Table 4 System performance test results.

From: Study of intelligent home environment system based on big data and improved k-means algorithm

Performance

Sub-module

Parameter

value

Response speed

Sensor data collection

Data collection time

≤ 2 s

Response speed

Cloud platform data processing

Analysis processing time

≤ 5 s

Response speed

Smart device adjustment

Adjustment completion time

≤ 10 s

System stability

Data transmission stability

Transmission packet loss rate

< 1%

System stability

Software running stability

Software crash and lag

≤ 2 Times/mon

System accuracy

Sensor detection accuracy

Sensing error range

±(1–5)%

System accuracy

Cloud platform transmission accuracy

Result error range

±(1–5)%