Coherent Education II: Nonlinear Knowledge Flow Dynamics and Observer-Dependent Control of Learning Systems

Anton Pankratov(independent)·
coherent educationknowledge flowcascade coherence3/2 power lawlearning dynamicsmulti-level systemsthreshold conditionscognitive cycleinformation entropyChild-Langmuir law

Abstract

Аннотация

RU

Расширение теории когерентного образования в трёх направлениях. (1) Нелинейное уравнение баланса когнитивных потоков с множителем когерентности Γ(B,S)=4B(1−B)S, формализующим зависящую от наблюдателя ассимиляцию знаний. (2) Каскадная модель когерентности для многоуровневых образовательных систем: S_cas=1−∏(1−S_k), демонстрирующая девятикратное увеличение времени жизни конфигурации. (3) Степенной закон 3/2, связывающий когнитивный поток с когерентностью по аналогии с законом Чайлда–Ленгмюра, устанавливающий пороговые условия перехода от индивидуального к коллективному обучению.

Abstract

EN

Extension of coherent education theory in three directions. (1) Nonlinear cognitive flow balance equation with coherence multiplier Γ(B,S)=4B(1−B)S formalising observer-dependent knowledge assimilation. (2) Cascade coherence model for multi-level educational systems: S_cas=1−∏(1−S_k), demonstrating nine-order-of-magnitude lifetime increase from multi-level organisation. (3) 3/2 power law connecting cognitive flow to coherence by analogy with Child–Langmuir law, establishing threshold conditions for individual-to-collective learning transition. All formulas verified analytically and numerically to 50 significant digits.

摘要

ZH

相干教育理论的三个方向的扩展。(1) 非线性认知流平衡方程,具有相干性乘数Γ(B,S)=4B(1−B)S,形式化观察者依赖的知识同化。(2) 多级教育系统的级联相干性模型:S_cas=1−∏(1−S_k),演示多级组织的九阶幅度寿命增加。(3) 3/2幂律,通过类比于Child–Langmuir定律��接认知流和相干性,确立个体到集体学习过渡的阈值条件。

Subjects & Identifiers

Subjects:
General Physics (physics.gen-ph) · coherent education · knowledge flow · cascade coherence · 3/2 power law · learning dynamics · multi-level systems · threshold conditions · cognitive cycle · information entropy · Child-Langmuir law
Category:
Physics and Technology · Физика и технологии
Authors:
Anton Pankratov (independent researcher)
Submitted:
Last modified:
Languages:
Russian (primary), English
Permanent URL:
https://odtoe.org/en/articles/coherent-education-ii
Journal:
Observer-Dependent Theory of Everything (ODTOE Corpus)
Comments:
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APA-like
Pankratov A. "Coherent Education II: Nonlinear Knowledge Flow Dynamics and Observer-Dependent Control of Learning Systems." Observer-Dependent Theory of Everything, odtoe.org, 2026. https://odtoe.org/en/articles/coherent-education-ii
BibTeX[ click to expand ]
@article{pankratov2026coherentEducationIi,
  author    = {Pankratov, Anton},
  title     = {Coherent Education II: Nonlinear Knowledge Flow Dynamics and Observer-Dependent Control of Learning Systems},
  journal   = {Observer-Dependent Theory of Everything},
  year      = {2026},
  month     = {Feb},
  url       = {https://odtoe.org/en/articles/coherent-education-ii},
  publisher = {odtoe.org}
}
RIS (EndNote / Reference Manager)[ click to expand ]
TY  - JOUR
AU  - Pankratov, Anton
TI  - Coherent Education II: Nonlinear Knowledge Flow Dynamics and Observer-Dependent Control of Learning Systems
JO  - Observer-Dependent Theory of Everything
PY  - 2026
DA  - 2026-02-15
UR  - https://odtoe.org/en/articles/coherent-education-ii
PB  - odtoe.org
ER  - 
Coherent Education II: Nonlinear Knowledge Flow Dynamics and Observer-Dependent Control of Learning Systems