From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making

From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making

5 April 2025

Avijit Saha Asru

I. Imtiaz Ahmed

Abdullahil Azeem

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Papers citing "From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making"

15 / 15 papers shown

Title
An Augmented Surprise-guided Sequential Learning Framework for Predicting the Melt Pool Geometry Ahmed Shoyeb Raihan H. Khosravi T. Bhuiyan Imtiaz Ahmed AI4CE 66 7 0 10 Jan 2024
Multi-Objective Bayesian Optimization with Active Preference Learning Ryota Ozaki Kazuki Ishikawa Youhei Kanzaki Shinya Suzuki Shion Takeno Ichiro Takeuchi Masayuki Karasuyama 65 7 0 22 Nov 2023
Large-Batch, Iteration-Efficient Neural Bayesian Design Optimization Navid Ansari Hans-Peter Seidel Vahid Babaei 61 2 0 01 Jun 2023
A Data Driven Sequential Learning Framework to Accelerate and Optimize Multi-Objective Manufacturing Decisions H. Khosravi Taofeeq O. Olajire Ahmed Shoyeb Raihan Imtiaz Ahmed 33 9 0 18 Apr 2023
Learning non-stationary and discontinuous functions using clustering, classification and Gaussian process modelling M. Moustapha Bruno Sudret 56 9 0 30 Nov 2022
Towards Futuristic Autonomous Experimentation--A Surprise-Reacting Sequential Experiment Policy Imtiaz Ahmed Satish Bukkapatnam Bhaskar Botcha Yucheng Ding 67 5 0 01 Dec 2021
Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 83 113 0 22 Sep 2021
AI-based Modeling and Data-driven Evaluation for Smart Manufacturing Processes Mohammadhossein Ghahramani Yan Qiao Mengchu Zhou A. O'Hagan James Sweeney 55 182 0 29 Aug 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization Sam Daulton Maximilian Balandat E. Bakshy 80 241 0 09 Jun 2020
pymoo: Multi-objective Optimization in Python Julian Blank Kalyanmoy Deb 76 1,261 0 22 Jan 2020
Ordinal Bayesian Optimisation Victor Picheny Sattar Vakili A. Artemev 53 8 0 05 Dec 2019
Practical Batch Bayesian Optimization for Less Expensive Functions Vu Nguyen Sunil R. Gupta Santu Rana Cheng Li Svetha Venkatesh 34 3 0 05 Nov 2018
A Tutorial on Bayesian Optimization P. Frazier GP 113 1,799 0 08 Jul 2018
Input Warping for Bayesian Optimization of Non-stationary Functions Jasper Snoek Kevin Swersky R. Zemel Ryan P. Adams 116 239 0 05 Feb 2014
Stochastic Optimization with Importance Sampling P. Zhao Tong Zhang 119 346 0 13 Jan 2014