figure>\n<p class=\"wp-caption-text\"><span class=\"dquo\">\u201c<\/span>We col\u00adlect all the data and map it to one number, a uni\u00adversal resilience curve,\u201d said Gao, a postdoc in Barab\u00e1si\u2019s lab. \u201cThat\u2019s the only number we need in order to quan\u00adtify whether the system is on the desir\u00adable or unde\u00adsir\u00adable side of the threshold, or even approaching the danger\u00a0zone.\u201d<\/p>\n<\/div>\n<p><strong>From theory to application<\/strong><\/p>\n<p>Of course, the inter\u00adac\u00adtion between, say, bees and plants in an eco\u00adlog\u00adical system is not the same as the inter\u00adac\u00adtion between water mol\u00ade\u00adcules in a pot, noted Barzel. \u201cBut the way of thought and the math\u00ade\u00admat\u00adical tools that we use\u2014statistical physics\u2014are very\u00a0similar.\u201d<\/p>\n<p>A big dif\u00adfer\u00adence, how\u00adever, is that we know how to pre\u00advent the water system from col\u00adlapsing: Turn off the heat before the tem\u00adper\u00ada\u00adture reaches 100 degrees Cel\u00adsius. Indeed, the water system on its own pro\u00advides a vis\u00adible clue as it approaches the tip\u00adping point: bub\u00adbles. You can\u2019t say the same for the dying bees. The problem leads nat\u00adu\u00adrally to the researchers\u2019 next steps: Using sta\u00adtis\u00adtical physics both to detect trouble in a system early on and to bring about its recovery if it has crossed the threshold.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Once you iden\u00adtify the rel\u00ade\u00advant para\u00admeter that con\u00adtrols the system\u2019s resilience, you can begin to tackle how to manip\u00adu\u00adlate that resilience\u2014how to enhance resilience or restore resilience,\u201d said Gao. \u201cThese are not easy ques\u00adtions, but our theory, by giving us a pic\u00adture of the entire system, paves the way to the\u00a0answers.\u201d<\/p>\n<p>Source:\u00a0<a href=\"https:\/\/www.northeastern.edu\/news\/2016\/02\/researchers-find-the-tipping-point-between-resilience-and-collapse-in-complex-systems\/\">northeastern.edu<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"[caption id=\"attachment_22030\" align=\"aligncenter\" width=\"600\"]<a href=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\" rel=\"attachment wp-att-22030\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-22030\" src=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--600x426.jpg\" alt=\"Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University\" width=\"600\" height=\"426\" srcset=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--600x426.jpg 600w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--100x70.jpg 100w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--696x494.jpg 696w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--592x420.jpg 592w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si--300x213.jpg 300w, https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg 740w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a> Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University[\/caption]\n<p>Hon\u00adey\u00adbees have been dying in record num\u00adbers, threat\u00adening the con\u00adtinued pro\u00adduc\u00adtion of nutri\u00adtious foods such as apples, nuts, blue\u00adber\u00adries, broc\u00adcoli, and onions. Without bees to pol\u00adli\u00adnate these crops, the envi\u00adron\u00admental ecosystem\u2014and our health\u2014stands in the bal\u00adance. Have we reached the tip\u00adping point, where the plant-\u200b\u200bpollinator system is due to collapse?<\/p>\n<p>There was no way to cal\u00adcu\u00adlate that\u2014until now.<\/p>\n<p>Using sta\u00adtis\u00adtical physics, North\u00adeastern net\u00adwork sci\u00aden\u00adtist <a href=\"https:\/\/www.northeastern.edu\/cos\/faculty\/albert-laszlo-barabasi\/\" target=\"_blank\"><strong>Albert-\u200b\u200bL\u00e1szl\u00f3 Barab\u00e1si<\/strong><\/a> and his col\u00adleagues Jianxi Gao and Baruch Barzel have devel\u00adoped a\u00a0tool to iden\u00adtify that tip\u00adping point\u2014for every\u00adthing from eco\u00adlog\u00adical sys\u00adtems such as bees and plants to tech\u00adno\u00adlog\u00adical sys\u00adtems such as power grids. It opens the door to plan\u00adning and imple\u00admenting pre\u00adven\u00adtive mea\u00adsures before it\u2019s too late, as well as preparing for recovery after a disaster.