Adaptive Ultrasound Imaging System with AI-Driven Protocol Generation

Publication ID: 24-11857372_0005_PTD
Published: October 28, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Adaptive Ultrasound Imaging System with AI-Driven Protocol Generation,” Published Technical Disclosure No. 24-11857372_0005_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857372_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. 11,857,372.

Summary of the Inventive Concept

A next-generation ultrasound imaging system that leverages artificial intelligence, machine learning, and real-time data to generate personalized imaging protocols, providing enhanced image quality, improved diagnostic accuracy, and streamlined clinical workflows.

Background and Problem Solved

Current ultrasound systems rely on pre-set imaging parameters, which may not be optimized for individual patients or specific anatomical views. This limitation can result in suboptimal image quality, reduced diagnostic accuracy, and increased examination times. The new inventive concept addresses these limitations by integrating AI-driven protocol generation, real-time data analysis, and adaptive imaging capabilities.

Detailed Description of the Inventive Concept

The adaptive ultrasound imaging system comprises a machine learning module trained on a dataset of ultrasound images and corresponding medical outcomes. This module predicts optimal ultrasound imaging parameters for a target anatomical view based on real-time data from a patient's electronic health record. A processing device receives the predicted parameters and generates an ultrasound image accordingly. The system may also include a wearable ultrasound device with a flexible, patch-like ultrasound transducer array and wireless communication module for real-time data transmission. A cloud-based image analysis platform can be integrated to provide real-time feedback to healthcare professionals. The system can seamlessly switch between high-frequency and low-frequency ultrasound transducer arrays for high-resolution imaging of superficial tissues and deep tissue imaging.

Novelty and Inventive Step

The new inventive concept introduces the use of AI-driven protocol generation, real-time data analysis, and adaptive imaging capabilities, which are not present in the original patent. The integration of machine learning, wearable devices, and cloud-based analysis platforms represents a significant departure from the original patent's limitations, providing a more personalized, efficient, and accurate ultrasound imaging experience.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept may include the use of different machine learning algorithms, integration with other medical imaging modalities, or adaptation for specific clinical applications such as cardiovascular or musculoskeletal imaging. Variations may also include the use of different wearable device form factors or cloud-based infrastructure configurations.

Potential Commercial Applications and Market

The adaptive ultrasound imaging system has significant commercial potential in the medical imaging industry, particularly in the fields of cardiovascular, musculoskeletal, and obstetric imaging. The system's ability to provide personalized, high-quality images and streamline clinical workflows can improve diagnostic accuracy, reduce examination times, and enhance patient outcomes. The market for this technology is substantial, with potential applications in hospitals, clinics, and research institutions worldwide.

CPC Classifications

SectionClassGroup
A A61 A61B8/469
A A61 A61B8/0866
A A61 A61B8/0891
A A61 A61B8/4483
A A61 A61B8/465
A A61 A61B8/54
A A61 A61B8/56
A A61 A61B8/585
G G06 G06F3/0482
G G06 G06F3/04847

Field of Art

Medical ultrasound imaging systems, specifically mobile device interfaces and adaptive imaging technologies involving signal processing, transducer configurations, and computational imaging techniques

Person of Ordinary Skill (PHOSITA) Profile

A biomedical engineer or medical imaging specialist with expertise in ultrasound technology, signal processing, machine learning, and mobile computing platforms, holding advanced degrees in bioengineering or electrical engineering with 3-5 years professional experience

Obviousness Rationale

A PHOSITA would recognize that the PTD's AI-driven adaptive imaging approach represents a predictable technological progression from the source patent's mobile ultrasound preset management system. The integration of machine learning for parameter optimization and dynamic transducer selection follows established engineering design principles of enhancing diagnostic imaging through computational intelligence. The technical variations demonstrate incremental improvements using known techniques in signal processing and machine learning that would be obvious to implement given the foundational mobile ultrasound interface disclosed in the source patent.

Obvious Combinations & Variations

Source Patent Element
Mobile device with ultrasound preset menu and configurable imaging parameters
PTD Variation
AI-driven machine learning module for predicting and generating ultrasound imaging protocols
Obviousness Reasoning
Predictable extension of existing preset management using machine learning techniques to automate parameter selection, representing a known approach to improving user experience and diagnostic accuracy
Source Patent Element
Preset families optimized for specific anatomical imaging
PTD Variation
Real-time data integration from electronic health records to customize imaging protocols
Obviousness Reasoning
Logical progression of anatomical preset concept by incorporating patient-specific medical history data to further refine imaging parameters, utilizing standard data integration techniques
Source Patent Element
Smartphone or tablet interface for ultrasound device control
PTD Variation
Wearable ultrasound device with flexible transducer array and wireless communication
Obviousness Reasoning
Obvious design evolution applying known miniaturization and wireless communication technologies to create more flexible ultrasound imaging platforms
Source Patent Element
Multiple ultrasound imaging presets with different parameter configurations
PTD Variation
Hybrid ultrasound system with seamless switching between high-frequency and low-frequency transducer arrays
Obviousness Reasoning
Predictable technical solution for expanding imaging capabilities by implementing multi-array transducer configurations with intelligent switching mechanisms
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857372 and the disclosed technical variations, a person of ordinary skill in the art would find the claimed adaptive ultrasound imaging system with AI-driven protocol generation to be an obvious combination of known techniques in mobile ultrasound interfaces, machine learning, and diagnostic imaging technologies. The incremental innovations represent predictable technological advancements that would be readily conceived by a skilled practitioner seeking to enhance ultrasound imaging capabilities through computational intelligence and personalized medical imaging approaches.

Original Patent Information

Patent NumberUS 11,857,372
TitleSystem and method for graphical user interface with filter for ultrasound image presets
Assignee(s)BFLY Operations, Inc