Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives

Rainfed lowland rice is the most popular choice for rice cultivation in Sarawak, Borneo. In general, rice production in Sarawak consists of seven phases, namely, preparing land, establishing crop, transplanting, managing crop, harvesting, post-harvesting, and milling. Most farmers in Sarawak depend...

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Main Authors: Anisia Jati Sang, Kai Meng Tay, Chee Peng Lim, Saeid Nahavandi
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8543779/
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spelling doaj-745558f42ef44de08d79512d92f36d6b2021-03-29T21:36:00ZengIEEEIEEE Access2169-35362018-01-016746287464710.1109/ACCESS.2018.28831158543779Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety PerspectivesAnisia Jati Sang0https://orcid.org/0000-0003-3793-5523Kai Meng Tay1Chee Peng Lim2Saeid Nahavandi3Department of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Malaysia Sarawak, Kota Samarahan, MalaysiaDepartment of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Malaysia Sarawak, Kota Samarahan, MalaysiaInstitute for Intelligent Systems Research and Innovation, Deakin University, Geelong, VIC, AustraliaInstitute for Intelligent Systems Research and Innovation, Deakin University, Geelong, VIC, AustraliaRainfed lowland rice is the most popular choice for rice cultivation in Sarawak, Borneo. In general, rice production in Sarawak consists of seven phases, namely, preparing land, establishing crop, transplanting, managing crop, harvesting, post-harvesting, and milling. Most farmers in Sarawak depend on indigenous knowledge and experience for rice cultivation. In this paper, an improved fuzzy failure mode and effect analysis (FMEA) with genetic algorithm-based design of fuzzy membership functions and monotone fuzzy rules relabeling is employed as a knowledge-based tool for risk analysis and assessment pertaining to rice production in Sarawak. The specific focus is on issues related to the environment as well as health and safety of farmers and consumers. With the support from the Sarawak Government, we analyze useful data and information pertaining to various rice fields from experienced farmers to develop the fuzzy FMEA model. Specifically, we develop fuzzy FMEA to inculcate the best practices for farmers to improve yield and enhance food safety. Through this paper, we identify that musculoskeletal disorders due to bad postures is the most noticeable occupational health hazard; as a result, new techniques and tools are invented and introduced to mitigate this risk. In summary, this is a new attempt to implement a quality and risk assessment tool that contributes toward enhancing rice productivity in Sarawak, and modernizing the local agricultural sector.https://ieeexplore.ieee.org/document/8543779/Borneofuzzy failure mode and effect analysisgenetic algorithmmonotone fuzzy rule relabelingrice productionsafety
collection DOAJ
language English
format Article
sources DOAJ
author Anisia Jati Sang
Kai Meng Tay
Chee Peng Lim
Saeid Nahavandi
spellingShingle Anisia Jati Sang
Kai Meng Tay
Chee Peng Lim
Saeid Nahavandi
Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
IEEE Access
Borneo
fuzzy failure mode and effect analysis
genetic algorithm
monotone fuzzy rule relabeling
rice production
safety
author_facet Anisia Jati Sang
Kai Meng Tay
Chee Peng Lim
Saeid Nahavandi
author_sort Anisia Jati Sang
title Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
title_short Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
title_full Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
title_fullStr Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
title_full_unstemmed Application of a Genetic-Fuzzy FMEA to Rainfed Lowland Rice Production in Sarawak: Environmental, Health, and Safety Perspectives
title_sort application of a genetic-fuzzy fmea to rainfed lowland rice production in sarawak: environmental, health, and safety perspectives
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description Rainfed lowland rice is the most popular choice for rice cultivation in Sarawak, Borneo. In general, rice production in Sarawak consists of seven phases, namely, preparing land, establishing crop, transplanting, managing crop, harvesting, post-harvesting, and milling. Most farmers in Sarawak depend on indigenous knowledge and experience for rice cultivation. In this paper, an improved fuzzy failure mode and effect analysis (FMEA) with genetic algorithm-based design of fuzzy membership functions and monotone fuzzy rules relabeling is employed as a knowledge-based tool for risk analysis and assessment pertaining to rice production in Sarawak. The specific focus is on issues related to the environment as well as health and safety of farmers and consumers. With the support from the Sarawak Government, we analyze useful data and information pertaining to various rice fields from experienced farmers to develop the fuzzy FMEA model. Specifically, we develop fuzzy FMEA to inculcate the best practices for farmers to improve yield and enhance food safety. Through this paper, we identify that musculoskeletal disorders due to bad postures is the most noticeable occupational health hazard; as a result, new techniques and tools are invented and introduced to mitigate this risk. In summary, this is a new attempt to implement a quality and risk assessment tool that contributes toward enhancing rice productivity in Sarawak, and modernizing the local agricultural sector.
topic Borneo
fuzzy failure mode and effect analysis
genetic algorithm
monotone fuzzy rule relabeling
rice production
safety
url https://ieeexplore.ieee.org/document/8543779/
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