<\/p>\n<p>The tool, described in a new <strong><a href=\"https:\/\/www.nature.com\/doifinder\/10.1038\/nature16948\" target=\"_blank\">paper<\/a><\/strong> pub\u00adlished on Wednesday in the pres\u00adti\u00adgious journal <em>Nature<\/em>, fills a long\u00adstanding gap in sci\u00aden\u00adtists\u2019 under\u00adstanding of what deter\u00admines \u201cresilience\u201d\u2014that is, a system\u2019s ability to adjust to dis\u00adtur\u00adbances, both internal and external, in order to remain functional.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>The failure of a system can lead to serious con\u00adse\u00adquences, whether to the envi\u00adron\u00adment, economy, human health, or tech\u00adnology,\u201d said Barab\u00e1si, Robert Gray Dodge Pro\u00adfessor of Net\u00adwork Sci\u00adence and Uni\u00adver\u00adsity Dis\u00adtin\u00adguished Pro\u00adfessor in the <a href=\"https:\/\/www.northeastern.edu\/cos\/physics\/\" target=\"_blank\"><strong>Depart\u00adment of Physics. <\/strong><\/a>\u201cBut there was no theory that con\u00adsid\u00adered the com\u00adplexity of the net\u00adworks under\u00adlying those systems\u2014that is, their many para\u00adme\u00adters and com\u00adpo\u00adnents. That made it very dif\u00adfi\u00adcult, if not impos\u00adsible, to pre\u00addict the sys\u00adtems\u2019 resilience in the face of dis\u00adtur\u00adbances to those para\u00adme\u00adters and components.\u201d<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Our tool, for the first time, enables those pre\u00addic\u00adtions,\u201d said Barab\u00e1si, who is also a leader in Northeastern\u2019s <strong><a href=\"https:\/\/www.networkscienceinstitute.org\/\" target=\"_blank\">Net\u00adwork Sci\u00adence Institute.<\/a><\/strong><\/p>\n<p>https:\/\/youtu.be\/xZ3OmlbtaMU<\/p>\n<p><strong>Taking a system\u2019s temperature<\/strong><\/p>\n<p>Barzel, a post\u00addoc\u00adtoral fellow in Barabasi\u2019s <a href=\"https:\/\/www.barabasilab.com\/\" target=\"_blank\"><strong>lab<\/strong><\/a> who col\u00adlab\u00ado\u00adrated on the research and is now at Bar-\u200b\u200bIlan Uni\u00adver\u00adsity, draws an ele\u00adgant analogy between the role of tem\u00adper\u00ada\u00adture in iden\u00adti\u00adfying that tip\u00adping point in a pot of water and the single parameter\u2014a tem\u00adper\u00ada\u00adture equiv\u00ada\u00adlent, as it were\u2014that their tool can uncover to iden\u00adtify the tip\u00adping point in any com\u00adplex\u00a0system.<\/p>\n<div id=\"attachment_58856\" class=\"wp-caption aligncenter\">\n[caption id=\"attachment_58856\" align=\"aligncenter\" width=\"590\"]<a href=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_2533372.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-58856 size-medium\" src=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_2533372-590x419.jpg\" alt=\"July 12, 2013 - Baruch Barzel, a Postdoctoral Research Associate in the Barabasi Lab, created a new mathematical method for finding the links between protein interactions in cells.\" width=\"590\" height=\"419\" \/><\/a> Baruch Barzel col\u00adlab\u00ado\u00adrated on the research as a post\u00addoc\u00adtoral fellow in Barab\u00e1si\u2019s lab.Photo by Brooks Canaday\/\u200bNortheastern University[\/caption]\n<p class=\"wp-caption-text\">Con\u00adsider: 100 degrees Cel\u00adsius is the tip\u00adping point for water changing from liquid to vapor. Think of liquid as the desir\u00adable state for the system and vapor as the unde\u00adsir\u00adable one, sig\u00adni\u00adfying col\u00adlapse. Mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents quan\u00adtify what is going on within that pot of water, from the rela\u00adtion\u00adship of the water mol\u00ade\u00adcules to one another to their speed and the chem\u00adical bonds linking their elements.