Instant Thread Dyeing Using Neural Networks for Machine Embroidery for Sustainable Practices

Abstract

Like dying and printing, embroidery is an ancient art technique that has been used for hundreds of years to decorate clothing, bedding, and household products. Embroidery is a type of surface ornamentation. The history of creating patterns with colorful threads began in ancient Egypt, when ladies stitched metallic threads into their garments as decorations.

The top three countries for embroidery research are China, the US, and the UK. The concept of this paper is instant thread dyeing using neural network machine embroidery for sustainable development. A printer for an instant direct-to-embroidery thread dyeing machine can offer unlimited color options for each embroidery, or produce multiple personalised designs without downtime. It’s just one thread, one needle, and as many colors as you want. Which gives quicker production and faster turnaround times for Sustainable embroidery. Reduce water consumption and thread waste. Thread dyeing time, cost, pollution for land, and water pollution can be completely controlled. Perfect finishes of designs and single thread installation help time consumption in the Industry. Often thread changing can be avoided.