Launch of AI-powered solar diagnostics platform boosts PV asset performance

Launch of AI-powered solar diagnostics platform boosts PV asset performance

by Simon Mansfield

Sydney, Australia (SPX) Apr 15, 2025

The Solar Energy Research Institute of Singapore (SERIS) at the National University of Singapore (NUS) has launched a commercial spin-off called the “PV Doctor,” marking a significant leap forward in managing and optimizing solar photovoltaic (PV) system performance. Officially unveiled on April 2, 2025, the platform leverages 15 years of R and D into the behavior of PV systems in diverse climates and aims to restore and maintain peak energy output for solar installations worldwide.

The PV Doctor combines AI-based analytics with routine monitoring and benchmark comparisons to ensure that solar assets operate at maximum efficiency. In addition to diagnostics, the service provides corrective action plans and hands-on rectification, helping system owners recover lost energy output and maximize returns on investment.

“Our mission is to ensure that every PV system under our care performs at its peak potential,” the founders stated. “By integrating deep expertise with real-time diagnostics, we can prevent losses before they escalate.”

Many PV systems are sold under the misleading premise of being maintenance-free, despite the reality that even minor oversight can result in substantial inefficiencies. Global preventable losses from underperforming systems are estimated at $10 billion annually. PV Doctor targets this gap by offering root-cause analysis and active management for both healthy and ailing systems. Its Smart O&M algorithm tracks performance in real-time, detecting anomalies before they degrade output.

Initially trialed by SERIS across Asia, the Smart O&M services quickly proved their value. In just under a year, PV Doctor systems reached over 200 MWp of assets under management, covering 400 sites in 10 countries. In Singapore, more than 3% of all PV installations are already being managed by the platform.

PV Doctor’s capabilities are structured around six core services:

1. Smart O&M – This foundational offering provides real-time performance monitoring, automatic issue detection, and root-cause analysis. The system integrates seamlessly with inverter portals, using a combination of sensor inputs, satellite data, and machine learning to pinpoint losses from pollution, shading, grid disruptions, and component failures.

2. Preventive O&M – For owners seeking a passive role, this service delivers scheduled maintenance, inspections, and early fault resolution, ensuring systems remain operational without owner involvement.

3. Rectification and Special Investigations – PV Doctor tackles complex issues such as potential-induced degradation or mechanical defects, especially common in low-tilt systems near the equator. Thorough diagnostics precede tailored interventions to restore full performance.

4. Repowering – Older or obsolete systems can be upgraded with the latest high-efficiency modules and inverters. Repowering revitalizes aging assets, increases output, and prolongs operational lifespan.

5. Audits and Performance Assessments – Independent third-party assessments support transactions and compliance needs. PV Doctor uses thermal imaging, satellite-derived irradiance, and electrical testing to deliver objective performance evaluations.

6. Technical Support – Beyond system operations, the platform assists stakeholders across the solar value chain with project planning, risk analysis, component selection, and due diligence for acquisitions.

PV Doctor positions itself as an essential partner for solar developers, asset managers, EPC firms, and investors, offering scalable solutions from residential systems to large-scale solar farms.