<\/p>\n<\/div>\n<p>As the water heats up, those para\u00adme\u00adters and com\u00adpo\u00adnents con\u00adtin\u00adu\u00adally change. Mea\u00adsuring those mul\u00adti\u00adtudi\u00adnous changes over time\u2014a micro\u00adscopic approach to assessing the water\u2019s state\u2014would be impos\u00adsible. How, then, are we to know when the water is reaching the threshold that divides the desir\u00adable (liquid) state from the unde\u00adsir\u00adable (vapor)\u00a0state?<\/p>\n<p>Simple: Using a single parameter\u2014temperature. As the water in the pot reaches, say, 99 degrees Cel\u00adsius, alarms go off and we know to remove it from the\u00a0heat.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Sta\u00adtis\u00adtical physics has found that you can crunch down all of these mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents into one number\u2014the tem\u00adper\u00ada\u00adture,\u201d said Barzel. \u201cWe take it for granted now, but that was a tremen\u00addous sci\u00aden\u00adtific achievement.\u201d<\/p>\n<p>The researchers\u2019 tool sim\u00adi\u00adlarly crunches down all the para\u00adme\u00adters and com\u00adpo\u00adnents of any com\u00adplex system into a single cru\u00adcial number. It enables us, essen\u00adtially, to take the system\u2019s \u201ctem\u00adper\u00ada\u00adture\u201d to deter\u00admine its health and respond accordingly.<\/p>\n<div id=\"attachment_58859\" class=\"wp-caption aligncenter\">\n[caption id=\"attachment_58859\" align=\"aligncenter\" width=\"590\"]<a href=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_m039vs9622.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-58859 size-medium\" src=\"https:\/\/www.northeastern.edu\/news\/wp-content\/uploads\/2016\/02\/neu_m039vs9622-590x419.jpg\" alt=\"02\/09\/16 - BOSTON, MA. - Jianxi Gao poses for a portrait in the Network Science Institute on Feb. 09, 2016. Photo by Adam Glanzman\/Northeastern University\" width=\"590\" height=\"419\" \/><\/a> Jianxi Gao, who col\u00adlab\u00ado\u00adrated on the research, is a post\u00addoc\u00adtoral fellow in Barab\u00e1si\u2019s lab. Photo by Adam Glanzman\/\u200bNortheastern University[\/caption]\n<p class=\"wp-caption-text\"><span class=\"dquo\">\u201c<\/span>We col\u00adlect all the data and map it to one number, a uni\u00adversal resilience curve,\u201d said Gao, a postdoc in Barab\u00e1si\u2019s lab. \u201cThat\u2019s the only number we need in order to quan\u00adtify whether the system is on the desir\u00adable or unde\u00adsir\u00adable side of the threshold, or even approaching the danger\u00a0zone.\u201d<\/p>\n<\/div>\n<p><strong>From theory to application<\/strong><\/p>\n<p>Of course, the inter\u00adac\u00adtion between, say, bees and plants in an eco\u00adlog\u00adical system is not the same as the inter\u00adac\u00adtion between water mol\u00ade\u00adcules in a pot, noted Barzel. \u201cBut the way of thought and the math\u00ade\u00admat\u00adical tools that we use\u2014statistical physics\u2014are very\u00a0similar.\u201d<\/p>\n<p>A big dif\u00adfer\u00adence, how\u00adever, is that we know how to pre\u00advent the water system from col\u00adlapsing: Turn off the heat before the tem\u00adper\u00ada\u00adture reaches 100 degrees Cel\u00adsius. Indeed, the water system on its own pro\u00advides a vis\u00adible clue as it approaches the tip\u00adping point: bub\u00adbles. You can\u2019t say the same for the dying bees. The problem leads nat\u00adu\u00adrally to the researchers\u2019 next steps: Using sta\u00adtis\u00adtical physics both to detect trouble in a system early on and to bring about its recovery if it has crossed the threshold.<\/p>\n<p><span class=\"dquo\">\u201c<\/span>Once you iden\u00adtify the rel\u00ade\u00advant para\u00admeter that con\u00adtrols the system\u2019s resilience, you can begin to tackle how to manip\u00adu\u00adlate that resilience\u2014how to enhance resilience or restore resilience,\u201d said Gao. \u201cThese are not easy ques\u00adtions, but our theory, by giving us a pic\u00adture of the entire system, paves the way to the\u00a0answers.