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Chapter 1 — STG Domain Definition and Scope
One-Sentence Goal
Define the objects, I/O, and metrological boundaries of Spacetime Graph (STG) dynamics, and fix the traceability and compliance template for the entire volume.
I. Scope and Objects
- Objects
- Graphs and their time-varying forms: G(t) = ( V(t), E(t) ), supporting static and dynamic graphs.
- Node states and edge flows: x_v(t), f_e(t); global quantities: Q(t).
- Exogenous inputs and observations: u(t), y(t); noise and disturbances: η(t), w(t).
- Inputs
- Graph data and metadata: A, D, B, coordinates/partitions/constraints; time base & sampling: T_s, Δt.
- Runtime & environment: RefCond (load, temperature, policy version, ops window, etc.), event streams and topology-change streams.
- Priors & model families: forms of F/Φ, physical conservation, steady-state assumptions, control/observation structures.
- Outputs
- Trajectories & forecasts: x(t) or x_k; control laws and alerts: K_ctrl, alerts.*.
- Metrological products: Inv / metrics (e.g., spectral_gap, energy dissipation) and uncertainties { u(x), U, nu_eff }.
- Manifests: manifest.stg.* (Appendix C).
- Boundaries & assumptions
- Explicit time semantics: continuous t ∈ R_+ and discrete k ∈ N; enforce non_decreasing(time).
- Mandatory units/dimensions: unit(field), dim(field), with check_dim.
- When topology shocks or strong nonlinearity break differentiability, switch to MC/Bootstrap routes (Ch. 13, App. E).
II. Terms and Variables
- Graphs & operators: G = (V, E), |V| = N, A, D, L = D − A, L_norm, incidence B.
- State / input / observation: x(t) ∈ R^N, u(t) ∈ R^m, y(t) ∈ R^p.
- Noise: w(t), η(t); stochastic drivers may be written with dB_t.
- Kernels & semigroups: K_t = exp( − t L ), spectral decomposition L = U Λ U^T.
- Numerics & clocks: Δt, T_s, ρ(M).
- Dual-form gap: delta_form (continuous vs discrete), tolerance tol_Tarr (name reused cross-volume).
- Environment & corrections: RefCond, corr_env(x; RefCond).
III. Axioms P701-*
- P701-1 (Time & window monotonicity) — non_decreasing(time); event and window boundaries are closed.
- P701-2 (Parallel dual forms) — compute continuous/discrete forms in parallel and persist delta_form.
- P701-3 (Units & dimensions) — any field entering equations must provide unit() and dim() and pass check_dim.
- P701-4 (Explicit graph domain) — any sum/integral over the graph declares the domain & measure: ( Σ_{v∈V} • ), ( Σ_{e∈E} • ).
- P701-5 (Naming & conflicts) — forbid mixing T_fil and T_trans; strictly separate n and n_eff; formulas/symbols/definitions must not use Chinese.
- P701-6 (Traceability) — persist RefCond, method, solver, seed, and data provenance.
- P701-7 (Environmental corrections) — changes in external conditions enter as corr_env(x; RefCond).
IV. Minimal Equations S701-*
- S701-1 (Continuous-time state): dx/dt = F(x, u, t; θ) + G_w(x, t) w(t).
- S701-2 (Discrete-time state): x_{k+1} = Φ_{Δt}(x_k, u_k; θ) + G_ξ(x_k) ξ_k.
- S701-3 (Observation): y(t) = H(x, t) + η(t) or y_k = H_k x_k + η_k.
- S701-4 (Diffusion/conservative example): dx/dt = ( − L ) x + B u, energy E(x) = (1/2) x^T L x, with dE/dt ≤ 0.
- S701-5 (Graph heat-kernel solution): x(t) = exp( − t L ) x(0).
- S701-6 (Edge–node conservation): div = B f, dρ/dt + div = s.
- S701-7 (Dual-form gap): delta_form = || x(t+Δt) − x_{k+1} ||, assert delta_form ≤ tol_Tarr.
