Modular Wearable Medical Device System with Advanced Analytics and Machine Learning Capabilities

Publication ID: 24-11857329_0005_PTD

Published: November 07, 2025

Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Modular Wearable Medical Device System with Advanced Analytics and Machine Learning Capabilities,” Published Technical Disclosure No. 24-11857329_0005_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857329_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. 11,857,329.

Summary of the Inventive Concept

A next-generation wearable medical device system that integrates advanced machine learning algorithms, modular garments with removable ECG sensing modules, and real-time feedback to provide personalized health and wellness recommendations to patients.

Background and Problem Solved

The original patent for a modular garment for a wearable medical device addressed the need for wearable monitoring and treatment devices. However, it had limitations in terms of customization, adaptability, and advanced analytics capabilities. The new inventive concept solves these problems by introducing modular garments with removable ECG sensing modules, advanced machine learning algorithms, and real-time feedback to provide personalized health and wellness recommendations.

Detailed Description of the Inventive Concept

The new inventive concept consists of a modular garment with a removable, washable, and reusable ECG sensing module, and a controller unit with advanced machine learning capabilities. The modular garment is designed to accommodate a variety of different ECG sensing modules, allowing for customization and adaptability to different patient needs. The controller unit integrates machine learning algorithms to analyze ECG data and provide personalized recommendations for improving cardiac health. The system also enables wireless firmware updates and real-time feedback to patients. Additionally, the modular wearable medical device can be designed for comfort and wearability during high-intensity activities, and can be integrated with a patient's daily activities.

Novelty and Inventive Step

The new inventive concept's novelty lies in the integration of modular garments with removable ECG sensing modules, advanced machine learning algorithms, and real-time feedback to provide personalized health and wellness recommendations. The inventive step is the introduction of a modular system that allows for customization, adaptability, and advanced analytics capabilities, which is not present in the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include modular garments with different types of physiological sensors, such as blood glucose or blood pressure sensors. The system could also be designed for use in different medical applications, such as monitoring and treatment of chronic diseases. Additionally, the machine learning algorithms could be trained on different datasets to provide personalized recommendations for different patient populations.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential in the wearable medical device market, which is expected to grow significantly in the next few years. The system's ability to provide personalized health and wellness recommendations, combined with its modular design and advanced analytics capabilities, makes it an attractive solution for patients and healthcare providers. The target industries for this technology include healthcare, wellness, and fitness.

Section 103 Obviousness Analysis (PHOSITA)

▼

Field of Art

Wearable medical device technology, specifically cardiac monitoring systems with integrated sensing and processing capabilities. Requires expertise in biomedical engineering, electronics miniaturization, signal processing, and medical device design

Person of Ordinary Skill (PHOSITA) Profile

A biomedical engineer with advanced degree, 3-5 years experience in medical device design, familiar with ECG monitoring technologies, machine learning applications in healthcare, and modular electronic system architectures

Obviousness Rationale

A PHOSITA would recognize that the PTD's machine learning and modular design extensions are predictable improvements to the source patent's cardiac monitoring system. The core technical problem of continuous cardiac monitoring remains consistent, with the PTD introducing incremental enhancements in data processing and device flexibility that would be obvious to implement using standard engineering techniques and known machine learning methodologies.

Obvious Combinations & Variations

Source Patent Element

Elongated strap with ECG sensing electrodes configured to encircle patient's thoracic region

PTD Variation

Modular garment with removable, washable ECG sensing module allowing customizable sensor placement

Obviousness Reasoning

Modular design is a predictable engineering solution for improving device washability, repairability, and patient comfort. A PHOSITA would recognize multiple design approaches to create detachable sensor modules within a wearable medical device system.

Source Patent Element

Controller with processor for analyzing ECG information

PTD Variation

Advanced machine learning algorithms integrated into controller for predicting cardiac events and providing personalized recommendations

Obviousness Reasoning

Machine learning techniques for medical data analysis are well-established. A PHOSITA would find it obvious to enhance existing ECG processing capabilities with predictive analytics using standard machine learning approaches.

Source Patent Element

Cardiac monitoring system with notification capabilities

PTD Variation

Real-time wireless feedback system with firmware update capabilities

Obviousness Reasoning

Wireless communication and firmware update technologies are standard in modern medical devices. A PHOSITA would recognize these as straightforward improvements to existing notification systems using known telecommunications and software engineering techniques.

Source Patent Element

Wearable medical device configured for patient monitoring

PTD Variation

Flexible, breathable, waterproof garment designed for high-intensity activities with integrated physiological sensors

Obviousness Reasoning

Material science and ergonomic design improvements are predictable extensions of existing wearable medical device technologies. A PHOSITA would recognize multiple approaches to enhancing device comfort and wearability.

35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857329 and the disclosed technical variations, a person having ordinary skill in the art would find the claimed innovations of the published technical disclosure to represent obvious combinations and extensions of prior art, rendering potential patent claims in this domain anticipated and non-patentable under 35 U.S.C. § 103 standard of obviousness.

Original Patent Information

Patent Number	US 11,857,329
Title	Modular garment for a wearable medical device
Assignee(s)	ZOLL Medical Corporation