Cross-Layer Predictive Logistics Optimization Model (CPLOM)
A technical white paper describing a cross-layer, real-time predictive control architecture for multi-warehouse logistics operations, combining multi-horizon forecasting, quantitative time-series signals, and hybrid neural–deterministic verification.
Executive Abstract
CPLOM is a predictive management architecture for multi-warehouse logistics operations under volatile demand and tightly coupled constraints across routing, workforce, facilities, and compute infrastructure. CPLOM treats the logistics network as a nonlinear dynamic system and implements a closed-loop control cycle: data → indices → forecast → quantitative signals → hybrid verification → action → updated system state.
The architecture integrates multi-horizon forecasting with quantitative time-series filters (e.g., MA/EMA, Bollinger Bands, momentum, volatility analysis) applied to normalized operational indices, and introduces a hybrid verification meta-layer based on a Confidence Index (CI) to mitigate stochastic variability of neural outputs in high-stakes decisions.
The paper presents a high-level technical overview intended for professional audiences and avoids proprietary implementation details.
Available at: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6279198
Architecture (High-Level)
- Data Acquisition Layer: event-driven ingestion (orders, telematics, WMS/TMS, external signals, infra telemetry)
- Real-Time Processing Layer: normalization and computation of operational indices (time-series ready)
- Predictive Modeling Layer: continuity constraints and pattern-based multi-horizon forecasts
- Quantitative Control Layer: MA/EMA, bands, momentum/volatility signals as control triggers
- Hybrid Verification Meta-Layer: multi-pass inference, CI, deterministic checks and fallbacks
- Orchestration: capacity profiles and controlled scaling back to baseline
Implementation Footprint
Production deployments include multiple operating models and environments.
- Rx2Go.ai — integrated logistics platform (flagship implementation)
- Rx4Route.com — platform-as-a-service adaptation (external fleets)
- Sattera.com — lightweight deployment for smaller courier operators
- International rollout — market expansion deployment
Details are summarized at an architectural level; commercial terms and sensitive operational data are omitted.
Publications
Disclaimer
© 2026 Dmitry Chistyakov. All rights reserved.
CPLOM is an architectural methodology authored by the above-named author. This publication describes high-level concepts and does not
disclose proprietary implementation details, confidential customer data, or sensitive operational information.