56
Internet of Things (IoT)
3.8 Conclusions and Future Scope
Deep learning is an emerging field in AI which can address the challenges posed by the
IoT datasets and is considered to have widespread applications in the future digital world.
Due to the data unavailability, many real-world applications are not yet explored in this
7
Future forecost for: mains1_energyuse, mains2_energyuse, oven1_energyuse, oven2_energyuse, refrigerator_energyuse,
diswasher_energyuse, Kithen_outlet1_energyuse, Kithen_outlet2_energyuse, lighting1_energyuse, washer_dryer1_energyuse,
microwave_energyuse, bathroom_gfi_energyuse, electric_heat_energyuse, stove_energyuse, Kithen_outlet3_energyuse,
Kithen_outlet4_energyuse, lighting2_energyuse, lighting3_energyuse, washer_dryer2_energyuse,
washer_dryer3_energyuse (95% conf. intervals)
8
9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
Mains1_energyuse
Mains2_energyuse Oven1_energyuse Oven2_energyuse
Refrigerator_energyuse
Diswasher_energyuse
Kithen_outlet1_energyuse Kithen_outlet2_energyuse
Lighting1_energyuse Washer_dryer1_energyuse
Microwave_energyuse
Bathroom_gfi_energyuse
Electric_heat_energyuse
Stove_energyuse Kithen_outlet3_energyuse Kithen_outlet4_energyuse
Lighting2_energyuse Lighting3_energyuse Washer_dryer2_energyuse
Washer_dryer3_energyuse Mains1_energyuse-predicted
Mains2_energyuse-predicted
Oven1_energyuse-predicted Oven2_energyuse-predicted
Refrigerator_energyuse-predicted
Diswasher_energyuse-predicted Kithen_outlet1_energyuse-predicted Kithen_outlet2_energyuse-predicted
Lighting1_energyuse-predicted
Washer_dryer1_energyuse-predicted Microwave_energyuse-predicted
Bathroom_gfi_energyuse-predicted Electric_heat_energyuse-predicted
Stove_energyuse-predicted
Kithen_outlet3_energyuse-predicted
Kithen_outlet4_energyuse-predicted Lighting2_energyuse-predicted
Lighting3_energyuse-predicted Washer_dryer2_energyuse-predicted Washer_dryer3_energyuse-predicted
FIGURE 3.9
Energy usage forecasting on a monthly basis.
7
1 2 3 4 5 6
25,000
0
Future forecost for: mains1_energyuse, mains2_energyuse, oven1_energyuse, oven2_energyuse, refrigerator_energyuse,
diswasher_energyuse, Kithen_outlet1_energyuse, Kithen_outlet2_energyuse, lighting1_energyuse, washer_dryer1_energyuse,
microwave_energyuse, bathroom_gfi_energyuse, electric_heat_energyuse, stove_energyuse, Kithen_outlet3_energyuse,
Kithen_outlet4_energyuse, lighting2_energyuse, lighting3_energyuse, washer_dryer2_energyuse,
washer_dryer3_energyuse (95% conf. intervals)
8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
Mains1_energyuse
Mains2_energyuse Oven1_energyuse Oven2_energyuse
Refrigerator_energyuse
Diswasher_energyuse
Kithen_outlet1_energyuse Kithen_outlet2_energyuse
Lighting1_energyuse Washer_dryer1_energyuse
Microwave_energyuse
Bathroom_gfi_energyuse
Electric_heat_energyuse
Stove_energyuse Kithen_outlet3_energyuse Kithen_outlet4_energyuse
Lighting2_energyuse Lighting3_energyuse Washer_dryer2_energyuse
Washer_dryer3_energyuse Mains1_energyuse-predicted
Mains2_energyuse-predicted
Oven1_energyuse-predicted Oven2_energyuse-predicted
Refrigerator_energyuse-predicted
Diswasher_energyuse-predicted Kithen_outlet1_energyuse-predicted Kithen_outlet2_energyuse-predicted
Lighting1_energyuse-predicted
Washer_dryer1_energyuse-predicted Microwave_energyuse-predicted
Bathroom_gfi_energyuse-predicted Electric_heat_energyuse-predicted
Stove_energyuse-predicted
Kithen_outlet3_energyuse-predicted
Kithen_outlet4_energyuse-predicted Lighting2_energyuse-predicted
Lighting3_energyuse-predicted Washer_dryer2_energyuse-predicted Washer_dryer3_energyuse-predicted
FIGURE 3.10
Forecasting energy consumption for 10 steps ahead in yearly basis.