\u201d<\/p>\n<p>Source:\u00a0<a href=\"https:\/\/www.northeastern.edu\/news\/2016\/02\/researchers-find-the-tipping-point-between-resilience-and-collapse-in-complex-systems\/\">northeastern.edu<\/a><\/p>\n","protected":false},"author":7,"featured_media":22030,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[166],"tags":[],"class_list":["post-22029","post","type-post","status-publish","format-standard","has-post-thumbnail","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3\" \/>\n<meta property=\"og:description\" content=\"Hon\u00adey\u00adbees have been dying in record num\u00adbers, threat\u00adening the con\u00adtinued pro\u00adduc\u00adtion of nutri\u00adtious foods such as apples, nuts, blue\u00adber\u00adries, broc\u00adcoli, and onions. Without bees to pol\u00adli\u00adnate these crops, the envi\u00adron\u00admental ecosystem\u2014and our health\u2014stands in the bal\u00adance. Have we reached the tip\u00adping point, where the plant-\u200b\u200bpollinator system is due to collapse?  There was no way to cal\u00adcu\u00adlate that\u2014until now.  Using sta\u00adtis\u00adtical physics, North\u00adeastern net\u00adwork sci\u00aden\u00adtist Albert-\u200b\u200bL\u00e1szl\u00f3 Barab\u00e1si and his col\u00adleagues Jianxi Gao and Baruch Barzel have devel\u00adoped a\u00a0tool to iden\u00adtify that tip\u00adping point\u2014for every\u00adthing from eco\u00adlog\u00adical sys\u00adtems such as bees and plants to tech\u00adno\u00adlog\u00adical sys\u00adtems such as power grids. It opens the door to plan\u00adning and imple\u00admenting pre\u00adven\u00adtive mea\u00adsures before it\u2019s too late, as well as preparing for recovery after a disaster.  The tool, described in a new paper pub\u00adlished on Wednesday in the pres\u00adti\u00adgious journal Nature, fills a long\u00adstanding gap in sci\u00aden\u00adtists\u2019 under\u00adstanding of what deter\u00admines \u201cresilience\u201d\u2014that is, a system\u2019s ability to adjust to dis\u00adtur\u00adbances, both internal and external, in order to remain functional.  \u201cThe failure of a system can lead to serious con\u00adse\u00adquences, whether to the envi\u00adron\u00adment, economy, human health, or tech\u00adnology,\u201d said Barab\u00e1si, Robert Gray Dodge Pro\u00adfessor of Net\u00adwork Sci\u00adence and Uni\u00adver\u00adsity Dis\u00adtin\u00adguished Pro\u00adfessor in the Depart\u00adment of Physics. \u201cBut there was no theory that con\u00adsid\u00adered the com\u00adplexity of the net\u00adworks under\u00adlying those systems\u2014that is, their many para\u00adme\u00adters and com\u00adpo\u00adnents. That made it very dif\u00adfi\u00adcult, if not impos\u00adsible, to pre\u00addict the sys\u00adtems\u2019 resilience in the face of dis\u00adtur\u00adbances to those para\u00adme\u00adters and components.\u201d  \u201cOur tool, for the first time, enables those pre\u00addic\u00adtions,\u201d said Barab\u00e1si, who is also a leader in Northeastern\u2019s Net\u00adwork Sci\u00adence Institute.  https:\/\/youtu.be\/xZ3OmlbtaMU  Taking a system\u2019s temperature  Barzel, a post\u00addoc\u00adtoral fellow in Barabasi\u2019s lab who col\u00adlab\u00ado\u00adrated on the research and is now at Bar-\u200b\u200bIlan Uni\u00adver\u00adsity, draws an ele\u00adgant analogy between the role of tem\u00adper\u00ada\u00adture in iden\u00adti\u00adfying that tip\u00adping point in a pot of water and the single parameter\u2014a tem\u00adper\u00ada\u00adture equiv\u00ada\u00adlent, as it were\u2014that their tool can uncover to iden\u00adtify the tip\u00adping point in any com\u00adplex\u00a0system.    Con\u00adsider: 100 degrees Cel\u00adsius is the tip\u00adping point for water changing from liquid to vapor. Think of liquid as the desir\u00adable state for the system and vapor as the unde\u00adsir\u00adable one, sig\u00adni\u00adfying col\u00adlapse. Mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents quan\u00adtify what is going on within that pot of water, from the rela\u00adtion\u00adship of the water mol\u00ade\u00adcules to one another to their speed and the chem\u00adical bonds linking their elements.   As the water heats up, those para\u00adme\u00adters and com\u00adpo\u00adnents con\u00adtin\u00adu\u00adally change. Mea\u00adsuring those mul\u00adti\u00adtudi\u00adnous changes over time\u2014a micro\u00adscopic approach to assessing the water\u2019s state\u2014would be impos\u00adsible. How, then, are we to know when the water is reaching the threshold that divides the desir\u00adable (liquid) state from the unde\u00adsir\u00adable (vapor)\u00a0state?  