53
Internet of Things and Artificial Intelligence
ahead, for getting insights for effective decision-making process. The results obtained for
RECS data with all attributes and with energy consumption attribute only are provided in
Figures 3.6 and 3.7.
3.7.2 Experiment 2: Prediction and forecasting using Deep
Convolutional Neural Network with Microgrid Dataset
In the second experiment, we use microgrid dataset for predicting and forecasting the
consumer behavior for a step further taken toward developing a sustainable smart grid
environment. This is shown in Figure 3.8.
TABLE 3.1
Energy Consumption Based on Household Size
Household Size
US_
House_
Hold
Number of
Members
per
Household
Floor Space
per
Household
Total
EC_USA
EC_per
Household
EC_per
House
Member
EC_per
Square
Foot
1 Person
30.0
1.00
1,671
2.12
70.7
70.7
42.3
2 Persons
34.8
2.00
2,297
3.36
96.4
48.2
42.0
3 Persons
18.4
3.00
2,324
1.91
104.1
34.7
44.8
4 Persons
15.9
4.00
2,460
1.72
108.4
27.1
44.1
5 Persons
7.9
5.00
2,539
0.92
117.1
23.4
46.1
6 or more persons
4.1
6.75
2,246
0.51
123.8
18.3
55.1
3000.0
2500.0
2000.0
1500.0
1000.0
500.0
U
S _ h o u s e _ h o l d
N
u m
b e r o f
m
e m
b e r s p e r . . .
F l o o r s p a c e p e r
h o u s e h o l d
T o t a l E C _ U
S A
E C _ p e r
h o u s e h o l d
E C _ p e r h o u s e
m
e m
b e r
E C _ p e r
s q u a r e f o o t
0
4 persons
5 persons
1 person
2 persons
3 persons
6 or more persons
FIGURE 3.5
Energy consumption based on household size.
Internet of Things and Artificial Intelligence
ahead, for getting insights for effective decision-making process. The results obtained for
RECS data with all attributes and with energy consumption attribute only are provided in
Figures 3.6 and 3.7.
3.7.2 Experiment 2: Prediction and forecasting using Deep
Convolutional Neural Network with Microgrid Dataset
In the second experiment, we use microgrid dataset for predicting and forecasting the
consumer behavior for a step further taken toward developing a sustainable smart grid
environment. This is shown in Figure 3.8.
TABLE 3.1
Energy Consumption Based on Household Size
Household Size
US_
House_
Hold
Number of
Members
per
Household
Floor Space
per
Household
Total
EC_USA
EC_per
Household
EC_per
House
Member
EC_per
Square
Foot
1 Person
30.0
1.00
1,671
2.12
70.7
70.7
42.3
2 Persons
34.8
2.00
2,297
3.36
96.4
48.2
42.0
3 Persons
18.4
3.00
2,324
1.91
104.1
34.7
44.8
4 Persons
15.9
4.00
2,460
1.72
108.4
27.1
44.1
5 Persons
7.9
5.00
2,539
0.92
117.1
23.4
46.1
6 or more persons
4.1
6.75
2,246
0.51
123.8
18.3
55.1
3000.0
2500.0
2000.0
1500.0
1000.0
500.0
U
S _ h o u s e _ h o l d
N
u m
b e r o f
m
e m
b e r s p e r . . .
F l o o r s p a c e p e r
h o u s e h o l d
T o t a l E C _ U
S A
E C _ p e r
h o u s e h o l d
E C _ p e r h o u s e
m
e m
b e r
E C _ p e r
s q u a r e f o o t
0
4 persons
5 persons
1 person
2 persons
3 persons
6 or more persons
FIGURE 3.5
Energy consumption based on household size.