Swarm Mobile Agents for Multi-Material Manufacturing Throughput

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Solution Overview

Problem

Traditional gantry style manufacturing equipment is stationary, restricts movement, and requires manual swapping of end effectors, leading to inefficiencies and increased manufacturing time, especially in additive manufacturing processes.

Innovation Solution

A collaborative system of mobile agents using swarm manufacturing techniques and machine learning, where multiple mobile agents with detachable components and wireless communication work together to optimize manufacturing processes, allowing for simultaneous multi-material deposition and efficient fabrication of complex parts.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If traditional gantry style manufacturing equipment is used, then structural stability is maintained, but manufacturing time increases and productivity decreases

Engineering Contradiction:
Improvemanufacturing timeVSAvoidequipment structure
Core Design Contradiction:
ProductivityVSDevice complexity

Solution Approach 1:

The manufacturing system is divided into multiple independent mobile agents instead of a single stationary gantry system. Each agent can independently traverse and manufacture different portions of the end product simultaneously, transforming one complex stationary system into multiple simpler mobile units that work in parallel.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The equipment transitions from a stationary gantry structure to mobile agents that can dynamically move throughout the manufacturing area. This mobility allows agents to access different locations and adapt their positions based on manufacturing requirements, improving productivity without requiring complex fixed infrastructure.

Inventive Principle:
Principle #15Dynamics

2Productivity

If manual swapping of end effectors is performed, then tooling flexibility is achieved, but manufacturing time increases

Engineering Contradiction:
Improvebuild timeVSAvoidtooling replacement
Core Design Contradiction:
ProductivityVSEase of operation

Solution Approach 1:

Each mobile agent is equipped with its own end effector that can be independently selected and configured for specific manufacturing tasks. The agents autonomously perform their manufacturing functions without requiring manual intervention for tooling changes, eliminating downtime associated with manual effector swapping.

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The mobile agents are designed with versatile end effectors capable of performing multiple manufacturing operations. This multi-functionality allows a single agent to handle various tooling requirements throughout the manufacturing process, reducing the need for frequent tooling changes and improving operational efficiency.

Inventive Principle:
Principle #6Universality (Multi-functionality)

3Ease of operation

If large support columns and gantry equipment are used, then structural stability is ensured, but movement freedom of SCARA arms is restricted

Engineering Contradiction:
ImproveSCARA movement freedomVSAvoidstructural support
Core Design Contradiction:
Ease of operationVSStrength

Solution Approach 1:

The large support columns and fixed gantry infrastructure are completely removed from the system. Instead of relying on heavy stationary structures, the patent uses mobile agents that carry their own support and manufacturing capabilities, freeing SCARA arms from spatial constraints and allowing unrestricted movement within the manufacturing area.

Inventive Principle:
Principle #2Taking out (Extraction)

Solution Approach 2:

The system transitions from a two-dimensional planar manufacturing area constrained by gantry rails to a three-dimensional mobile workspace. Agents can move freely in multiple dimensions, allowing SCARA arms to operate without the restrictions of fixed gantry paths and achieve greater movement freedom.

Inventive Principle:
Principle #17Another dimension (Dimensionality change)

Data Source

PatentUS11809200B1Machine learning based reconfigurable mobile agents using swarm system manufacturing
Publication Date: 2023.11.07 FLORIDA A&M UNIVERSITY
  • US11809200B1 patent drawing
  • US11809200B1 patent drawing
  • US11809200B1 patent drawing

AI summary

Embodiments of the present invention include a collaborative manufacturing system utilizing a plurality of mobile agents. The mobile agents operate dual robotic arms to improve single and multi-material builds' efficiency. In some embodiments, the dual robotic arms work together in the same area to create multi-functional components. In addition, the mobile agents can change tool heads on the arms to allow for hybrid manufacturing such as pick and place, additive, and subtractive manufacturing. One or more mobile agents interact with other mobile agents, thereby increasing the end product's efficiency and quality. Mobile agents utilize swarm manufacturing techniques to improve the manufactured product's time efficiency further and use machine learning to adjust and re-assign mobile agents constantly.