Title :
Energy aware flash flood monitoring stations using a GA-fuzzy logic control mechanism
Author :
Suntaranont, Benya ; Aryupong, Chuchoke ; Jankoo, Supamit ; Champrasert, Paskorn
Author_Institution :
Dept. of Civil Eng., Chiang Mai Univ., Chiang Mai, Thailand
Abstract :
Flash flood is a natural disaster that causes great losses; it happens mostly in rural areas. Heavy rainfall is gathered into the main river on watershed areas. Lots of water comes into the river. This causes a great volume of water flows down to the lower area of watershed. The great volume of water rapidly comes and goes. The flash flood watcher is required to notice the peak flow. An automatic water level monitoring station is a solution for keeping track of all flowing situations. In this research, a water level monitoring station has been invented and installed on a target area for flash flood early warning. The monitoring station periodically reports the water level through internet to a website and social networks (e.g., facebook and twitter). However, the power consumption of the monitoring station has become an issue since there is no electric power at the installation area. This research also proposed to automatically adjust the data transmission rate of the monitoring station to the environmental changes. Thus, the fuzzy logic control mechanism has been applied for searching for appropriate transmission rate in several flow periods. The appropriate of data transmission rate from fuzzy logic control mechanism are also optimized using a genetic algorithm. The results show that the monitoring stations work properly. They are able to continuously transmitted the sensing data to the base station with efficient power consumption.
Keywords :
disasters; floods; fuzzy control; genetic algorithms; geophysics computing; rain; rivers; water resources; GA-fuzzy logic control mechanism; appropriate transmission rate searching; automatic water level monitoring station; efficient power consumption; electric power; energy aware flash flood monitoring station; environmental change; facebook; flash flood early warning; flash flood watcher; flow period; flowing situation tracking; genetic algorithm; heavy rainfall; installation area; internet; lower watershed area; main river; monitoring station; monitoring station data transmission rate; monitoring station power consumption; natural disaster; peak flow; rural area; sensing data continuous transmission; social network; twitter; water flow volume; water level; water level monitoring station; watershed area; website; Ash; Batteries; Data communication; Fuzzy logic; Genetic algorithms; Monitoring; Sociology; Flash Flood Monitoring; Fuzzy Logic Control; Genetic Algorithm; Water Level Monitoring;
Conference_Titel :
Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), 2015 IEEE Tenth International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4799-8054-3
DOI :
10.1109/ISSNIP.2015.7106945