Firearm Training Monitoring With Virtual Performance Modeling

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Solution Overview

Problem

Existing firearm training systems face challenges such as instructor attention being divided, incomplete feedback due to missed events, and personal sensations of users being difficult to transmit and utilize effectively.

Innovation Solution

A training system that includes user and firearm detection means, target detection, and a data management and analysis unit to create a virtual training model, providing comprehensive feedback and predictive training based on user, firearm, and environmental data.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If instructor provides continuous monitoring and feedback during training session, then training quality is improved, but instructor attention and effectiveness deteriorate due to divided focus

Engineering Contradiction:
Improvetraining qualityVSAvoidinstructor effectiveness
Core Design Contradiction:
ReliabilityVSProductivity

Solution Approach 1:

The system enables self-service monitoring where sensors automatically detect user physical status, firearm status, and target data without requiring instructor intervention. The data management and analysis unit processes this information autonomously to generate feedback, allowing the training system to monitor and evaluate itself rather than relying solely on instructor observation.

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The patent replaces the mechanical human-based monitoring system (instructor physically observing and manually recording) with an automated electronic system comprising sensors, detection means, and data processing units. This substitution eliminates the need for continuous human attention while maintaining comprehensive monitoring capabilities.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Loss of information

If instructor provides complete feedback on all training events, then training completeness is improved, but feedback timeliness and accuracy worsen due to missed events

Engineering Contradiction:
Improvefeedback completenessVSAvoidevent detection accuracy
Core Design Contradiction:
Loss of informationVSMeasurement precision

Solution Approach 1:

The sensor-based detection system operates continuously throughout the training session without interruption, ensuring that every event is captured. The system maintains constant monitoring of user physical status, firearm status, and target interactions, eliminating the gaps in observation that occur with human instructors who may be distracted or fail to notice certain events.

Inventive Principle:
Principle #20Continuity of useful action

Solution Approach 2:

The patent replaces human observation with automated electronic sensors and detection means that objectively measure training events. This substitution ensures consistent, accurate detection of all events including subtle physiological changes and precise target hit/miss data, eliminating the subjectivity and potential errors of manual observation.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

3Ease of operation

If user experiences personal sensations during training, then training immersion is improved, but knowledge transfer and shared learning worsen due to subjective nature

Engineering Contradiction:
Improvetraining immersionVSAvoidknowledge transfer
Core Design Contradiction:
Ease of operationVSLoss of information

Solution Approach 1:

The system introduces objective data as an intermediary between the user's subjective experiences and the training feedback mechanism. Sensors detect physical status, firearm status, and target data, creating a shared objective record that both instructor and student can reference. This intermediary transforms subjective sensations into measurable, communicable data that facilitates knowledge transfer.

Inventive Principle:
Principle #24Intermediary (Mediator)

Solution Approach 2:

The patent replaces subjective human perception with objective electronic detection systems. Instead of relying on users to communicate their sensations, the system automatically measures and records physical status, creating an objective data foundation that enables precise feedback and shared understanding between all participants.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

Data Source

PatentEP4453499B1Training system
Publication Date: 2025.12.03 FABBRICA DARMI PIETRO BERETTA SPA
  • EP4453499B1 patent drawingFigure 1a
  • EP4453499B1 patent drawingFigure 1b
  • EP4453499B1 patent drawingFigure 2

AI summary

The invention is a training system (1) for using a firearm comprising : - a training region (2) which comprises fixed or movable targets (20); -a firearm ( 3 ); - user detection means (4) suitable for detecting user physical status data; - firearm detection means (5) suitable for detecting firearm status data; - target detection means (6) suitable for detecting target data; - a data management and analysis unit (9) operatively connected to the user detection means (4), to the firearm detection means (5) and to the target detection means (6), suitable for receiving the user physical status data, the firearm status data and the target data. The data management and analysis unit (9) is configured to create a virtual training model, as a function of set/stored user features, e. g. coming from theoretical models resulting from scientific studies, as a function of set/stored environmental features, as a function of set/stored training session features, and as a function of the expected results, to compare the user physical status data, the firearm status data and the target data with the virtual training model.