ANFIS based model to forecast the Wire-EDM parameters for machining an Ultra High Temperature Ceramic composite
Creators
- 1. Department of Mechanical Engineering, IIEST, Shibpur, Howrah, West Bengal (India)
- 2. Central Glass and Ceramic Research Institute, Jadavpur, Kolkata, West Bengal (India)
Description
In this work, a ZrB2 based ceramic composites with 25 wt. % B4C sintered in spark plasma sintering furnace at 2000°C for 10 min under 50 MPa pressure has been machined with Wire electrical discharge machine (WEDM) and can readily be cut to intricate shapes to meet the requirements of industry. The adaptive neuro fuzzy inference systems (ANFIS) has been used to generate mapping relation between input parameters and output responses. ANFIS is a neuro fuzzy technique where the fusion is made between the neural network and the fuzzy inference system. Also the ANFIS models have been tested by a confirmative test and the results shows minimum root mean square error (RMSE) as 0.0416 for kerf width and 0.9605 for machining speed. This verification indicates that ANFIS modeling can be used to forecast the responses. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1757-899X/377/1/012088Additional details
Identifiers
Publishing Information
- Journal Title
- IOP Conference Series. Materials Science and Engineering (Online)
- Journal Volume
- 377
- Journal Issue
- 1
- Journal Page Range
- [6 p.]
- ISSN
- 1757-899X
Conference
- Title
- International Conference on Mechanical, Materials and Renewable Energy
- Dates
- 8-10 Dec 2017
- Place
- Sikkim (India)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 52082512
- Subject category
- S36: MATERIALS SCIENCE; S42: ENGINEERING;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- BORON CARBIDES; CERAMICS; COMPUTERIZED SIMULATION; ELECTRIC DISCHARGES; ERRORS; FUZZY LOGIC; MACHINING; NEURAL NETWORKS; PLASMA; SINTERING; VERIFICATION; WIRES; ZIRCONIUM BORIDES
- Descriptors DEC
- BORIDES; BORON COMPOUNDS; CARBIDES; CARBON COMPOUNDS; FABRICATION; MATHEMATICAL LOGIC; SIMULATION; TRANSITION ELEMENT COMPOUNDS; ZIRCONIUM COMPOUNDS