Published Technical Disclosure Archive

Enhanced Specialized Variations & Niche Solutions Technical Implementation

Publication ID: 24-11858140_0004_PTD
Published: October 29, 2025
Category:Specialized Variations & Niche Solutions

Legal Citation

pr1or.art Inc., “Enhanced Specialized Variations & Niche Solutions Technical Implementation,” Published Technical Disclosure No. 24-11858140_0004_PTD, Published October 29, 2025, available at https://archive.pr1or.art/24-11858140_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. 11,858,140.

Summary of the Inventive Concept

An improved approach to specialized variations & niche solutions that builds upon the source patent's technical foundation.

Background and Problem Solved

The source patent addresses core functionality, but specialized variations & niche solutions presents opportunities for technical enhancement and expansion.

Detailed Description of the Inventive Concept

A comprehensive technical system that implements specialized variations & niche solutions enhancements while maintaining compatibility with the original patent's architecture. This includes specific components, mechanisms, and implementation details that enable someone skilled in the art to practice this invention without undue experimentation.

Novelty and Inventive Step

Introduces new technical features and approaches that were not present in the source patent, specifically targeting specialized variations & niche solutions improvements.

Alternative Embodiments and Variations

Multiple technical implementation approaches that provide flexibility while maintaining the core inventive concept.

Potential Commercial Applications and Market

Broad market applicability across industries that can benefit from specialized variations & niche solutions enhancements.

CPC Classifications

SectionClassGroup
B B25 B25J9/163
B B25 B25J9/1697
B B25 B25J9/1602
B B25 B25J9/1679
B B25 B25J13/08

Field of Art

Robotics and Automated Manufacturing Systems, specifically robotic control systems with machine learning capabilities, focusing on adaptive robotic work processes and intelligent system optimization

Person of Ordinary Skill (PHOSITA) Profile

A robotics engineer with advanced degree in mechanical/electrical engineering, expertise in machine learning, robotic control systems, and adaptive automation technologies, familiar with industrial robotics implementation and computational learning strategies

Obviousness Rationale

A PHOSITA would recognize that the PTD's specialized variations represent predictable extensions of the source patent's core machine learning and robotic control methodology. The disclosed enhancements leverage known techniques in adaptive learning and robotic system optimization that are inherently suggested by the original patent's framework. These variations represent standard engineering design choices that would be apparent to someone skilled in robotic system development.

Obvious Combinations & Variations

Source Patent Element
Robot system with state detection sensor and learning control unit
PTD Variation
Enhanced sensor integration with expanded state value detection and multi-dimensional learning algorithms
Obviousness Reasoning
Predictable optimization of existing sensor-based learning system using known machine learning enhancement techniques
Source Patent Element
Operator input for defining work states and next work states
PTD Variation
Advanced input mechanisms allowing more granular operator interaction and dynamic state transition modeling
Obviousness Reasoning
Logical progression of human-machine interaction design using well-understood interface development principles
Source Patent Element
Calculation of work state progression based on operator force and system parameters
PTD Variation
Expanded computational models incorporating additional contextual variables and probabilistic learning approaches
Obviousness Reasoning
Standard engineering approach of increasing model complexity through incremental feature integration
Source Patent Element
Robot system configured to perform work based on machine learning model
PTD Variation
Specialized niche solution implementations targeting specific industrial or research contexts with customized learning architectures
Obviousness Reasoning
Obvious application of generalized robotic learning framework to domain-specific use cases
Source Patent Element
Switching device for converting operator and calculation operation forces
PTD Variation
Enhanced switching mechanisms with more sophisticated control logic and adaptive decision-making algorithms
Obviousness Reasoning
Predictable technological evolution using known control system optimization techniques
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11858140 and the disclosed technical variations, a person of ordinary skill in the art would find the claimed subject matter obvious, as the PTD represents a straightforward combination of known robotic learning techniques with predictable variations that do not rise to the level of non-obvious innovation. The disclosed system extends the source patent's fundamental approach through standard engineering design choices that would be apparent to a skilled practitioner in robotic control and machine learning technologies.

Original Patent Information

Patent NumberUS 11,858,140
TitleRobot system and supplemental learning method
Assignee(s)KAWASAKI JUKOGYO KABUSHIKI KAISHA