- S701-8 (Numerical consistency example): Euler x_{k+1} ≈ ( I − Δt L ) x_k; stability ρ( I − Δt L ) < 1.
V. Metrology Workflow M7-1 (Ready → Model → Check → Persist)
- Ready
- build_graph: clean/standardize G; compute L / L_norm / U / Λ; lock RefCond, units, schema.
- Validate check_dim(all), graph connectivity, and anomalous weights.
- Model/Estimate
Choose F / Φ with constraints (diffusion/wave/consensus/conservative); estimate θ; configure integrator and Δt. - Checks
Run continuous/discrete dual forms; record delta_form; enforce energy/conservation contracts; verify stability & spectral bounds. - Persist/Publish
Produce manifest.stg.case, manifest.stg.runtime, manifest.stg.uncertainty; sign with traceable hashes.
VI. Contracts & Assertions C70-* (suggested gates)
- C70-011 (Dual-form gap): p95(delta_form) ≤ tol_Tarr (suggest tol_Tarr = 1e-3 * ||x||).
- C70-012 (Spectral stability): for diffusion, Δt ≤ 1 / λ_max(L); if Euler, require ρ( I − Δt L ) < 1.
- C70-013 (Energy dissipation): diffusion systems must satisfy dE/dt ≤ 0; violations trigger fallback.
- C70-014 (Data freshness): max_age(obs) ≤ 2 * T_s; coverage ≥ 0.95.
- C70-015 (Unit consistency): check_dim( y − f(x) ) = "[0]" must pass.
- C70-016 (RefCond completeness): missing critical RefCond.* fields blocks publication.
VII. Implementation Bindings I70-* (domain-initialization core)
- I70-11 build_graph(data, schema) -> G
- I70-12 compute_laplacian(G, mode) -> { L, L_norm, U, Λ }
- I70-13 annotate_refcond(meta) -> RefCond
- I70-14 simulate_stg(F_or_Φ, x0, u, G, tgrid, solver) -> traj
- I70-15 validate_units(ds) -> report
- I70-16 check_stg_contracts(ds, rules) -> report
- I70-17 emit_stg_manifest(results, policy) -> manifest.stg
Invariants: non_decreasing(time); delta_form ≤ tol_Tarr; check_dim(all); RefCond / method / solver are traceable.
VIII. Cross-References
- Time semantics & sync: companion Energy Filaments white paper Chs. 2/3 (S/P/M/I).
- Path/medium corrections & dual-form practice: EFT.WP.Metrology.PathCorrection v1.0, Chs. 2/10/11.
- Topological events & complex mapping: EFT.WP.Particle.TopologyAtlas v1.0, Chs. 6/7/9.
IX. Quality & Risk Control
- Suggested SLO/SLIs: delta_form_p95, spectral_gap, lag_ms_p95, coverage, energy_dissipation_rate.
- Audit: version/deps/seed/data provenance with hash checks; dual-environment recomputation with difference ≤ ε_dual.
- Fallbacks: switch integrators (Euler → RK/BDF), shorten Δt, enable graph coarsening or freeze topology windows; failing that, enter read-only observation mode.
Summary
This chapter fixes the domain boundaries, terminology, minimal equations, workflows, and contracts for STG dynamics, and provides I70-* initialization interfaces and invariants. All subsequent chapters must retain dual-form publication, unit/dimension checks, and RefCond traceability; all releases are grounded in manifest.stg.*.
Copyright & License (CC BY 4.0)
Copyright: Unless otherwise noted, the copyright of “Energy Filament Theory” (text, charts, illustrations, symbols, and formulas) belongs to the author “Guanglin Tu”.
License: This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, redistribute, excerpt, adapt, and share for commercial or non‑commercial purposes with proper attribution.
Suggested attribution: Author: “Guanglin Tu”; Work: “Energy Filament Theory”; Source: energyfilament.org; License: CC BY 4.0.
First published: 2025-11-11|Current version:v5.1
License link:https://creativecommons.org/licenses/by/4.0/