Research for transformer reliability leaders
Technical writing on standards-aware diagnostics, AI-assisted engineering review, and power transformer asset performance management.
DGA Trend Analysis Beyond Single-Snapshot Interpretation
How multi-gas trends, operating context, uncertainty, and human-reviewed AI workflows can improve dissolved gas analysis for power transformer reliability.
Agentic AI and asset performance management
How bounded AI agents help transformer engineers organize evidence, preserve judgment, and turn fleet context into review-ready actions.
5 resources
Agentic AI APM Software for Power Transformers
A practical architecture for agentic AI asset performance management software that helps transformer teams move from diagnostic evidence to human-reviewed maintenance decisions.
Power Transformer Diagnostic Evidence Models for Agentic AI
Why agentic AI for transformer APM needs an auditable evidence model that connects asset hierarchy, provenance, standards context, and diagnostic contradictions.
Human-in-the-Loop AI for Transformer Reliability Decisions
How AI-assisted transformer reliability workflows preserve engineering judgment, traceability, and standards-aware review from evidence to approved action.
Risk-Based Maintenance for Transformers in Utilities and Oil & Gas
How agentic AI can help asset maintenance teams in utilities and oil and gas turn transformer condition evidence into prioritized, human-reviewed work packages.
Audit Trails for Human-Reviewed Transformer AI Decisions
How transformer AI workflows can package evidence, standards context, agent identity, authorization, and engineer signoff into reviewable audit trails.
Transformer diagnostic evidence
Technical guides for dissolved gas analysis, partial discharge, PRPD measurement quality, and SFRA evidence interpretation.
5 resources DGA Trend Analysis Beyond Single-Snapshot Interpretation
How multi-gas trends, operating context, uncertainty, and human-reviewed AI workflows can improve dissolved gas analysis for power transformer reliability.
DGA Generation-Rate Analysis in Agentic Transformer APM
How agentic APM can move DGA review beyond threshold snapshots by tracking gas generation rates, acceleration, monitor context, and standards-aware uncertainty.
PRPD Signatures That Matter for Transformer Insulation Risk
A practical guide to partial-discharge pattern evidence, measurement quality, uncertainty, and AI-assisted review for power transformer reliability.
PRPD Measurement Quality for AI-Assisted Transformer Review
Why AI-assisted partial discharge review must preserve PRPD measurement context, calibration, noise notes, phase reference quality, and engineer validation.
SFRA Winding Movement Analysis for Transformer APM
How SFRA and frequency response evidence can support transformer mechanical integrity review when AI preserves baselines, setup context, and engineering judgment.
Health, aging, and reliability programs
Methods for transparent health indexes, thermal loading and aging context, digital evidence models, and practical transformer reliability programs.
4 resources
Explainable Health Index Methods for Power Transformers
How transformer health indices can become useful decision aids when they expose evidence, uncertainty, weighting logic, and risk-based maintenance context.
Thermal Loading and Insulation Aging in Transformer AI Workflows
How agentic maintenance workflows can use thermal loading, hot-spot context, cooling state, and insulation-aging evidence without turning dynamic loading into blind overloading.
Transformer Digital Twin vs Evidence Model for APM Software
A practical comparison of transformer digital twins and diagnostic evidence models, and how agentic AI can orchestrate both for maintenance planning.
From Data to Decisions: Building a Transformer Reliability Program
The operating model for moving from scattered diagnostic records to risk-based transformer maintenance, health indexing, and audit-ready decisions.
GridAPM product and pilot resources
Product-oriented resources for evaluating a focused GridAPM pilot and presenting the TransformerAPM workflow to engineering stakeholders.
2 resources
GridAPM Demo: TransformerAPM Workbench
A guided product demo of TransformerAPM, the first GridAPM workbench for transformer diagnostics, AI-assisted reasoning, health indexing, and engineering reporting.
GridAPM Venture Brief: Agentic AI for Power Transformer Reliability
A concise venture brief for GridAPM, an agentic AI platform helping reliability teams unify transformer evidence, prioritize risk, and guide verified maintenance decisions.