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Table 8 ᅟ

From: Big data in manufacturing: a systematic mapping study

Publication

Title

Year

Classification

IEEE International Conference on Industrial Engineering and Engineering Management

Maintenance behaviour-based prediction system using data mining

2009

Architecture

Journal of Systems Science and Systems Engineering

The next industrial revolution: Integrated services and goods

2012

Theory

Procedia CIRP

An Agent-Based Model to Evaluate Carpooling at Large Manufacturing Plants

2012

Theory

ASME International Mechanical Engineering Congress and Exposition

Cultivating emerging and black swan technologies

2012

Methodology

Journal of the Chinese Institute of Industrial Engineers

Manufacturing intelligence for early warning of key equipment excursion for advanced equipment control in semiconductor manufacturing

2012

Process

The International Society for Optical Engineering

A distributed big data storage and data mining framework for solar-generated electricity quantity forecasting

2012

Platform

ASME International Mechanical Engineering Congress and Exposition

Next generation technologies for improving product planning and development - An industry perspective

2013

Theory

Database Systems Journal

About Big Data and its Challenges and Benefits in Manufacturing

2013

Theory

Lecture Notes in Computer Science

Big data challenges in industrial automation

2013

Theory

Manufacturing Letters

Recent advances and trends in predictive manufacturing systems in big data environment

2013

Theory

AUTOTESTCON

Using big data and predictive machine learning in aerospace test environments

2013

Model

Journal of Business Logistics

Click Here for a Data Scientist: Big Data, Predictive Analytics, and Theory Development in the Era of a Maker Movement Supply Chain

2013

Model

Procedia CIRP

Wavelet based De-noising in Manufacturing and in Business

2013

Model

Annual Symposium on Cloud Computing

Compiling machine learning algorithms with systemML

2013

Platform

Applied Mechanics and Materials

Cloud Service Platform for Big Data of Manufacturing

2013

Platform

IEEE 14th International Symposium on ”A World of Wireless, Mobile and Multimedia Networks

Enhanced multi-domain access control for secure mobile collaboration through Linked Data cloud in manufacturing

2013

Platform

Advanced Semiconductor Manufacturing Conference

Heading towards big data building a better data warehouse for more data, more speed, and more users

2013

Process

Advanced Semiconductor Manufacturing Conference

Leveraging applied materials TechEdge Prizm™ for advanced lithography process control

2013

Process

IEEE Transactions on Biomedical Engineering

Grand challenge: applying regulatory science and big data to improve medical device innovation

2013

Process

International Conference on Computers and Industrial Engineering

Mining logistics trajectory knowledge from RFID-enabled production big data

2013

Process

IEEE International Conference on Big Data

A system architecture for manufacturing process analysis based on big data and process mining techniques

2014

Architecture

IEEE International Conference on Big Data

Advanced planning and control of manufacturing processes in steel industry through big data analytics: Case study and architecture proposal

2014

Architecture

IEEE International Congress on Big Data

Big Data Analytics for Predictive Manufacturing Control - A Case Study from Process Industry

2014

Architecture

IEEE International Congress on Big Data

Big Data Analytics for Predictive Manufacturing Control - A Case Study from Process Industry

2014

Architecture

Lecture Notes in Computer Science

Energy data analytics towards energy-efficient operations for industrial and commercial consumers

2014

Architecture

Lecture Notes in Informatics

Realizing the predictive enterprise through intelligent process predictions based on big data analytics: A case study and architecture proposal

2014

Architecture

Fall Simulation Interoperability Workshop

PMML in manufacturing applications

2014

Framework

IEEE International Conference on Big Data

Towards a domain-specific framework for predictive analytics in manufacturing

2014

Framework

IEEE International Conference on Big Data

Big automotive data: leveraging large volumes of data for knowledge-driven product development

2014

Framework

IEEE International Conference on System Science and Engineering

Network manufacturing in the big data environment

2014

Framework

IEEE Transactions on Semiconductor Manufacturing

A Framework for Root Cause Detection of Sub-Batch Processing System for Semiconductor Manufacturing Big Data Analytics

2014

Framework

International Conference on Biomedical Engineering and Informatics

A framework for management of massive knowledge in cloud environment

2014

Framework

International Conference on Information Fusion

Prescriptive information fusion

2014

Framework

International Journal of Computational Intelligence Systems

A data mining approach for analyzing semiconductor MES and FDC data to enhance overall usage effectiveness (OUE)

2014

Framework

Key Engineering Materials

Modeling for global management of complex product subject data oriented at big-data

2014

Framework

Applied Mechanics and Materials

Investigation of the Datamation of Manufacturing Industrial Chain in the Big Data Era

2014

Theory

Applied Mechanics and Materials

Data flow analysis on 3D printing for distributed manufacturing information system

