Knowledge Base | Transformer Diagnostics & Health Index | RONIN AI by Seetalabs
Technical library · Transformer diagnostics · CIGRE TB 761

The transformer diagnostics knowledge base.

Practical guidance for interpreting transformer evidence. Explore DGA, insulating fluids, paper ageing, electrical tests, maintenance decisions and responsible uses of AI. Articles distinguish measurements, method assumptions and engineering judgement, with references and worked examples where useful.

Five technical subject areas Pillar: CIGRE TB 761 health index Interpretation: Duval Triangle · IEC 60599:2022

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The transformer knowledge, mapped

How diagnostic methods and evidence connect.

A live map of the diagnostic domain: the standards that govern it, the methods that interpret it, the gases that carry the signal, and the faults, oil and paper condition they resolve to.

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This text accompanies the educational topic map above. It describes relationships in transformer diagnostics, not a claim that every topic is implemented as a RONIN calculation.

Standards

  • CIGRE TB 761 · Transformer Health Index / Assessment Index
  • CIGRE TB 771 · DGA & fault diagnosis
  • IEC 60599:2022 · DGA interpretation
  • IEEE C57.104-2019 · DGA condition & rate-of-change
  • IEC 60422 · Oil quality by voltage class
  • IEC 60076-7 · Thermal & loading guide
  • ASTM D3612 · DGA by gas chromatography

Methods

  • Dissolved Gas Analysis (DGA)
  • Duval Triangle
  • Duval Pentagon
  • Rogers Ratios
  • Key Gas method
  • Health Index
  • Rate-of-change trending

Fault gases

  • H2 · hydrogen
  • CH4 · methane
  • C2H2 · acetylene
  • C2H4 · ethylene
  • C2H6 · ethane
  • CO · carbon monoxide
  • CO2 · carbon dioxide

Faults

  • Partial discharge (PD)
  • Thermal fault T1 (<300°C)
  • Thermal fault T2 (300-700°C)
  • Thermal fault T3 (>700°C)
  • Low-energy discharge (D1)
  • High-energy arcing (D2)
  • Stray gassing

Oil & paper

  • Oil quality
  • Moisture
  • Furans / 2-FAL
  • Paper degree of polymerization (DP)
  • Bushings
  • OLTC (on-load tap changer)

Outcomes

  • Fleet ranking
  • Failure risk
  • Remaining life
  • Maintenance action

How it connects

A health index summarises selected condition evidence; it is not a probability of failure. DGA methods address different questions and use different gases. Their suitability depends on the fluid, equipment and sampling context. ASTM D3612 concerns gas analysis methods, while IEC and IEEE interpretation guides address how results are evaluated.

Duval Triangle 1 uses methane, ethylene and acetylene proportions. Pentagons 1 and 2 use five gases, including hydrogen and ethane. Other triangles have distinct scopes and applicability conditions. A geometric zone supports fault interpretation; it does not establish severity or an operating decision by itself.

Furans and carbon oxides can contribute evidence about cellulose condition, with important limitations. They do not provide a reliable countdown to failure. Oil assessment depends on the fluid and test method. Bushings, tap changers and other components require their own evidence, while maintenance priority also depends on asset criticality.

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The knowledge base helps answer specific technical questions. Ronin AI, now in release preparation, connects applicable diagnostic methods with uncertainty, asset history, Action Plan and reporting.

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