Published Technical Disclosure Archive

Autonomous Sleep System: AI-Driven Biometric Bed Tech

Publication ID: 24-11857076_0010_PTD
Published: November 07, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Autonomous Sleep System: AI-Driven Biometric Bed Tech,” Published Technical Disclosure No. 24-11857076_0010_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857076_0010_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. 11,857,076.

Background and Problem Solved

The original patent, 'Adjustable bed system with foundations having first and second configurations,' provides a foundation for adjustable bed systems. However, it relies on user input and lacks real-time biometric data analysis. The present invention addresses the limitation of manual input by introducing an autonomous sleep system that adjusts to a user's preferred firmness profile based on real-time biometric data analysis.

Novelty and Inventive Step

The new claims introduce the concept of autonomous adjustment based on real-time biometric data analysis, which is not present in the original patent. The use of a neural network-based AI to learn a user's sleep preferences and adjust the foundation in real-time is a novel and non-obvious advancement.

Alternative Embodiments and Variations

Alternative embodiments may include using different types of sensors to track biometric data, such as EEG or heart rate monitors. The system could also be integrated with other sleep-related devices, such as sleep trackers or smart alarm clocks. Additionally, the modular, self-adjusting foundation could be designed for use in various settings, such as hospitals or hotels.

Potential Commercial Applications and Market

The autonomous sleep system has significant commercial potential in the sleep technology industry, with applications in both consumer and commercial markets. The system could be marketed as a premium sleep solution, appealing to consumers seeking improved sleep quality and comfort. Additionally, the system could be integrated into hospitality and healthcare industries, providing a unique selling point for hotels and hospitals.

Field of Art

Adjustable bed systems and sleep technology, involving mechanical foundations, motor control systems, and adaptive sleep support technologies

Person of Ordinary Skill (PHOSITA) Profile

An engineer with expertise in mechanical design, control systems, and sleep technology, possessing knowledge of pneumatic and motorized adjustment mechanisms, sensor integration, and adaptive system design

Obviousness Rationale

A PHOSITA would recognize that the source patent's adjustable bed foundation provides a natural technological platform for incorporating advanced biometric sensing and autonomous adjustment technologies. The fundamental mechanical framework of adjustable foundations inherently suggests opportunities for intelligent, responsive design. The integration of neural network-based learning and real-time biometric data analysis represents a predictable technological progression for sleep support systems.

Obvious Combinations & Variations

Source Patent Element
Adjustable foundation with motor-controlled positioning
PTD Variation
Adding neural network-based AI for autonomous firmness adjustment
Obviousness Reasoning
Predictable application of machine learning to existing motorized adjustment mechanisms, representing a known technique for enhancing system intelligence
Source Patent Element
Central controller coordinating multiple foundation motors
PTD Variation
Integrating biometric sensor data to dynamically modify foundation configuration
Obviousness Reasoning
Logical extension of existing control system architecture to incorporate additional input parameters for more sophisticated system responsiveness
Source Patent Element
Inflatable air mattress system with pressure modulation
PTD Variation
Modular, interconnected inflatable modules with autonomous reconfiguration
Obviousness Reasoning
Natural design evolution utilizing known pneumatic control principles to create more adaptable sleep support structures
Source Patent Element
Multi-foundation adjustment system
PTD Variation
Wireless communication between wearable devices and foundation for real-time adjustment
Obviousness Reasoning
Standard technological progression in integrating IoT and sensor technologies with existing mechanical systems
Source Patent Element
Foundation with motor-driven positioning capabilities
PTD Variation
Self-adjusting foundation that learns and adapts to individual sleep preferences
Obviousness Reasoning
Predictable application of machine learning techniques to existing mechanical adjustment technologies
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857076 and the disclosed technological variations, a person of ordinary skill in the art would find the claimed sleep system innovations obvious and non-patentable. The proposed modifications represent straightforward technological extensions employing known techniques of sensor integration, machine learning, and adaptive system design within the established framework of adjustable bed technologies.

Original Patent Information

Patent NumberUS 11,857,076
TitleAdjustable bed system with foundations having first and second configurations
Assignee(s)Sleep Number Corporation