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. 2025 Jul 31;11:e3042. doi: 10.7717/peerj-cs.3042

Table 8. Composite star ratings of algorithms across smart city domains.

Algorithm Infrastructure Energy Water resources Transportation IoT/Network
ACO ★★
EMOCA ★★★
MOEA/D ★★
NSGA-II ★★★★★ ★★★★★ ★★★★ ★★★★★ ★★★
NSGA-III ★★ ★★ ★★
PSO ★★★ ★★★ ★★★ ★★★ ★★★★
SPEA2 ★★ ★★★ ★★ ★★★ ★★

Note:

Stars represent composite scores based on two dimensions: (i) literature frequency and (ii) performance suitability. Ratings are interpreted as follows: ★★★★★ (frequent use and strong suitability), ★★★★ (broad applicability with solid performance), ★★★ (moderate use and acceptable alignment), ★★ (limited use or partial mismatch), and ★ (rare use or poor fit). These star ratings are intended as structured summaries of suitability trends across domains, rather than definitive rankings of algorithmic quality. Score-to-star mapping: 6 points = ★★★★★, 5 = ★★★★, 4 = ★★★, 2–3 = ★★, 0–1 = ★.