Monte Carlo Simulation for Tolerance Analysis in Prefabrication and Offsite Construction
Understanding how analysis of prefabricated assemblies in construction makes for better modern buildings
Written by Chris Rausch, PhD Student, in conjunction with the University of Waterloo and the University of Toronto
- The AEC industry lacks comprehensive approaches for controlling geometry in offsite fabrication and assembly.
- Assembly tolerances can accumulate to cause misalignment at key connection points.
- 3-D tolerance behaviour can be predicted using Monte Carlo simulation, predefined process tolerances and assembly sequence.
- Statistical distributions for misalignments are generated and used to quantify rework risk.
- Tolerance simulation can be used to analyse alternative fabrication and assembly processes to reduce the risk of rework.
Bringing Tolerance Analysis into Prefabricated Construction (Abstract)
Producing assemblies that experience little to no rework during assembly fit-up is a perennial challenge in offsite construction. While the traditional response has been to solve geometric issues onsite at the expense of large rework costs, manufacturing optimization techniques can mitigate these issues upstream. Tolerance analysis is one such method that is widely used in manufacturing to predict if problems will occur from the accumulation of tolerances and dimensional variability.
This article demonstrates Monte Carlo tolerance simulation on a prefabricated construction assembly, where variations up to 37 mm are identified compared to as-built deviations which range up to 30 mm. Process optimisation is also explored, where risk of rework related to dimensional variability is reduced by 65.6% through selection of alternate fabrication processes.
To compare the Monte Carlo method to traditional analysis methods, a simplified 1-D tolerance analysis is used. Compared to an as-built deviation of roughly 11 mm, the Monte Carlo method produces a conservative value of 15.4 mm, while other traditional methods are either overly conservative (worst-case tolerance chain has a deviation of 19.8 mm), or overly ambitious (root sum square tolerance chain has a deviation of 4.6 mm).
Tolerance analysis through Monte Carlo simulation is shown to be a proactive design tool with several key advantages for prefabricated and offsite construction.
1. First, complex three-dimensional geometric interactions can be readily modeled using very basic tolerance configurations.
3. Finally, design improvements can be achieved by comparing alternate construction processes to mitigate the risk of assembly rework.
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