Table 4 Pareto optimal solution compared with baseline’s three optimization goals.

From: An explainable machine learning framework for multi-objective carbon reduction targeting material operational seasonal emissions in building retrofits

 

Baseline

Category A

Category B

Category C

Category D

MCEI (kgCO₂e/(m²·a))

6.98

2.02

1.87

2.00

2.18

SCEB (kgCO₂e/(m²·a))

10.59

6.65

6.60

6.81

6.63

OCEI (kgCO₂e/(m²·a))

39.44

29.68

30.11

29.62

29.34

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