Method for managing of device for collecting cigarette butts with IoT using AI

Abstract

Embodiments relate to a method of managing a cigarette butt collection device with IoT using artificial intelligence (AI), performed by a service platform server. The method includes obtaining collection amount information, weather information, and floating population data related to one or more cigarette butt collection devices, deriving a collection amount variation pattern of each cigarette butt collection device by applying the obtained collection amount information, weather information, and floating population data to a learning model, and calculating a predicted collection time at which each cigarette butt collection device has a certain filling degree based on the derived collection amount variation pattern.

1 . A method of managing a cigarette butt collection device with IoT using artificial intelligence (AI), performed by a service platform server, the method comprising:
 obtaining collection amount information, weather information, and floating population data related to one or more cigarette butt collection devices;   deriving a collection amount variation pattern of each cigarette butt collection device by applying the obtained collection amount information, weather information, and floating population data to a learning model; and   calculating a predicted collection time at which each cigarette butt collection device has a certain filling degree based on the derived collection amount variation pattern,   wherein the learning model is configured to receive the collection amount information, the weather information, and the floating population data as an input and output the collection amount variation pattern of each cigarette butt collection device.   
     
     
         2 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 1 , wherein the learning model comprises a long short term memory (LSTM)-based deep learning algorithm. 
     
     
         3 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 1 , further comprising generating a route of a worker for cigarette butt collection by using: the collection amount variation pattern and location information of each collection device; and location information of the worker and an expected collection time of the worker. 
     
     
         4 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 3 , further comprising providing, as a plurality of areas displayed on a display area of a terminal of the worker, at least one of a map area where cigarette butt collection devices are displayed; a condition input area for inputting collection conditions; a collection time input area for performing collection; and a starting point information input area for starting collection,
 wherein the generating the route of the worker for cigarette butt collection comprises generating the route of the worker for cigarette butt collection by further using cigarette butt collection conditions, collection time, and starting point information.   
     
     
         5 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 4 , wherein only a cigarette butt collection device corresponding to the input collection conditions and a cigarette butte collection device with a certain fire risk level are displayed on the map area. 
     
     
         6 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 4 , further comprising:
 calculating an elapsed time from a last collection date of each cigarette butt collection device, and   predicting a contamination level of each cigarette butt collection device based on the calculated elapsed time, the collection amount variation pattern of each cigarette butt collection device, and past weather information; and   displaying the predicted contamination level on a map or adding to the collection route even when the certain conditions are not satisfied.   
     
     
         7 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 1 , further comprising:
 receiving internal temperature information inside each cigarette butt collection device from the cigarette butt collection device; and   calculating a fire risk level of each cigarette butt collection device based on the received internal temperature information of each cigarette butt collection device and the weather information.   
     
     
         8 . The method of managing a cigarette butt collection device with IoT using AI according to  claim 7 , further comprising setting an alarm range according to the calculated fire risk level, and providing an alarm with in the set alarm range, wherein the alarm range comprises an alarm method and an alarm receiver.