What question did this study set out to answer?

The aim is to establish a framework for decision-making that is stable and resilient to noise in complex environments.

April 26, 2026Open Access

IDDA: Intelligent Deterministic Decision Architecture — A Framework for Stable, Noise-Resilient and Auditable Decision-Making

PPPiotr PietruszewskiPoznań University of Technology

Key Points

The aim is to establish a framework for decision-making that is stable and resilient to noise in complex environments.
Defined five core laws for decision-making including signal filtering and entropy monitoring.
Developed an ontology and architectural layers for IDDA CORE.
Presented mathematical foundations of the governing laws.
IDDA effectively distinguishes real state changes from noise, preventing potential cascade failures.
The framework enhances decision-making stability in autonomous systems and critical infrastructures.
Operational principles demonstrate improved auditability and antifragility in complex systems.

Abstract

IDDA (Intelligent Deterministic Decision Architecture) is a formal framework for building stable, noise-resilient, and auditable decision-making systems operating in high-dynamic environments. The architecture defines five core laws governing signal filtering, entropy monitoring, decision blocking, layered antifragility, and system auditability. IDDA addresses the fundamental challenge of distinguishing real state changes from noise in complex systems, preventing cascade failures through deterministic decision gates. The framework provides a theoretical foundation applicable to autonomous systems, critical infrastructure, IoT, and real-time control systems. This paper presents the formal ontology, architectural layers, and operational principles of IDDA CORE, including the complete set of governing laws and their mathematical foundations.

KI fragen

Bookmark

View Full Paper