Predictive Feasibility Assessment Research Library

The Research Library provides access to the foundation documents, validation studies, assessment examples, and advanced research that support the Predictive Feasibility Assessment (PFA) framework.

Where Should I Start?

New visitors should begin with the Executive Guide and then continue through the Foundation Research documents before exploring the Validation Research, Assessment Cases, and Advanced Research sections.

Research Origin

Several documents in this library were originally published under TARH Energy, the research organization through which much of the underlying validation work was developed.

As a result, some PDFs, publications, LinkedIn references, and Zenodo records may still reference TARH Energy as the original source.

The Predictive Feasibility Assessment (PFA) framework is presented here as the dedicated methodology for evaluating predictive feasibility, deployment stability, and structural reproducibility in time-series systems.

Foundation Documents

These documents introduce the core concepts behind Predictive Feasibility Assessment and explain why predictive systems often fail before deployment begins.

Executive Guide

PFA Executive Guide

Operational introduction to Predictive Feasibility Assessment.

Whitepaper

Before You Build the Model

Complete technical foundation of the PFA framework.

Signal Flow

From Raw Signal to Prediction

Visual walkthrough of how predictive structure emerges from data.

Failure Modes

When Prediction Is Impossible

Why some signals fail regardless of model complexity.

Research Paper

Assessing Predictive Feasibility

The original research paper introducing predictive feasibility.

Cross-Domain Validation

Research demonstrating predictive feasibility across multiple real-world domains.

NASA

NASA Ground-Truth Validation Program

125 pages of real battery degradation validation studies using the NASA PCoE Battery Dataset.

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Battery

Inferability Boundary Validation Program

Cross-domain validation of recoverable and irrecoverable inferability.

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Telemetry

Telemetry Predictive Feasibility Validation

Empirical validation of predictive feasibility using real telemetry signals.

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Real-World Assessment Cases

Real-world examples showing how predictive feasibility behaves across different systems.

Case 01

FD001 vs FD002

Same benchmark family. Completely different predictive outcomes.

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Case 02

Recoverable Structure

From NO-GO to Near GO through representation recovery.

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Case 03

NASA Battery Systems

Similar systems. Different predictive feasibility.

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Case 04

fastSPT Biological Systems

Predictive structure under extreme ambiguity.

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