Published Technical Disclosure Archive

Neural Network Tool Positioning Apparatus for Manufacturing

Publication ID: 24-11856961_0010_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Neural Network Tool Positioning Apparatus for Manufacturing,” Published Technical Disclosure No. 24-11856961_0010_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856961_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. 11,856,961.

Background and Problem Solved

The original patent for moving-along tool positioning apparatuses has limitations in terms of flexibility, adaptability, and real-time processing capabilities. The new invention addresses these limitations by introducing a neural network-based control module, enabling dynamic optimization of tool placement and movement in response to real-time article tracking data.

Novelty and Inventive Step

The new invention's novelty lies in the integration of AI-driven tool positioning, real-time article tracking, and predictive maintenance, which enables adaptive and efficient article processing and quality control. The inventive step is the use of a neural network-based control module to dynamically optimize tool placement and movement, which is a significant departure from the original patent's mechanical and linear approach.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the use of different AI algorithms, sensor arrays, or robotic systems. Variations could also include the integration of additional features, such as augmented reality visualization for operator assistance or blockchain-based tracking for supply chain transparency.

Potential Commercial Applications and Market

The invention has significant commercial potential in industries such as food processing, pharmaceuticals, and manufacturing, where efficient and adaptive article processing and quality control are critical. The target market includes companies seeking to improve production efficiency, reduce costs, and enhance product quality.

CPC Classifications

SectionClassGroup
A A22 A22C21/0069
A A22 A22C21/0053

Field of Art

Food processing machinery, specifically poultry processing equipment with automated conveyor and tool positioning systems, requiring mechanical engineering, robotics, and industrial automation expertise

Person of Ordinary Skill (PHOSITA) Profile

An engineer with expertise in industrial automation, mechanical design, and food processing equipment, familiar with sensor technologies, control systems, and adaptive manufacturing techniques

Obviousness Rationale

A person of ordinary skill would recognize that integrating AI-driven control and predictive maintenance into the existing mechanical tool positioning system represents a natural technological progression. The source patent's linear conveyor and tool positioning apparatus provides a clear foundation for implementing advanced control strategies. Machine learning and sensor-based optimization are well-established techniques for improving industrial process efficiency and precision.

Obvious Combinations & Variations

Source Patent Element
Conveyor device with receiving elements for linearly conveyed articles and a processing station
PTD Variation
Neural network-based control module for dynamically optimizing tool placement and movement
Obviousness Reasoning
Predictable application of machine learning to existing mechanical systems, representing an incremental improvement in control precision and adaptability
Source Patent Element
Link guide with work cycle and return guiding paths
PTD Variation
Real-time article tracking and sensor arrays for quality control and defect detection
Obviousness Reasoning
Known technique of adding sensor monitoring to improve process control, with a finite set of predictable implementation approaches
Source Patent Element
Tool positioning apparatus with mechanical guiding elements
PTD Variation
Collaborative robot arm with machine learning-based grasping algorithm
Obviousness Reasoning
Straightforward substitution of robotic system for mechanical positioning, leveraging established robotics and machine learning technologies
Source Patent Element
Linear conveying system for processing articles
PTD Variation
Cloud-based platform for remote monitoring and AI-driven predictive modeling
Obviousness Reasoning
Logical extension of industrial control systems using well-known cloud computing and data analytics techniques
Source Patent Element
Mechanical tool positioning apparatus
PTD Variation
Predictive maintenance system monitoring tool wear and generating proactive maintenance alerts
Obviousness Reasoning
Conventional application of condition monitoring and predictive maintenance techniques to existing mechanical systems
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11856961 and the disclosed technical variations, a person having ordinary skill in the art would find the claimed inventions obvious. The proposed modifications represent predictable applications of known machine learning, sensor, and control technologies to an existing mechanical tool positioning system, thereby rendering subsequent claims obvious and unpatentable under 35 U.S.C. Section 103.

Original Patent Information

Patent NumberUS 11,856,961
TitleApparatus and method for moving-along tool positioning as well as assembly and method for wishbone removal
Assignee(s)Nordischer Maschinenbau Rud. Baader GMBH & Co. KG