Space Filling Curves for Optimising Single Point Incremental Sheet Forming using Supervised Learning Algorithms Kunaljit Chadha 1 , Alexandre Dubor 2 , Laura Puigpinos 3 , Irene Rafols 4 1,2 Institute for Advanced Architecture of Catalonia 3,4 Eurecat 1,2 {kunaljitsinghchadha|alex}@iaac.net 3,4 {laura.puigpinos|irene.rafols}@eurecat.org Increasing use of computational design tools have led to an increase in the demand for mass customised fabrication, rendering decades old industrial CAD-CAM protocols limiting for such fabrication processes. This bespoke demand of components has led to a unified workflow between design strategies and production techniques. Recent advances in computation have allowed us to predict and register the tolerances of fabrication before and while being fabricated. Procedural algorithms are a set of novel problem-solving methods and have been attracting considerable attention for their good performance.They follow a procedural way of iteration with an established way of behavior.In the particular case of Incremental Sheet forming (ISF), these algorithms can realize several functions such as edge detection and segmentation required for optimizing machining time and accuracy.In this context, this paper presents a methodology to optimize long-drawn-out ISF operation by using geometrical intervention informed by supervised machine learning algorithms. Keywords: Procedural Algorithms, Incremental Sheet Forming, Robotic Cold forming, Mass Customization INTRODUCTION Current focus on the development of CAD CAM pro- cesses is focused on the mass customizable aspect of manufacturing over mass production using the same machine setup. The process of incrementally form- ing sheet of metal is called ‘Dieless Forming’ which was patented by Leszak [1] in 1967, much before it could have been machined. The process relates to a method for forming a sheet of material into various shapes of revolution without the use of dies, forms, or mandrels. Ever since, there have been investiga- tions on different ways of plastically deforming sheet metal at a local point to maximize freedom for pro- duction [3]. Recently due to the diversity of manufacturing techniques and their productivity, the volume of batch production has gone low resulting in shorter production cycles. Hence giving a boost to more adaptable manufacturing systems. D1.T6.S1. BIO DATA / BIO TECTONICS FOR ARCHITECTURAL DESIGN - Volume 1 - eCAADe 38 | 555