2014

Theory

IEEE International Conference on Big Data

Big data predictive analtyics for proactive semiconductor equipment maintenance

2014

Theory

IEEE International Parallel & Distributed Processing Symposium

Machine-Learning-Based Identification of Defect Patterns in Semiconductor Wafer Maps: An Overview and Proposal

2014

Theory

IIE Annual Conference and Expo 2014

Integration of reliability, service and renewables for sustainable manufacturing initiatives

2014

Theory

InTech

Industrial big data analytics: The present and future

2014

Theory

Journal of Business Logistics

Supply chain game changers-mega, nano, and virtual trends-and forces that impede supply chain design (i.e., Building a Winning Team)

2014

Theory

Journal of Business Logistics

The supply chain becomes the demand chain

2014

Theory

Procedia CIRP

Service Innovation and Smart Analytics for Industry 4.0 and Big Data Environment

2014

Theory

IEEE International Conference on Mechatronics and Automa

Error correction of optical path component manufacture for Fiber Optic Gyroscope using SVM and Monte Carlo

2014

Methodology

Winter Simulation Conference

Data analytics using simulation for smart manufacturing

2014

Methodology

Applied Stochastic Models in Business and Industry

Modeling and analyzing semiconductor yield with generalized linear mixed models

2014

Model

International Journal of Simulation Source of the Document International Journal of Simulation Modelling

Batch task scheduling-oriented optimization modelling and simulation in cloud manufacturing

2014

Model

IPC APEX EXPO 2014

Enhancing visibility and agility in the electronics manufacturing supply chain

2014

Model

ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Applying data mining techniques to address critical process optimization needs in advanced manufacturing

2014

Platform

Procedia CIRP

A Solution for Information Management in Logistics Operations of Modern Manufacturing Chains

2014

Platform

IEEE International Conference on Computer Supported Cooperative Work in Design

A big data cleansing approach for n-dimensional RFID-Cuboids

2014

Process

Lecture Notes in Business Information Processing

Developing Data Analytics to Improve Services in a Mechanical Engineering Company

2014

Process

Neural Computing and Applications

Large, high-dimensional, heterogeneous multi-sensor data analysis approach for process yield optimization in polymer film industry

2014

Process

Winter Simulation Conference

Simulation for dedicated line small lot size manufacturing

2014

Process

Winter Simulation Conference

Virtual factory revisited for manufacturing data analytics

2014

Theory

Journal of Digital Convergance

An Exploratory Study on Application Plan of Big Data to Manufacturing Execution System

2014

Theory

Procedia CIRP

Short-term Cyber-physical Production Management

2014

Theory

Solid State Device Research Conference

The Factory Integration Roadmap in Semiconductor manufacturing

2014

Theory

ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Applying data mining techniques to address critical process optimization needs in advanced manufacturing

2014

Platform

Euro Med Telco Conference - From Network Infrastructures to Network Fabric: Revolution at the Edges

Cloud based system for measurement data management in large scale electronic production

2014

Platform

IEEE International Conference on Service Operations and Logistics, and Informatics

ACP approach based intelligent quality management system for manufacturing processes

2014

Platform

IEEE International Conference on Service Operations and Logistics, and Informatics

ACP approach based intelligent quality management system for manufacturing processes

2014

Platform

IEEE World Congress on Services

Cloud Computing for Big Data Entrepreneurship in the Supply Chain: Using SAP HANA for Pharmaceutical Track-and-Trace Analytics

2014

Platform

Procedia CIRP

Predictive Analytics Model for Power Consumption in Manufacturing

2014

Platform

The International Society for Optical Engineering

New techniques in large scale metrology toolset data mining to accelerate integrated chip technology development and increase manufacturing efficiencies

2014

Platform

IEEE International Conference on Big Data

Toward smart manufacturing using decision analytics

2014

Tool

Winter Simulation Conference

Big data in daily manufacturing operations

2014

Tool

International Journal of Production Economics

A big data approach for logistics trajectory discovery from RFID-enabled production data

2015

Architecture

Manufacturing Letters

A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems

2015

Architecture

International Journal of Production Economics

Managing a Big Data project: The case of Ramco Cements Limited

2015

Framework

International Journal of Production Economics

The value of Big Data in servitization

2015

Framework

International Journal of Production Economics

Insights from hashtag #supplychain and Twitter Analytics: Considering Twitter and Twitter data for supply chain practice and research

2015

Framework

Studies in Computational Intelligence

Manufacturing Cyber-Physical Systems Enabled by Complex Event Processing and Big Data Environments: A Framework for Development

2015

Framework

Studies in Computational Intelligence

Manufacturing Operations, Internet of Things, and Big Data: Towards Predictive Manufacturing Systems

2015

Theory