Decision support system for an intelligent operator of utility tunnel boring machines

نویسندگان

چکیده

In tunnel construction projects, delays entail high costs. Thus, boring machine (TBM) operators aim for advance rates without compromising safety, a difficult mission in uncertain subterranean environments. Finding the optimal control parameters based on TBM sensors' measurements remains an open research question with significant practical relevance. this paper, we present intelligent decision support system developed three steps. First, propose optimality score to evaluate operation performance, taking into account rate and working pressure safety. A deep learning model then learns mapping between score. Finally, context of real application, provides incremental recommendations order improve optimality, current setting TBM. The proposed approach is evaluated micro-tunnelling project demonstrates great promise future applications.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Intelligent Decision Support System for Editors

so on. For these people, computerized systems represent powerful tools for assisting them in the performance of their work. The problems derive f rom the increasing ability of these systems to take over much of the work now performed by manufacturing, clerical, and service workers. Solutions will not be simple. Elements leading towards acceptable solutions must include human considerations in t...

متن کامل

Design and implementation of an intelligent clinical decision support system for diagnosis and prediction of chronic kidney disease

Introduction: Chronic kidney disease (CKD) is one of the most important public health concerns worldwide. The steady increase in the number of people with End-stage renal disease (ESRD) needing a kidney transplant to survive and incur high costs, highlights early diagnosis and treatment of the disease. This study aimed to design a Clinical Decision Support System (CDSS) for diagnosing CKD and p...

متن کامل

An ‘ Intelligent Consultant ’ – The Support for C 2 System Operator

The purpose of this paper is to present a concept of so called ‘intelligent consultant’ – that is a tool that provides C&C system operator a support in case the gathered information (acquired from observation means) is incomplete, imprecise or even conflicted. It is the intention of the authors to focus on the methodological aspect of the problem which may be formed as: Does Dezert-Smarandache ...

متن کامل

An Intelligent Decision Support System for Irrigation System Management

In this communication is considered the design of a decision support system for the short term water resource management of an irrigation system. The operations of similar systems are often impaired by different stochastic events like device failure, heavy rains or dry periods and new long term goals. To be effective, such a decision support system which is based on knowledge techniques (state ...

متن کامل

Factors influencing performance of hard rock tunnel boring machines

Intact rock properties together with rock mass characteristics should be well investigated for selection of proper tunnel boring machine (TBM) for tunneling in various ground conditions. This is due to the significant impact of rock mass characteristics on machine performance. TBMs are site specific and designed for optimal performance in given ground conditions. When selected and put to work a...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Automation in Construction

سال: 2021

ISSN: ['1872-7891', '0926-5805']

DOI: https://doi.org/10.1016/j.autcon.2021.103880