Advanced Biometric Wearable for Predictive Health Analytics

Publication ID: 24-11857299_0005_PTD
Published: November 07, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Advanced Biometric Wearable for Predictive Health Analytics,” Published Technical Disclosure No. 24-11857299_0005_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857299_0005_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. 11,857,299.

Summary of the Inventive Concept

A next-generation wearable heart activity sensor device that integrates artificial intelligence, machine learning, and advanced sensor technologies to provide predictive health analytics and personalized coaching for users.

Background and Problem Solved

The original wearable heart activity sensor device, while providing accurate heart rate monitoring, had limitations in terms of predictive capabilities and user-specific insights. The new inventive concept addresses these limitations by incorporating AI-driven predictive analytics, advanced sensor arrays, and power-harvesting technologies to enable real-time health monitoring and personalized coaching.

Detailed Description of the Inventive Concept

The advanced biometric wearable device comprises a biometric data processing unit integrated with an AI module, capable of predicting user-specific heart rate variability based on historical data and real-time physiological signals. The device features a graphene-based sensor array for measuring heart rate variability, electrodermal activity, and other physiological signals, integrated with a power-harvesting module for energy scavenging. The wearable device communicates with a cloud-based analytics platform, which utilizes deep learning models to predict cardiovascular risk and provide personalized health advice to users. The device also includes a method for personalized health coaching, receiving real-time heart activity data, analyzing it using machine learning algorithms, and providing tailored recommendations for physical activity and stress management.

Novelty and Inventive Step

The new claims introduce the innovative combination of AI-driven predictive analytics, advanced sensor technologies, and power-harvesting capabilities, which enables real-time health monitoring and personalized coaching. This represents a significant departure from the original patent, which focused primarily on heart rate monitoring.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include variations in sensor array design, AI algorithm implementations, and power-harvesting technologies. Additionally, the wearable device could be integrated with other health monitoring systems, such as electroencephalography (EEG) or blood glucose monitoring, to provide a more comprehensive health analytics platform.

Potential Commercial Applications and Market

The advanced biometric wearable device has significant commercial potential in the health and wellness industry, particularly in the areas of predictive health analytics, personalized coaching, and preventive medicine. Target industries include fitness, healthcare, and insurance, with potential applications in corporate wellness programs, athletic training, and remote patient monitoring.

Field of Art

Wearable biomedical sensor technologies, specifically physiological monitoring devices with integrated electronic sensing and data processing systems

Person of Ordinary Skill (PHOSITA) Profile

An electrical engineer or biomedical device designer with expertise in sensor integration, signal processing, embedded systems, and machine learning applications for health monitoring technologies

Obviousness Rationale

A person of ordinary skill would recognize that integrating AI-driven analytics and advanced sensor technologies into a heart activity monitoring device represents a predictable evolution of existing wearable sensor platforms. The source patent establishes a foundational wearable sensor architecture that naturally invites enhancement through contemporary data processing and machine learning techniques. The PTD's variations demonstrate incremental technological improvements that would be obvious to a skilled practitioner seeking to expand the functionality of physiological monitoring devices.

Obvious Combinations & Variations

Source Patent Element
Wearable heart activity sensor device with substrate and LED-based physiological sensing
PTD Variation
Integration of graphene-based sensor array with AI-powered data processing module
Obviousness Reasoning
Known materials science techniques for sensor enhancement, predictable performance improvement through advanced sensing technologies
Source Patent Element
Basic physiological signal measurement capabilities
PTD Variation
Cloud-based analytics platform utilizing deep learning for cardiovascular risk prediction
Obviousness Reasoning
Established machine learning techniques applied to existing sensor data collection methodologies, representing a standard technological progression
Source Patent Element
Wearable device with electronic substrate
PTD Variation
Power-harvesting module integrated into sensor device for energy scavenging
Obviousness Reasoning
Well-known energy efficiency strategy in portable electronic devices, representing a finite set of predictable design improvements
Source Patent Element
Heart rate monitoring sensor device
PTD Variation
Personalized health coaching system using real-time physiological data analysis
Obviousness Reasoning
Logical extension of sensor data interpretation, utilizing standard machine learning techniques to provide actionable health insights
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857299 and the disclosed technological variations, a person having ordinary skill in the art would find the claimed innovations of the advanced biometric wearable device to be obvious and non-patentable. The incremental improvements in sensor technology, data processing, and health analytics represent predictable variations that would be readily conceived by a skilled practitioner seeking to enhance physiological monitoring capabilities.

Original Patent Information

Patent NumberUS 11,857,299
TitleWearable heart activity sensor device
Assignee(s)Polar Electro Oy