WSEAS Transactions on Power Systems
Print ISSN: 1790-5060, E-ISSN: 2224-350X
Volume 21, 2026
Cost-Effective Joint Placement of μPMU and AMI in Active Distribution Networks: A MILP Formulation with ANOVA-Validated Performance
Authors: , ,
Search Articles
Abstract: The integration of distributed energy resources (DERs) into active distribution networks (ADNs) aggravates
existing observability limitations, demanding advanced measurement infrastructure beyond traditional
SCADA systems. Micro-phasor measurement units (μPMUs) provide synchronized, high-resolution measurements
at sampling rates between 30 and 120 samples per second. However, their high cost—approximately 22
times that of advanced metering infrastructure (AMI) devices—limits large-scale deployment. This paper formulates
a mixed-integer linear programming (MILP) model for the Joint Placement of μPMUs and AMI meters
that minimizes capital expenditure (CAPEX) while guaranteeing complete topological observability, DER coverage,
and channel constraints. Seven optimization methods (exact, heuristic, and metaheuristic approaches) are
evaluated on four IEEE benchmark systems (13–240 buses) under 80 scenario combinations of DER penetration
(0–80%) and pre-existing SCADA coverage (0–80%), yielding 560 experiments.
Keywords:
μPMU placement, AMI, joint placement, MILP, Active Distribution Networks (ADN), DER, ANOVA, observability
Pages: 326-339
DOI: 10.37394/232016.2026.21.25