From Physiological Allostasis to Artificial Risk Regulation: A Multi-Timescale Biomimetic Proof of Concept Using Three Decades of XCMG Prices, Drawdowns, and Recovery Dynamics——Biomimetic Allostatic Regulation in Nonstationary Markets

18 August 2026, Version 1
This content is an early or alternative research output and has not been peer-reviewed by Cambridge University Press at the time of posting.

Abstract

Financial forecasting systems prioritize directional classification or point-forecast accuracy, yet capital processes in nonstationary markets must also withstand risk-boundary breaches and recover from recurrent shocks. Physiological allostasis offers a design logic: anticipatory regulation, coordination across fast and slow timescales, regulatory load accumulation, and path-dependent recovery. This study translates these functions into a Biomimetic Allostatic Risk and Viability Controller (BARVC). It conducts a longitudinal, single-security proof of concept using 7,109 observations for XCMG Machinery from August 28, 1996, through August 12, 2026. The sample contains 91 distinct drawdown cycles, including a maximum drawdown of 89.66%, and 124 major upward-move events. Model development used 1996–2018 for training, 2019–2021 for calibration, and locked 2022–2026 data for evaluation, with a 20-trading-day purge window separating calibration from testing. In the locked test period, the full-state model achieved 72.02% coverage for the P10–P90 interval, with an absolute coverage error of 7.98 percentage points; the non-allostatic model achieved 75.35% coverage and a 4.65-point error. Relative to buy-and-hold, BARVC reduced maximum drawdown from 36.08% to 21.77% and the daily severe-breach rate from 16.16% to 0.83%. However, a constant 45% risk exposure produced a lower maximum drawdown of 17.41% and no severe breaches. The results supported none of the five prespecified mechanistic advantage hypotheses. The study therefore establishes the computational feasibility and falsifiability of allostatic functional translation but does not establish superior investment performance. Cross-security validation and a larger sample of independent stress events are required to determine whether the findings generalize beyond the focal security.

Keywords

biomimetics
allostasis
allostatic load
anticipatory regulation
multi-timescale control
recovery memory
quantile boundaries
nonstationary systems

Comments

Comments are not moderated before they are posted, but they can be removed by the site moderators if they are found to be in contravention of our Commenting and Discussion Policy [opens in a new tab] - please read this policy before you post. Comments should be used for scholarly discussion of the content in question. You can find more information about how to use the commenting feature here [opens in a new tab] .
This site is protected by reCAPTCHA and the Google Privacy Policy [opens in a new tab] and Terms of Service [opens in a new tab] apply.