Adaptive Camera-Based Stress Determination for Niche Environments

Publication ID: 24-11857323_0004_PTD
Published: November 07, 2025
Category:Specialized Variations & Niche Solutions

Legal Citation

pr1or.art Inc., “Adaptive Camera-Based Stress Determination for Niche Environments,” Published Technical Disclosure No. 24-11857323_0004_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857323_0004_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,323.

Summary of the Inventive Concept

This inventive concept adapts the original camera-based stress determination system to cater to specific, high-stakes environments, ensuring accurate stress detection and mitigation in extreme or unique operational settings.

Background and Problem Solved

The original patent's system and method for camera-based stress determination, while effective, have limitations in addressing the distinct challenges posed by high-security environments, disaster relief scenarios, extreme weather conditions, high-stress occupations, and remote or isolated areas. This inventive concept addresses these limitations by introducing specialized variations and niche solutions tailored to these specific contexts.

Detailed Description of the Inventive Concept

The inventive concept encompasses four primary adaptations: 1) a high-security environment system utilizing facial expression analysis to detect stress levels and alert security personnel; 2) a disaster relief method deploying portable camera units to prioritize medical attention based on stress levels; 3) an extreme weather condition system providing personalized stress mitigation recommendations; 4) a high-stress occupation method integrating camera modules into wearable devices for personalized stress management; and 5) a remote or isolated area system offering remote stress counseling services. Each adaptation leverages the original patent's camera-based stress determination technology, modified to accommodate the unique demands of its respective niche environment.

Novelty and Inventive Step

The new claims introduce novel combinations of camera-based stress determination with specialized operational environments, providing an inventive step beyond the original patent's general-purpose system. The adaptations' specific components, such as weather-resistant camera modules, satellite-connected camera modules, and wearable devices, demonstrate non-obvious improvements over the original patent.

Alternative Embodiments and Variations

Alternative embodiments may include adapting the system for use in other niche environments, such as high-altitude or underwater settings. Variations could involve integrating additional sensors or data sources to enhance stress detection accuracy or incorporating machine learning algorithms to improve the system's adaptability to diverse operational contexts.

Potential Commercial Applications and Market

This inventive concept has significant commercial potential in various industries, including security services, disaster relief organizations, extreme weather event response teams, high-stress occupation sectors (e.g., healthcare, finance), and remote or isolated area support services. The market demand for specialized stress detection and mitigation solutions in these niches is substantial, and this inventive concept is well-positioned to capitalize on these opportunities.

Field of Art

Biomedical signal processing, computer vision, and stress detection technologies involving machine learning and image analysis techniques

Person of Ordinary Skill (PHOSITA) Profile

An engineer with expertise in computer vision, neural networks, signal processing, and human physiological monitoring, typically holding a masters or PhD in electrical engineering, computer science, or biomedical engineering

Obviousness Rationale

A person skilled in the art would recognize that the source patent's camera-based stress determination method provides a generalizable framework that can be readily adapted to specialized environments by integrating domain-specific contextual parameters and sensor configurations. The core machine learning and image processing techniques remain fundamentally consistent across different application scenarios, with modifications representing predictable engineering variations. The PTD's proposed adaptations represent straightforward extensions of the original patent's core technological approach.

Obvious Combinations & Variations

Source Patent Element
Camera-based image sequence processing using LSTM neural network for stress detection
PTD Variation
Integrating camera module into wearable devices for high-stress occupation monitoring
Obviousness Reasoning
Predictable design modification applying known sensor integration techniques with established machine learning stress detection methodology
Source Patent Element
Bitplane analysis across red, green, and blue color channels
PTD Variation
Weather-resistant camera modules capturing images in extreme environmental conditions
Obviousness Reasoning
Routine engineering adaptation involving standard ruggedization techniques and maintaining core image processing algorithm
Source Patent Element
Processing trained neural network for hemodynamic change detection
PTD Variation
Satellite-connected camera systems for remote stress counseling in isolated areas
Obviousness Reasoning
Obvious network connectivity extension using standard telecommunications and cloud processing technologies
Source Patent Element
Image sequence processing for physiological stress indicators
PTD Variation
Facial expression analysis in high-security environments for stress detection
Obviousness Reasoning
Known computer vision technique of extracting additional contextual information from facial feature analysis
Source Patent Element
Machine learning based stress determination system
PTD Variation
Disaster relief triage system prioritizing medical attention based on detected stress levels
Obviousness Reasoning
Predictable application of existing stress detection technology to emergency response workflow optimization
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857323, the disclosed camera-based stress determination variations represent obvious modifications to the prior art, employing standard engineering techniques to adapt a generalized stress monitoring methodology across diverse operational contexts. A person having ordinary skill in the art would find the proposed technical adaptations to be straightforward extensions of existing technological capabilities, lacking inventive complexity sufficient to overcome an obviousness rejection under 35 U.S.C. ยง 103.

Original Patent Information

Patent NumberUS 11,857,323
TitleSystem and method for camera-based stress determination
Assignee(s)NURALOGIX CORPORATION