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This framework aims to detect state-dependent deviations in measured forces in phase-controlled systems.

May 1, 2026Open Access

Phase-Controlled Multi-Mass Force Measurement Framework (PCMMFM): A Pre-Validation Approach to Detecting State-Dependent Force Deviations

Key Points

This framework aims to detect state-dependent deviations in measured forces in phase-controlled systems.
Developed an experimental protocol for force measurement.
Conducted uncertainty analysis to assess measurement reliability.
Employed statistical decision methodology for evaluation.
Successfully identified state-dependent mean shifts in normal force signals.
Achieved reliable assessment of measurement uncertainties and deviations.
Established a robust statistical approach for decision-making in measurements.

Abstract

A measurement-centric pre-validation framework for detecting and evaluating possible state-dependent mean shifts in measured normal force signals in phase-controlled multi-mass systems, including experimental protocols, uncertainty analysis, and statistical decision methodology.

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Matthias Früh (Wed,) studied this question.

www.synapsesocial.com/papers/69f44488967e944ac5567754 — DOI: https://doi.org/10.5281/zenodo.19875039

Phase-Controlled Multi-Mass Force Measurement Framework (PCMMFM): A Pre-Validation Approach to Detecting State-Dependent Force Deviations

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