Simple: Using a single parameter\u2014temperature. As the water in the pot reaches, say, 99 degrees Cel\u00adsius, alarms go off and we know to remove it from the\u00a0heat.  \u201cSta\u00adtis\u00adtical physics has found that you can crunch down all of these mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents into one number\u2014the tem\u00adper\u00ada\u00adture,\u201d said Barzel. \u201cWe take it for granted now, but that was a tremen\u00addous sci\u00aden\u00adtific achievement.\u201d  The researchers\u2019 tool sim\u00adi\u00adlarly crunches down all the para\u00adme\u00adters and com\u00adpo\u00adnents of any com\u00adplex system into a single cru\u00adcial number. It enables us, essen\u00adtially, to take the system\u2019s \u201ctem\u00adper\u00ada\u00adture\u201d to deter\u00admine its health and respond accordingly.    \u201cWe col\u00adlect all the data and map it to one number, a uni\u00adversal resilience curve,\u201d said Gao, a postdoc in Barab\u00e1si\u2019s lab. \u201cThat\u2019s the only number we need in order to quan\u00adtify whether the system is on the desir\u00adable or unde\u00adsir\u00adable side of the threshold, or even approaching the danger\u00a0zone.\u201d   From theory to application  Of course, the inter\u00adac\u00adtion between, say, bees and plants in an eco\u00adlog\u00adical system is not the same as the inter\u00adac\u00adtion between water mol\u00ade\u00adcules in a pot, noted Barzel. \u201cBut the way of thought and the math\u00ade\u00admat\u00adical tools that we use\u2014statistical physics\u2014are very\u00a0similar.\u201d  A big dif\u00adfer\u00adence, how\u00adever, is that we know how to pre\u00advent the water system from col\u00adlapsing: Turn off the heat before the tem\u00adper\u00ada\u00adture reaches 100 degrees Cel\u00adsius. Indeed, the water system on its own pro\u00advides a vis\u00adible clue as it approaches the tip\u00adping point: bub\u00adbles. You can\u2019t say the same for the dying bees. The problem leads nat\u00adu\u00adrally to the researchers\u2019 next steps: Using sta\u00adtis\u00adtical physics both to detect trouble in a system early on and to bring about its recovery if it has crossed the threshold.  \u201cOnce you iden\u00adtify the rel\u00ade\u00advant para\u00admeter that con\u00adtrols the system\u2019s resilience, you can begin to tackle how to manip\u00adu\u00adlate that resilience\u2014how to enhance resilience or restore resilience,\u201d said Gao. \u201cThese are not easy ques\u00adtions, but our theory, by giving us a pic\u00adture of the entire system, paves the way to the\u00a0answers.\u201d  Source:\u00a0northeastern.edu\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/\" \/>\n<meta property=\"og:site_name\" content=\"Bocskai R\u00e1di\u00f3\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/BocskaiRadio\" \/>\n<meta property=\"article:published_time\" content=\"2016-03-27T02:16:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"740\" \/>\n\t<meta property=\"og:image:height\" content=\"525\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Csibi Lor\u00e1nd\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@BocskaiRadio\" \/>\n<meta name=\"twitter:site\" content=\"@BocskaiRadio\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/\"},\"author\":{\"name\":\"Csibi Lor\u00e1nd\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#\\\/schema\\\/person\\\/10edfc7ddc0e006131357c2bcb81b96b\"},\"headline\":\"Researchers find the tipping point between resilience and collapse in complex systems\",\"datePublished\":\"2016-03-27T02:16:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/\"},\"wordCount\":1164,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\",\"articleSection\":[\"News\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/\",\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/\",\"name\":\"Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\",\"datePublished\":\"2016-03-27T02:16:51+00:00\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/researchers-find-tipping-point-resilience-collapse-complex-systems\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\",\"contentUrl\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg\",\"width\":740,\"height\":525,\"caption\":\"Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/\",\"name\":\"Bocskai