NDLI: An Artificial Neural Network Model for Monitoring Real-Time Parameters and Detecting Early Warnings in Induced Draft Fan

Please wait, while we are loading the content...

ANES/ASME Joint National Solar Energy Week

ASME Citrus Engineering Symposium

ASME India Oil and Gas Pipeline Conference

ASME International Mechanical Engineering Congress and Exposition

ASME International Pipeline Geotechnical Conference

ASME Power Conference

ASME Turbine Blade Tip Symposium

ASME/IEEE Joint Rail Conference

ASME/JSME Thermal Engineering Joint Conference

ASME/NRC Pump and Valve Symposium

ASME/USCG Workshop on Marine Technology and Standards

CANEUS: MNT for Aerospace Applications

Dynamic Systems and Control Conference

Energy Nanotechnology International Conference

Energy Sustainability

Engineering Systems Design and Analysis

Engineering Technology Conference on Energy

Fluid Power Systems Technology

Fluids Engineering Division Summer Meeting

Frontiers in Biomedical Devices

Gas Turbine India Conference

Global Congress on NanoEngineering for Medicine and Biology

Heat Transfer Summer Conference

High Temperature Reactor Technology

Information Storage and Processing Systems

Integrated Nanosystems: Design, Synthesis, and Applications

Internal Combustion Engine Division Fall Technical Conference

Internal Combustion Engine Division Spring Technical Conference

International Conference on Fluidized Bed Combustion

International Conference on Fuel Cell Science, Engineering and Technology

International Conference on Integration and Commercialization of Micro and Nanosystems

International Conference on Micro/Nanoscale Heat Transfer

International Conference on Nanochannels, Microchannels, and Minichannels

International Conference on Nuclear Engineering

International Conference on Offshore Mechanics and Arctic Engineering

International Conference on Radioactive Waste Management and Environmental Remediation

International Design Engineering Technical Conferences and Computers and Information in Engineering Conference

International Electronic Packaging Technical Conference and Exhibition

International Heat Transfer Conference

International Joint Power Generation Conference

International Joint Tribology Conference

International Manufacturing Science and Engineering Conference

ASME 2006 International Manufacturing Science and Engineering Conference(MSEC2006)

ASME 2007 International Manufacturing Science and Engineering Conference(MSEC2007)

ASME 2008 International Manufacturing Science and Engineering Conference collocated with the 3rd JSME/ASME International Conference on Materials and Processing(MSEC2008)

ASME 2009 International Manufacturing Science and Engineering Conference(MSEC2009)

ASME 2010 International Manufacturing Science and Engineering Conference(MSEC2010)

ASME 2011 International Manufacturing Science and Engineering Conference(MSEC2011)

ASME 2012 International Manufacturing Science and Engineering Conference collocated with the 40th North American Manufacturing Research Conference and in participation with the International Conference on Tribology Materials and Processing(MSEC2012)

ASME 2013 International Manufacturing Science and Engineering Conference collocated with the 41st North American Manufacturing Research Conference(MSEC2013)

ASME 2014 International Manufacturing Science and Engineering Conference collocated with the JSME 2014 International Conference on Materials and Processing and the 42nd North American Manufacturing Research Conference(MSEC2014)

ASME 2015 International Manufacturing Science and Engineering Conference(MSEC2015)

ASME 2016 11th International Manufacturing Science and Engineering Conference(MSEC2016)

ASME 2017 12th International Manufacturing Science and Engineering Conference collocated with the JSME/ASME 2017 6th International Conference on Materials and Processing(MSEC2017)

ASME 2018 13th International Manufacturing Science and Engineering Conference(MSEC2018)

Volume 1: Additive Manufacturing; Bio and Sustainable Manufacturing

Volume 3: Manufacturing Equipment and Systems

Real-Time Control of Cyber-Physical Manufacturing Process Under Uncertainty

Stochastic Modeling and Analysis of Spindle Energy Consumption During Hard Milling With a Focus on Tool Wear

Fractal Pattern Recognition of Image Profiles for Manufacturing Process Monitoring and Control

Design, Manufacturing, and Characterization of a Pneumatically-Actuated Soft Hand

Robotic Finishing of Interior Regions of Geometrically Complex Parts

Integrating Impedance Control and Learning Based Search Scheme for Robotic Assemblies Under Uncertainty

Towards Continuous Production of Shaped Honeycombs

Smart Manufacturing: State-of-the-Art Review in Context of Conventional and Modern Manufacturing Process Modeling, Monitoring and Control

Implementing the Transformation of Discrete Part Manufacturing Systems Into Smart Manufacturing Platforms

An Artificial Neural Network Model for Monitoring Real-Time Parameters and Detecting Early Warnings in Induced Draft Fan

Sensor Fusion and On-Line Monitoring of Friction Stir Blind Riveting for Lightweight Materials Manufacturing

Experimental and Statistical Study on Magnetic-Field Assisted Finishing of Mold Steel Using Nano-Scale Solid Lubricant and Abrasive Particles

High-Performance Computing Based Big Data Analytics for Smart Manufacturing

A Two-Layer Long Short-Term Memory Network for Bottleneck Prediction in Multi-Job Manufacturing Systems

Co-Design of Supply Chain Network and Subassembly Planning Considering the Reconfiguration of Supply Chain Structure for Factory-in-a-Box Manufacturing

Toward a New Mathematical Definition of Datums in Standards to Support Advanced Manufacturing

