A Machine Learning based Approach to Autogenerate Diagnostic Models for CNC machines (ASE 2020 - Student Research Competition)

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Mon 21 - Fri 25 September 2020 Melbourne, Australia

Track

ASE 2020 Student Research Competition

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When

Wed 23 Sep 2020 10:50 - 10:55 at Koala - SRC Poster (2) Chair(s): Hourieh Khalajzadeh

Abstract

This article presents a description of a system for the automatic generation of predictive diagnostic models of CNC machine tools. This system allows machine tool maintenance specialists to select and operate models based on LSTM neural networks to determine the state of elements of CNC machines. Examples of changes in the accuracy of the models used during operation are given to determine the state of the cutting tool (more than 95%) and the bearings of electric motors (more than 91%).

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Session Program

Wed 23 Sep
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10:20 - 11:20	SRC Poster (2)Student Research Competition at Koala Chair(s): Hourieh Khalajzadeh Monash University, Australia

10:20 5m Poster		When Deep Learning Meets Smart Contracts Student Research Competition Zhipeng Gao Monash University
10:25 5m Poster		Formal Verification of Masking Countermeasures for Arithmetic Programs Student Research Competition Pengfei Gao ShanghaiTech University
10:30 5m Poster		Finding Ethereum Smart Contracts Security Issues by Comparing History Versions Student Research Competition Jiachi Chen Monash University
10:35 5m Poster		A Unified Framework to Learn Program Semantics with Graph Neural Networks Student Research Competition Shangqing Liu Nanyang Technological University
10:40 5m Poster		A Program Verification based Approach to Find Data Race Vulnerabilities in Interrupt-driven Program Student Research Competition Haining Feng National University of Defense Technology
10:45 5m Poster		Anti-patterns for Java Automated Program Repair ToolsWinner SRC - Undergraduate Student Research Competition Yi Wu Southern University of Science and Technology
10:50 5m Poster		A Machine Learning based Approach to Autogenerate Diagnostic Models for CNC machinesSecond place SRC - Graduate Student Research Competition Kamil Masalimov Ufa State Aviation Technical University
10:55 5m Poster		Identifying Mutation Subsumption RelationsThird place SRC - Undergraduate Student Research Competition Beatriz Souza Federal University of Campina Grande

A Machine Learning based Approach to Autogenerate Diagnostic Models for CNC machines

Second place SRC - Graduate

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Wed 23 SepDisplayed time zone: (UTC) Coordinated Universal Time change

Kamil Masalimov

Ufa State Aviation Technical University

Wed 23 Sep
Displayed time zone: (UTC) Coordinated Universal Time change