Skip to main content

Table 3 Article grouping on appliance, parameters, and computing platforms

From: Systematic literature review of the techniques for household electrical appliance anomaly detections and knowledge extractions

Appliance

Parameters

Detection level

No. of papers

Stated algorithms type

Computing platform

Results

CAT 1

   

Sup

Semi

Unsup

Stat

Edge

Fog

Hybrids

Un specified

% (Avg.)

Television

Fridges

Freezers

Dishwashers

Air-conditioners

Microwave

Operational mode

Time

usage

Appliance level detection,

Aggregated level

38

11

9

7

5

21

11

2

6

87.62

CAT2

            

Fridge

Air-conditioners

Lighting

Microwave

Heaters

Irons

Blenders

Laptops

Speakers

Fans

Weather Historical -consumptions

Aggregated level

and

Appliance level

42

19

4

7

12

29

4

9

88.23

CAT 3

            

Dishwashers

Air-conditioners

Freezers

Operational time,

Operational mode

Appliance model,

Occupancy

Power ratings

Aggregated level

9

7

2

3

2

4

78.42

CAT 4

            

Fridges

Air-conditioners

Laptops

Blenders

Speakers

Fans

Oven

television

Input voltages,

Input current,

Power rating

Spatio-temporal,

Appliance level and

Aggregated level

3

2

1

1

1

1

79.57