Identifying High-Value CAD Models: An Exploratory Study on Dimensional Variability As Complexity Indicator

Surface Roughness Prediction in Additive Manufacturing Using Machine Learning

A Standards and Technology Roadmap for Scalable Distributed Manufacturing Systems

A Search Engine for Manufacturers Using Product Manufacturing Information (PMI) Enhanced 3D Model Search

Augmented Reality System Calibration for Assembly Support With the Microsoft HoloLens

Measuring and Modeling of Volumetric Errors for Vertical Machining Centers Based on Bi-Directional Laser Sequential Step Diagonal Measurement

Maintenance Decision Model for a Two-Machine Production Line With Multistage Degradation Machines

Characterization of Kinematic Error Model Consistency for Five-Axis Machine Tools

Analysis of Production System Real-Time Dynamics and Downtime Transient Impact on System Future Production

Precision Cutting Tool Wear Monitoring Method by Knife-Edge Diffraction Interferometry

Developing Maintenance Key Performance Indicators From Maintenance Work Order Data

Predictive Modeling of Droplet Velocity and Size in Inkjet-Based Bioprinting

Monitoring, Diagnostics, and Prognostics for Robot Tool Center Accuracy Degradation

Robotic Work Cell Test Bed to Support Measurement Science for Monitoring, Diagnostics, and Prognostics

Multi-Mode Particle Filter for Bearing Remaining Life Prediction

Unified Control of Production, Capacity, and Pre-Emptive Maintenance of Fused Filament Fabrication Process

Dynamic Importance Analysis of Components of Complex Mechanical System by Small Sample Data

VESPER: Visual Exploration of Similarity and Performance Metrics for Computer-Aided Design Repositories

Single-Degree-of-Freedom Dynamic Vibration Absorber for Unknown System

Automated Surface Inspection Using 3D Point Cloud Data in Manufacturing: A Case Study

Automated Fiber Extraction From SEM Images With Application to Quality Control of Fiber-Reinforced Composites Manufacturing

Modeling for Prediction of Surface Roughness and Experimental Research in Ultra-Precision Flycutting Machining

Electrical Signatures for Chemical Action at the Work Surface in an Oxyfuel Flame

Digital Feed-Forward Control of Gas Mixture With High-Speed Valve Switching

Study on Improving Accuracy in Robotic Milling of Aluminum Alloy

Machine-Tool Error Observer Design With Application to Thermal Error Tracking

A Novel Magnetic Source Design for Flexible Fixturing Based on Magnetorheological Fluid

Brain Computer Interface Robotic Co-Workers: Defective Part Picking System

Robotic Surface Finishing of Curved Surfaces: Real-Time Identification of Surface Profile and Control

Design of a Flexure-Based Active Fixture System for Precision Robotic Deburring

Software Framework for Robot-Assisted Large Structure Assembly

Effects of Power Generation on the Opportunistic Maintenance Strategy for Wind Turbines Considering Reliability

Redundancy Allocation for Serial-Parallel System Considering Heterogeneity of Components

Volume 4: Processes

Volume 2: Materials; Joint MSEC-NAMRC-Manufacturing USA

International Pipeline Conference

International Solar Energy Conference

International Symposium on Flexible Automation

Multifunctional Nanocomposites and Nanomaterials International Conference

Noise Control and Acoustics Division Conference

North American Waste-to-Energy Conference

Pressure Technology

Pressure Vessels and Piping Conference

Rail Transportation Division Conference

Small Modular Reactors Symposium

Smart Materials, Adaptive Structures and Intelligent Systems

Summer Bioengineering Conference

Turbo Expo: Power for Land, Sea, and Air

Verification and Validation

Water Quality, Drought, Human Health and Engineering Conference

Wind Energy Symposium

World Conference on Innovative Virtual Reality

World Tribology Congress

An Artificial Neural Network Model for Monitoring Real-Time Parameters and Detecting Early Warnings in Induced Draft Fan

Content Provider	The American Society of Mechanical Engineers (ASME) Digital Collection
Author	Hu, Di Chen, Gang Yang, Tao Zhang, Cheng Wang, Ziwen Chen, Qianming Li, Bing
Copyright Year	2018
Abstract	This paper describes a method to monitor real time parameters and detect early warnings in induced draft fan (ID FAN). An artificial neural network (ANN) model based on cross-relationships among operating parameters was established. In particular, this paper adopted the pre-training of Restricted Boltzmann machines (RBM) and analyzed the training errors of model. A new approach was proposed to monitor parameters by predicted value of model and distribution law of training error, and the reasonable range of each parameter was defined to detect the early warnings in real time. Combining the historical operational data of the No. 1 induced draft fan of No. 3 generating unit in Shajiao C Power Plant in China, this work used MATLAB to verify and analyze the proposed method. The numerical examples shown that the proposed method has better detection performance than the fixed upper and lower limits in the safety instrumented system (SIS). Moreover, this work can expand to other machinery that could be used in manufacturing easily.
Sponsorship	Manufacturing Engineering Division
File Format	PDF
ISBN	9780791851371
DOI	10.1115/MSEC2018-6370
Volume Number	Volume 3: Manufacturing Equipment and Systems
Conference Proceedings	ASME 2018 13th International Manufacturing Science and Engineering Conference
Language	English
Publisher Date	2018-06-18
Publisher Place	College Station, Texas, USA
Access Restriction	Subscribed
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in