Resolution-Induced Collapse in Quantized Nonlinear Dynamics: A Finite-Horizon Structural Framework

Finite-precision implementation fundamentally changes nonlinear dynamical systems by replacing continuous-state evolution with deterministic dynamics on a finite set of representable states. This study examines when that change becomes structurally important over a finite observation horizon. Quantization is treated as a resolution constraint, and an operational separation scale δsep(T0,T;ε) is introduced to compare the implementation resolution with the attractor detail exposed by a reference trajectory. The ratio η=Δ/δsep and its associated critical bit width bc(T) are used as protocol-dependent measures for precision screening. Experiments on the Hénon map, a Lorenz system integrated by fixed-step fourth-order Runge–Kutta, and the Logistic map show strong system dependence. Hénon exhibits broad, non-monotonic finite-state reshaping across bit width, whereas Lorenz remains in a low-complexity regime over a wider low-bit range before recovering more complex recurrent behavior. Results from 100 selected occupied quantized attractor positions show that entropy alone is insufficient to characterize collapse; recurrence and transient lengths provide complementary information about orbit organization. A 21-horizon Lorenz study produces stepwise changes and a long plateau in bc(T), rather than a smooth linear scaling law. For Hénon, the largest-horizon crossing is resolved at bc=25.457, corresponding to a minimum integer bit width of 26 under the declared estimator. An alternative estimator gives materially different crossing values, while the Logistic map also shows strongly non-monotonic behavior. Overall, η and bc(T) provide useful implementation-oriented screening measures, but they are not universal thresholds or hardware guarantees.

Authors

Institutions

Publication Details

Journal
Electronics
Published
2026-07-30
DOI
https://doi.org/10.3390/electronics15153364
Primary Topic
Evolutionary Algorithms and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Resolution-Induced Collapse in Quantized Nonlinear Dynamics: A Finite-Horizon Structural Framework

Lei Zhang
Electronics
Evolutionary Algorithms and Applications
article

Resolution-Induced Collapse in Quantized Nonlinear Dynamics: A Finite-Horizon Structural Framework

Lei Zhang
article en

Abstract

Finite-precision implementation fundamentally changes nonlinear dynamical systems by replacing continuous-state evolution with deterministic dynamics on a finite set of representable states. This study examines when that change becomes structurally important over a finite observation horizon. Quantization is treated as a resolution constraint, and an operational separation scale δsep(T0,T;ε) is introduced to compare the implementation resolution with the attractor detail exposed by a reference trajectory. The ratio η=Δ/δsep and its associated critical bit width bc(T) are used as protocol-dependent measures for precision screening. Experiments on the Hénon map, a Lorenz system integrated by fixed-step fourth-order Runge–Kutta, and the Logistic map show strong system dependence. Hénon exhibits broad, non-monotonic finite-state reshaping across bit width, whereas Lorenz remains in a low-complexity regime over a wider low-bit range before recovering more complex recurrent behavior. Results from 100 selected occupied quantized attractor positions show that entropy alone is insufficient to characterize collapse; recurrence and transient lengths provide complementary information about orbit organization. A 21-horizon Lorenz study produces stepwise changes and a long plateau in bc(T), rather than a smooth linear scaling law. For Hénon, the largest-horizon crossing is resolved at bc=25.457, corresponding to a minimum integer bit width of 26 under the declared estimator. An alternative estimator gives materially different crossing values, while the Logistic map also shows strongly non-monotonic behavior. Overall, η and bc(T) provide useful implementation-oriented screening measures, but they are not universal thresholds or hardware guarantees.

ElectronicsVol. 15(15)
University of Regina (CA)
Peace, Justice and strong institutions
Openalex Percentile: Top 7%
Evolutionary Algorithms and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.