Methods for providing artificial intelligence based waste management and devices thereof

A non-transitory computer readable medium having stored thereon instructions comprising executable code that, when executed by at least one processor, causes the processor to:

• periodically receive, via one or more first communication networks, current utilization data from one of a plurality of waste collection devices within a collection area, wherein the current utilization data is determined from sensor data obtained at the one of the plurality of waste collection devices;
• determine a waste collection schedule for collection from the plurality of waste collection devices based on the current utilization data for the one of the plurality of waste collection devices, historical utilization data for the plurality of waste collection devices, and a floorplan of a facility comprising the collection area, wherein the waste collection schedule comprises a route via which collection of waste from the plurality of waste collection devices is to occur and one or more of a time or a frequency with which the route is to be employed to collect waste from the plurality of waste collection devices;
• predict when a maximum capacity for the one of the plurality of waste collection devices is likely to be reached based on the current utilization data and the historical utilization data for the one of the plurality of waste collection devices, wherein the historical utilization data for the one of the plurality of waste collection devices comprises a number of times the one of the plurality of waste collection devices has been filled within a time interval over a historical time period;
• determine, based on the prediction and the waste collection schedule, that the maximum capacity for the one of the plurality of waste collection devices is likely to be reached before collection from the one of the plurality of waste collection devices is scheduled, wherein the waste collection devices comprise collection bins having a fixed location;
• and
• output a first alert via one or more second communication networks to an operational management device or a collection service device to prevent overflow of the one of the plurality of waste collection devices.

A waste management apparatus, comprising:

• a memory having programmed instructions stored thereon;
• and
• one or more processors coupled to the memory and configured to execute the stored programmed instructions to:
• periodically receive, via one or more first communication networks, current utilization data from one of a plurality of waste collection devices within a collection area, wherein the current utilization data is determined from sensor data obtained at the one of the plurality of waste collection devices;
• determine a waste collection schedule for collection from the plurality of waste collection devices based on the current utilization data for the one of the plurality of waste collection devices, historical utilization data for the plurality of waste collection devices, and a floorplan of a facility comprising the collection area, wherein the waste collection schedule comprises a route via which collection of waste from the plurality of waste collection devices is to occur and one or more of a time or a frequency with which the route is to be employed to collect waste from the plurality of waste collection devices;
• predict when a maximum capacity for the one of the plurality of waste collection devices is likely to be reached based on the current utilization data and the historical utilization data for the one of the plurality of waste collection devices, wherein the historical utilization data for the one of the plurality of waste collection devices comprises a number of times the one of the plurality of waste collection devices has been filled within a time interval over a historical time period;
• determine, based on the prediction and the waste collection schedule, that the maximum capacity for the one of the plurality of waste collection devices is likely to be reached before collection from the one of the plurality of waste collection devices is scheduled, wherein the waste collection devices comprise collection bins having a fixed location;
• and
• output a first alert via one or more second communication networks to an operational management device or a collection service device to prevent overflow of the one of the plurality of waste collection devices.