Open 17: Flood Finder
Flood alert system using Machine learning/AI and hardware sensors to detect and alert.
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Lack of real time flooding information in San Jose results in heavy damages and leads to loss of lives.
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We are a Team consisting of 2 members.
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A website which will tell where the floods is. The red on the map suggest the area is flooded, orange is at risk.
For a Admin user they can send an alert to other agencies (see on the right )
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final pitch: https://dochub.com/deeya-viradia/gYzM7mBwDjQ54mNKqJ6EoO/flood-finder-pitch-deeya-2-pdf?pg=6
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@Deeya Viradia, One would assume you would get archived feed in the Open Data Portal of the SanJose govt, But I am not sure if you would find the archived videos there!? Traffic Authority? State Surveillance? Or check the city's data archives dept!
Looks like Sanjose is already discussing about geo-sensors in traffic lights to detect incoming emergeny vehicles and block traffic.
A PhD Candidate in ETH has been working on detectng the flood level from social media imagery. She had a good dataset of flood images, I am not sure if she tried with live traffic feed. She might have extended her study, her focus was an algorithm detecting water level from imagery.
https://arxiv.org/pdf/2007.06749.pdf
We can check with her availability and put you in touch if need be.
Coming to your crowdsourced situational awareness - which is also one of your approaches - check this https://www.giscorps.org/napsg_243/
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Flood Data Sensors (Open Source Hardware)
Placed on buildings to indicate flooding & water depth
Camera Feed (Traffic Camera + Ring door bell camera from private citizens)( using ML/AI)
Open sourced AI algorithm to detect areas w/ floods & to gauge the depth of the water
Mobile Application (Crowdsourcing)
Central platform for all data. Users can input locations that are flooded along w/ photos
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Didn't find the archive data for traffic feeds
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We need to scrape live traffic camera data and obtain historical flood models if it is available.
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Our solution is an alert system. So the system should send alert to Emergency personal and to the citizens.
Crowdsourcing could be a phase II solution.
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Flood Sensor needs 3G capability so that it can constantly transmit flood data. After adding 3G capability we need to create an IoT server (AWS is preferred option).
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1st Generation Flood Sensor Developed.
An Arduino and ultrasonic sensor were used for the flood sensor. The 1st generation FloodFinder sensor detects the presence of water and water levels. As mentioned in previous weeks adding 3G capabilities to the sensors will be the next steps for the 2nd generation flood sensor. The flood sensor is assembled using common tools and low-cost materials.
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