R\u00e1di\u00f3\",\"description\":\"The Voice of Cleveland Hungarians\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#organization\",\"name\":\"Bocskai R\u00e1di\u00f3\",\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/11\\\/var3_basic.jpg\",\"contentUrl\":\"https:\\\/\\\/www.bocskairadio.org\\\/wp-content\\\/uploads\\\/2016\\\/11\\\/var3_basic.jpg\",\"width\":500,\"height\":500,\"caption\":\"Bocskai R\u00e1di\u00f3\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/BocskaiRadio\",\"https:\\\/\\\/x.com\\\/BocskaiRadio\",\"https:\\\/\\\/www.instagram.com\\\/bocskairadio\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/bocskairadio\",\"https:\\\/\\\/hu.wikipedia.org\\\/wiki\\\/Bocskai_R\u00e1di\u00f3\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/#\\\/schema\\\/person\\\/10edfc7ddc0e006131357c2bcb81b96b\",\"name\":\"Csibi Lor\u00e1nd\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g\",\"caption\":\"Csibi Lor\u00e1nd\"},\"url\":\"https:\\\/\\\/www.bocskairadio.org\\\/en\\\/author\\\/csibilori\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/","og_locale":"en_US","og_type":"article","og_title":"Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3","og_description":"Hon\u00adey\u00adbees have been dying in record num\u00adbers, threat\u00adening the con\u00adtinued pro\u00adduc\u00adtion of nutri\u00adtious foods such as apples, nuts, blue\u00adber\u00adries, broc\u00adcoli, and onions. Without bees to pol\u00adli\u00adnate these crops, the envi\u00adron\u00admental ecosystem\u2014and our health\u2014stands in the bal\u00adance. Have we reached the tip\u00adping point, where the plant-\u200b\u200bpollinator system is due to collapse?  There was no way to cal\u00adcu\u00adlate that\u2014until now.  Using sta\u00adtis\u00adtical physics, North\u00adeastern net\u00adwork sci\u00aden\u00adtist Albert-\u200b\u200bL\u00e1szl\u00f3 Barab\u00e1si and his col\u00adleagues Jianxi Gao and Baruch Barzel have devel\u00adoped a\u00a0tool to iden\u00adtify that tip\u00adping point\u2014for every\u00adthing from eco\u00adlog\u00adical sys\u00adtems such as bees and plants to tech\u00adno\u00adlog\u00adical sys\u00adtems such as power grids. It opens the door to plan\u00adning and imple\u00admenting pre\u00adven\u00adtive mea\u00adsures before it\u2019s too late, as well as preparing for recovery after a disaster.  The tool, described in a new paper pub\u00adlished on Wednesday in the pres\u00adti\u00adgious journal Nature, fills a long\u00adstanding gap in sci\u00aden\u00adtists\u2019 under\u00adstanding of what deter\u00admines \u201cresilience\u201d\u2014that is, a system\u2019s ability to adjust to dis\u00adtur\u00adbances, both internal and external, in order to remain functional.  \u201cThe failure of a system can lead to serious con\u00adse\u00adquences, whether to the envi\u00adron\u00adment, economy, human health, or tech\u00adnology,\u201d said Barab\u00e1si, Robert Gray Dodge Pro\u00adfessor of Net\u00adwork Sci\u00adence and Uni\u00adver\u00adsity Dis\u00adtin\u00adguished Pro\u00adfessor in the Depart\u00adment of Physics. \u201cBut there was no theory that con\u00adsid\u00adered the com\u00adplexity of the net\u00adworks under\u00adlying those systems\u2014that is, their many para\u00adme\u00adters and com\u00adpo\u00adnents. That made it very dif\u00adfi\u00adcult, if not impos\u00adsible, to pre\u00addict the sys\u00adtems\u2019 resilience in the face of dis\u00adtur\u00adbances to those para\u00adme\u00adters and components.\u201d  \u201cOur tool, for the first time, enables those pre\u00addic\u00adtions,\u201d said Barab\u00e1si, who is also a leader in Northeastern\u2019s Net\u00adwork Sci\u00adence Institute.  https:\/\/youtu.be\/xZ3OmlbtaMU  Taking a system\u2019s temperature  Barzel, a post\u00addoc\u00adtoral fellow in Barabasi\u2019s lab who col\u00adlab\u00ado\u00adrated on the research and is now at Bar-\u200b\u200bIlan Uni\u00adver\u00adsity, draws an ele\u00adgant analogy between the role of tem\u00adper\u00ada\u00adture in iden\u00adti\u00adfying that tip\u00adping point in a pot of water and the single parameter\u2014a tem\u00adper\u00ada\u00adture equiv\u00ada\u00adlent, as it were\u2014that their tool can uncover to iden\u00adtify the tip\u00adping point in any com\u00adplex\u00a0system.    Con\u00adsider: 100 degrees Cel\u00adsius is the tip\u00adping point for water changing from liquid to vapor. Think of liquid as the desir\u00adable state for the system and vapor as the unde\u00adsir\u00adable one, sig\u00adni\u00adfying col\u00adlapse. Mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents quan\u00adtify what is going on within that pot of water, from the rela\u00adtion\u00adship of the water mol\u00ade\u00adcules to one another to their speed and the chem\u00adical bonds linking their elements.   As the water heats up, those para\u00adme\u00adters and com\u00adpo\u00adnents con\u00adtin\u00adu\u00adally change. Mea\u00adsuring those mul\u00adti\u00adtudi\u00adnous changes over time\u2014a micro\u00adscopic approach to assessing the water\u2019s state\u2014would be impos\u00adsible. How, then, are we to know when the water is reaching the threshold that divides the desir\u00adable (liquid) state from the unde\u00adsir\u00adable (vapor)\u00a0state?  Simple: Using a single parameter\u2014temperature. As the water in the pot reaches, say, 99 degrees Cel\u00adsius, alarms go off and we know to remove it from the\u00a0heat.  \u201cSta\u00adtis\u00adtical physics has found that you can crunch down all of these mil\u00adlions of para\u00adme\u00adters and com\u00adpo\u00adnents into one number\u2014the tem\u00adper\u00ada\u00adture,\u201d said Barzel. \u201cWe take it for granted now, but that was a tremen\u00addous sci\u00aden\u00adtific achievement.\u201d  The researchers\u2019 tool sim\u00adi\u00adlarly crunches down all the para\u00adme\u00adters and com\u00adpo\u00adnents of any com\u00adplex system into a single cru\u00adcial number. It enables us, essen\u00adtially, to take the system\u2019s \u201ctem\u00adper\u00ada\u00adture\u201d to deter\u00admine its health and respond accordingly.    \u201cWe col\u00adlect all the data and map it to one number, a uni\u00adversal resilience curve,\u201d said Gao, a postdoc in Barab\u00e1si\u2019s lab. \u201cThat\u2019s the only number we need in order to quan\u00adtify whether the system is on the desir\u00adable or unde\u00adsir\u00adable side of the threshold, or even approaching the danger\u00a0zone.\u201d   From theory to application  Of course, the inter\u00adac\u00adtion between, say, bees and plants in an eco\u00adlog\u00adical system is not the same as the inter\u00adac\u00adtion between water mol\u00ade\u00adcules in a pot, noted Barzel. \u201cBut the way of thought and the math\u00ade\u00admat\u00adical tools that we use\u2014statistical physics\u2014are very\u00a0similar.\u201d  A big dif\u00adfer\u00adence, how\u00adever, is that we know how to pre\u00advent the water system from col\u00adlapsing: Turn off the heat before the tem\u00adper\u00ada\u00adture reaches 100 degrees Cel\u00adsius. Indeed, the water system on its own pro\u00advides a vis\u00adible clue as it approaches the tip\u00adping point: bub\u00adbles. You can\u2019t say the same for the dying bees. The problem leads nat\u00adu\u00adrally to the researchers\u2019 next steps: Using sta\u00adtis\u00adtical physics both to detect trouble in a system early on and to bring about its recovery if it has crossed the threshold.  \u201cOnce you iden\u00adtify the rel\u00ade\u00advant para\u00admeter that con\u00adtrols the system\u2019s resilience, you can begin to tackle how to manip\u00adu\u00adlate that resilience\u2014how to enhance resilience or restore resilience,\u201d said Gao. \u201cThese are not easy ques\u00adtions, but our theory, by giving us a pic\u00adture of the entire system, paves the way to the\u00a0answers.