Answers are grounded in this paper and cite their sources.
Shows reliable energy monitoring in households, suggesting an affordable approach for energy management.
This paper presents the design and implementation of a low-cost IoT-based smart energy monitoring system for residential applications. The proposed system measures real-time voltage and current using dedicated sensors and computers instantaneous power and cumulative energy consumption using an ESP32 microcontroller. The architecture integrates an ACS712 Hall-effect current sensor, a resistive voltage divider network, an LCD display for local readout, and a Wi-Fi-enabled data transmission module. The system is evaluated across four representative household appliances an LED bulb, a ceiling fan, a laptop charger, and an electric heater spanning a power range from 10 W to 1000 W. Experimental results demonstrate that the system provides reliable monitoring with a mean absolute percentage error (MAPE) below 5% across all tested loads. The total hardware cost is kept under $15 USD, making the solution substantially more affordable than commercial smart meters. The proposed system offers a cost-effective, scalable, and user-friendly solution for improving residential energy awareness, which is a critical first step toward demand-side energy management.
No takes yet. Share an insight, caveat, or question.
Singh et al. (2026) studied this question.
Synapse has enriched 8 closely related papers on similar clinical questions. Consider them for comparative context: