This paper presents a critical approach to the non-intrusive load monitoring (NILM) problem,
by thoroughly reviewing the experimental framework of both legacy and state-of-the-art …

Smart nonintrusive load monitoring (NILM) represents a cost‐efficient technology for
observing power usage in buildings. It tackles several challenges in transitioning into a more …

Progress in the field of Non-Intrusive Load Monitoring (NILM) has been attributed to the rise
in the application of artificial intelligence. Nevertheless, the ability of energy disaggregation …

Energy behaviours will play a key role in decarbonising the building sector but require the
provision of tailored insights to assist occupants to reduce their energy use. Energy …

The majority of studies in non-intrusive load monitoring (NILM) are intrusive and supervised
in nature since they require appliance-wise energy consumption data for training. A “true” …

In developing effective energy management mechanisms, new concepts have been
developed to provide new approaches. Non-intrusive load monitoring (NILM) is an approach …

Without an appropriate monitoring system, the condition/state of electrical
appliances/devices in operation in households cannot be fully assessed, resulting in …

To provide affordable energy-saving solutions for the small and medium-sized
manufacturers (SMMs), we propose a unified framework for generating predictive models …

The accelerated infusion of various electrical and electronic appliances with high power
demand has increased the need for monitoring and control of appliance-specific …

Real-time non-intrusive load monitoring (NILM) systems have gained significant importance
in various applications, including demand-side management, appliance anomaly detection …