\u201d  Source:\u00a0northeastern.edu","og_url":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/","og_site_name":"Bocskai R\u00e1di\u00f3","article_publisher":"https:\/\/www.facebook.com\/BocskaiRadio","article_published_time":"2016-03-27T02:16:51+00:00","og_image":[{"width":740,"height":525,"url":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg","type":"image\/jpeg"}],"author":"Csibi Lor\u00e1nd","twitter_card":"summary_large_image","twitter_creator":"@BocskaiRadio","twitter_site":"@BocskaiRadio","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#article","isPartOf":{"@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/"},"author":{"name":"Csibi Lor\u00e1nd","@id":"https:\/\/www.bocskairadio.org\/en\/#\/schema\/person\/10edfc7ddc0e006131357c2bcb81b96b"},"headline":"Researchers find the tipping point between resilience and collapse in complex systems","datePublished":"2016-03-27T02:16:51+00:00","mainEntityOfPage":{"@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/"},"wordCount":1164,"commentCount":0,"publisher":{"@id":"https:\/\/www.bocskairadio.org\/en\/#organization"},"image":{"@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#primaryimage"},"thumbnailUrl":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg","articleSection":["News"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/","url":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/","name":"Researchers find the tipping point between resilience and collapse in complex systems &#8211; Bocskai R\u00e1di\u00f3","isPartOf":{"@id":"https:\/\/www.bocskairadio.org\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#primaryimage"},"image":{"@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#primaryimage"},"thumbnailUrl":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg","datePublished":"2016-03-27T02:16:51+00:00","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bocskairadio.org\/en\/researchers-find-tipping-point-resilience-collapse-complex-systems\/#primaryimage","url":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg","contentUrl":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/03\/Albert-L\u00e1szl\u00f3-Barab\u00e1si-.jpg","width":740,"height":525,"caption":"Using statistical physics, network scientist Albert-L\u00e1szl\u00f3 Barab\u00e1si and his colleagues have developed the first-ever tool to identify whether systems\u2014be they technological, ecological, or biological\u2014are in danger of failing. Photo by Matthew Moodono, Northeastern University"},{"@type":"WebSite","@id":"https:\/\/www.bocskairadio.org\/en\/#website","url":"https:\/\/www.bocskairadio.org\/en\/","name":"Bocskai R\u00e1di\u00f3","description":"The Voice of Cleveland Hungarians","publisher":{"@id":"https:\/\/www.bocskairadio.org\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.bocskairadio.org\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.bocskairadio.org\/en\/#organization","name":"Bocskai R\u00e1di\u00f3","url":"https:\/\/www.bocskairadio.org\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bocskairadio.org\/en\/#\/schema\/logo\/image\/","url":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/11\/var3_basic.jpg","contentUrl":"https:\/\/www.bocskairadio.org\/wp-content\/uploads\/2016\/11\/var3_basic.jpg","width":500,"height":500,"caption":"Bocskai R\u00e1di\u00f3"},"image":{"@id":"https:\/\/www.bocskairadio.org\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/BocskaiRadio","https:\/\/x.com\/BocskaiRadio","https:\/\/www.instagram.com\/bocskairadio\/","https:\/\/www.youtube.com\/user\/bocskairadio","https:\/\/hu.wikipedia.org\/wiki\/Bocskai_R\u00e1di\u00f3"]},{"@type":"Person","@id":"https:\/\/www.bocskairadio.org\/en\/#\/schema\/person\/10edfc7ddc0e006131357c2bcb81b96b","name":"Csibi Lor\u00e1nd","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0d49f9198d2018a84ee306138a7a0466777b8f100435a4212859f16ba458f47a?s=96&d=mm&r=g","caption":"Csibi Lor\u00e1nd"},"url":"https:\/\/www.bocskairadio.org\/en\/author\/csibilori\/"}]}},"_links":{"self":[{"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/posts\/22029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/comments?post=22029"}],"version-history":[{"count":0,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/posts\/22029\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/media\/22030"}],"wp:attachment":[{"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/media?parent=22029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/categories?post=22029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bocskairadio.org\/en\/wp-json\/wp\/v2\/tags?post=22029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}