Research-Stack/6-Documentation/docs/FOREST_TOPOLOGY_MAP.md

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Equation Forest Topology Map

Last Updated: 2026-04-28 Total Nodes: 14 Total Connections: 10 Total Paths: 6

Forest Structure

Domain Clusters

┌─────────────────────────────────────────────────────────────────┐
│                    COGNITIVE LOAD DOMAIN                        │
│  ┌──────────────┐    variableShared (100)    ┌──────────────┐ │
│  │intrinsicLoad │─────────────────────────────►│totalCognitive│ │
│  └──────────────┘                              │    Load     │ │
│                                                 └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────┐
│                    FRAMEWORK/BRIDGE DOMAIN                      │
│  ┌──────────────┐    leanBridge (500)       ┌──────────────┐ │
│  │couchEquation │─────────────────────────────►│frameEvolution│ │
│  └──────────────┘                             │  Continuous  │ │
│                                              └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────┐
│                    THERMODYNAMICS DOMAIN                        │
│  ┌──────────────┐    familyConnection (300) ┌──────────────┐ │
│  │pressurePiling│─────────────────────────────►│hugoniotTemp  │ │
│  └──────────────┘                             │  erature    │ │
│                                              └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────┐
│                    ELECTROCHEMISTRY DOMAIN (MOF)                │
│  ┌──────────────┐    electrochemical (150) ┌──────────────┐ │
│  │mofCO2_2e_    │─────────────────────────────►│mofCO2_2e_    │ │
│  │HCOOH         │                             │CO            │ │
│  └──────────────┘                             └──────────────┘ │
│         │                                            │          │
│         │                                            │          │
│         │    electronTransfer (400)                  │          │
│         └────────────────────────────────────────────┘          │
│                                                      │          │
│                                                      ▼          │
│                                              ┌──────────────┐ │
│                                              │mofCO2_6e_    │ │
│                                              │CH3OH         │ │
│                                              └──────────────┘ │
│                                                      │          │
│                                                      │          │
│                                    electronTransfer (200)│          │
│                                                      ▼          │
│                                              ┌──────────────┐ │
│                                              │mofCO2_8e_    │ │
│                                              │CH4           │ │
│                                              └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────┐
│                    TIME SERIES DOMAIN (AFFINE)                   │
│  ┌──────────────┐    timeSeries (250)        ┌──────────────┐ │
│  │affineLinear  │─────────────────────────────►│affineDecomp  │ │
│  │Layer         │                             │osition       │ │
│  └──────────────┘                             └──────────────┘ │
│                                                      │          │
│                                                      │          │
│                                    timeSeries (300)  │          │
│                                                      ▼          │
│                                              ┌──────────────┐ │
│                                              │affinePeriodic│ │
│                                              └──────────────┘ │
│                                                      │          │
│                                                      │          │
│                                    timeSeries (200)  │          │
│                                                      ▼          │
│                                              ┌──────────────┐ │
│                                              │affineScaled   │ │
│                                              │Periodic      │ │
│                                              └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘

Connection Type Distribution

Connection Type Count Gradient Range Usage
variableShared 1 100 Cognitive load relationships
familyConnection 1 300 Thermodynamic families
leanBridge 1 500 Framework bridging
electrochemical 1 150 MOF reaction pathways
electronTransfer 2 200-400 MOF electron transfer chains
timeSeries 3 200-300 Affine time series decomposition

Gradient Path Summary

Path ID Domain Connections Cost Description
0 Framework + Cognitive couchToFrame + loadToCognitive 600 Bridge to frame evolution
1 Thermodynamics pressureToHugoniot 300 Pressure to temperature
2 MOF Electrochemical mof2eCO_to_6eCH3OH + mof6eCH3OH_to_8eCH4 600 CO → CH3OH → CH4 chain
3 MOF Electrochemical mof2eHCOOH_to_2eCO 150 HCOOH → CO conversion
4 Affine Time Series affineLinear_to_decomposition + affineDecomposition_to_periodic 550 Linear → Decomposition → Periodic
5 Affine Time Series affinePeriodic_to_scaled 200 Periodic → Scaled Periodic

Domain Isolation Analysis

Highly Connected Domains:

  • MOF Electrochemistry: 3 connections, 2 paths (internal chain structure)
  • Affine Time Series: 3 connections, 2 paths (linear decomposition chain)

Sparse Domains:

  • Cognitive Load: 1 connection, 1 path (isolated pair)
  • Framework/Bridge: 1 connection, 1 path (isolated pair)
  • Thermodynamics: 1 connection, 1 path (isolated pair)

Cross-Domain Connections: None currently - domains are isolated

Forest Shape Characteristics

  1. Clustered Structure: Forest consists of 5 isolated domain clusters
  2. No Cross-Domain Bridges: No connections between different domains
  3. Linear Chains: MOF and Affine domains form linear chains
  4. Gradient Distribution: Costs range from 100-600 milli-units
  5. Path Length: Paths range from 1-2 connections

Potential Expansion Opportunities

  1. Cross-Domain Bridges: Could connect thermodynamics to electrochemistry (temperature effects on reaction rates)
  2. Cognitive-MOF Integration: Load monitoring for catalyst performance
  3. Framework-Affine Bridge: Couch equation to time series forecasting
  4. Unified Gradient Surface: Currently fragmented - could be unified with cross-domain connections