Multi-objective optimization control for tunnel boring machine performance improvement under uncertainty

W Liu, A Li, C Liu - Automation in Construction, 2022 - Elsevier
… Hence, a lightweight and general prediction method is more suitable for TBM performance
… HOA-optimized MLPM model, namely, the GWO-GRNN model, in which GWO is used for the …

Design Improvement Of Miniature Boring Tools Using Process Models

M Sarghassabi - 2023 - research.sabanciuniv.edu
… The main objective of this model is to optimize the design of miniature boring tools by … of
miniature boring tools are positive values, our adapted stability model investigates the effect of …

[HTML][HTML] Analysis and prediction on the cutting process of constrained damping boring bars based on PSO-BP neural network model

X Chen, T Wang, M Ding, J Wang, J Chen… - Journal of …, 2017 - extrica.com
… will be applied in modal analysis in general. Loads will be … To simulate the boring bar under
the actual working condition… of particle swarm optimization algorithm to optimize BP neural …

Multidisciplinary design optimization of hard rock tunnel boring machine using collaborative optimization

W Sun, X Wang, M Shi, Z Wang… - Advances in …, 2018 - journals.sagepub.com
optimization model is developed in this article to optimize the performance of the hard rock
tunnel boring machine using the collaborative optimization … In general practical engineering, a …

Multi-sensor Optimization Of The Simultaneous Turning And Boring Operation

EJ Deane - 2011 - stars.library.ucf.edu
models for various responses and to optimize the simultaneous cutting process. The simultaneous
turning and boring … an ongoing three phase project for General Dynamics in which an …

[HTML][HTML] The multi-objective optimization of tunneling boring machine control based on geological conditions identification

H Wang, J Wang - Journal of Intelligent Manufacturing and Special …, 2020 - emerald.com
… performance function in the multi-objective optimization model under corresponding geological
condition. By … Here we only briefly illustrate general procedures of genetic algorithm. …

[HTML][HTML] … of machining parameters on surface roughness, flank wear, cutting forces and work piece vibration in boring of AISI 4340 steels: modelling and optimization …

K Adarsha Kumar, C Ratnam, K Venkata Rao… - SN Applied …, 2019 - Springer
optimization method using grey relational analysis (GRA) and predictive models like support
vector machine … In general to evaluate the sequence characteristics GRA is used. GRG is …

Intelligent decision method for main control parameters of tunnel boring machine based on multi-objective optimization of excavation efficiency and cost

B Liu, Y Wang, G Zhao, B Yang, R Wang… - … and Underground Space …, 2021 - Elsevier
… –machine interaction relationship model was verified. Then, taking the cost as the optimization
objective, the cost calculation model … control of TBMs in general and adverse formations …

Process adapted structure optimization of deep hole drilling tools

D Biermann, M Kersting, N Kessler - CIRP annals, 2009 - Elsevier
… Furthermore, there have to be, in general, two chip mouths to remove the chips and cooling
… Therefore, a structured approach with model experiments, FEM analysis and structure …

Performance optimization of hard rock tunnel boring machine using multi-objective evolutionary algorithm

Z Fan, Z Zheng, B Xu, W Li, Y Zhang, Z Hao - Computers & Industrial …, 2022 - Elsevier
… a constrained multi-objective optimization model and its solving … In general, the total thrust
should be less than 15,000 KN:(24… , the overall optimization model contains three objectives (…