Tweets sent during last year鈥檚 massive flooding on Colorado鈥檚 Front Range were able to detail the scope of damage to the area鈥檚 infrastructure, according to a study by the 澳门开奖结果2023开奖记录.
The findings can help geotechnical and structural engineers more effectively direct their reconnaissance efforts after future natural disasters鈥攊ncluding earthquakes, tsunamis and tornadoes鈥攁s well as provide them data that might otherwise be lost due to rapid cleanup efforts.
鈥淏ecause the flooding was widespread, it impacted many canyons and closed off access to communities for a long duration, making it difficult to get a reconnaissance team on the ground,鈥� said Shideh Dashti, an assistant professor of civil, environmental and architectural engineering at CU-Boulder and an author of the paper. 鈥淭he continued storms also prevented airborne reconnaissance. As a result, social media and other remote sources of information were used to obtain reconnaissance information.
鈥淧eople were tweeting amazing pictures and videos of damage to bridges and other infrastructure systems,鈥� Dashti said. 鈥淎fter the fact, we compared those tweets to the damage reported by engineering reconnaissance teams and they were well correlated.鈥�
During the second week of September 2013, the Front Range was deluged with as much as 17 inches of rain, causing extensive flooding that destroyed roads, swept away houses and washed out bridges.
After a disaster like last year鈥檚 floods, it鈥檚 important for geotechnical and structural engineers to collect data about how well infrastructure withstood the extreme event, in order to prevent damage in future similar disasters. Structures are designed to survive a certain amount of stress, but those built-in safety margins are based on mathematical formulas that attempt to describe the real world. Detailed information about what actually happens on the ground during disasters allows engineers to tweak the mathematical formulas and build more resilient infrastructure in the future.
But engineering reconnaissance teams often find there is only a narrow window鈥攂etween when it becomes safe to enter an area and when cleanup efforts begin to erase evidence of infrastructure performance鈥攆or investigation.
By collecting and analyzing the information contained in tweets, engineering reconnaissance teams can quickly determine the scope of the geographic area where infrastructure has been damaged, decide where best to focus their limited time as well as glean valuable information about infrastructure they are unable to see in person, Dashti said.
For the study, presented earlier this year at the International Conference on Information Systems for Crisis Response and Management, Dashti collaborated with Associate Professors Leysia Palen and Kenneth Anderson and doctoral student Jennings Anderson, all in CU-Boulder鈥檚 computer science department; doctoral student Mehdi Heris in CU-Boulder鈥檚 environmental design program; and Scott Anderson of the Federal Highway Administration.
The team used Twitter data collected by Project EPIC (Empowering the Public with Information in听Crisis)鈥攁 program launched by Palen and Kenneth Anderson in 2009 to study听social听media use during disasters. Project EPIC is supported by the National听Science Foundation and is based in CU-Boulder鈥檚 College of Engineering and听Applied听Science.
鈥淧roject EPIC recorded tweets during the floods,鈥� Dashti said. 鈥淲e provided the EPIC team with keywords that are relevant to disaster reconnaissance and infrastructure performance, which allowed us to filter the tweets to a manageable number for further analysis.鈥�
Tweets that were tagged with latitude and longitude could immediately be mapped. While only a small percentage of tweets鈥攁bout 1.2 percent鈥攈ad 鈥済eo-tagging鈥� turned on, they were still adequate to provide substantial information on the geographic distribution and time progression of damage, said Dashti, who compared a map of damages created by the city of Boulder with the map of geo-tagged tweets.
Many tweets that were not geo-tagged still had value, Dashti said, because they mentioned specific places or were linked to pictures or videos with recognizable landmarks.
The new study is one of the first to look at how social media can be used to support reconnaissance by non-emergency professionals, like engineers, after a disaster. Much of the prior research in information systems for crisis response is focused on supporting emergency responders and residents while extreme events are happening.
In the future, Dashti hopes to create a platform that combines information gleaned from social media with other information that citizens can self-report, perhaps through a smartphone application.
鈥淢y goal is to eventually feed information on damage distribution back to the user,鈥� Dashti said. 鈥淵ou provide information and as a result, you gain access to live, mapped information provided by other users during a disaster.鈥�
Contact:
Shideh Dashti, 303-492-3118
Shideh.Dashti@colorado.edu
Laura Snider, CU-Boulder media relations, 303-735-0528
Laura.Snider@colorado.edu
