IoT and fuzzy logic integration for improved substrate environment management in mushroom cultivation

The current era witnesses the advent of the Internet of Things (IoT), a transformative force giving rise to various technological innovations, most notably connected objects. This paradigm shift catalyzes the widespread adoption of autonomous decision-making systems, particularly in sectors like agr...

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Published in:Smart agricultural technology Vol. 7; p. 100427
Main Authors: Irwanto, Firdaus, Hasan, Umar, Lays, Eric Saputra, De La Croix, Ntivuguruzwa Jean, Mukanyiligira, Didacienne, Sibomana, Louis, Ahmad, Tohari
Format: Journal Article
Language:English
Published: Elsevier B.V 01-03-2024
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Abstract The current era witnesses the advent of the Internet of Things (IoT), a transformative force giving rise to various technological innovations, most notably connected objects. This paradigm shift catalyzes the widespread adoption of autonomous decision-making systems, particularly in sectors like agriculture, where the aim is to amplify productivity. As a result of the agricultural domain, mushrooms have concurrently emerged as a significant component of daily diets, offering additional vitamins and flavor. Despite their popularity, cultivating mushrooms in open environments poses challenges in maintaining optimal environmental conditions, prompting numerous research efforts. Recognizing the inconsistencies in existing approaches to safeguard vital parameters in mushroom farms, this paper introduces an innovative system utilizing intelligent sensors whose real-time records are managed based on the fuzzy sets concept. These sensors, encompassing the Capacitive Soil Moisture Sensor v1.2, DHT22 Sensor, Light Dependent Resistor (LDR sensor), and Passive Infrared Receiver (PIR sensor), collectively capture essential data for decision-making in mushroom farming. Employing fuzzy logic, the system addresses pivotal aspects such as substrate watering, environmental control, light management, and pest detection. Through experimental results, it becomes evident that the proposed system not only exemplifies the potential of IoT technologies in agriculture but also offers a comprehensive and efficient approach to real-time decision-making. By aggregating sensor data, the system proves instrumental in enhancing the quality and yield of mushroom crops, showcasing a promising trajectory for sustainable and technologically driven agricultural practices.
AbstractList The current era witnesses the advent of the Internet of Things (IoT), a transformative force giving rise to various technological innovations, most notably connected objects. This paradigm shift catalyzes the widespread adoption of autonomous decision-making systems, particularly in sectors like agriculture, where the aim is to amplify productivity. As a result of the agricultural domain, mushrooms have concurrently emerged as a significant component of daily diets, offering additional vitamins and flavor. Despite their popularity, cultivating mushrooms in open environments poses challenges in maintaining optimal environmental conditions, prompting numerous research efforts. Recognizing the inconsistencies in existing approaches to safeguard vital parameters in mushroom farms, this paper introduces an innovative system utilizing intelligent sensors whose real-time records are managed based on the fuzzy sets concept. These sensors, encompassing the Capacitive Soil Moisture Sensor v1.2, DHT22 Sensor, Light Dependent Resistor (LDR sensor), and Passive Infrared Receiver (PIR sensor), collectively capture essential data for decision-making in mushroom farming. Employing fuzzy logic, the system addresses pivotal aspects such as substrate watering, environmental control, light management, and pest detection. Through experimental results, it becomes evident that the proposed system not only exemplifies the potential of IoT technologies in agriculture but also offers a comprehensive and efficient approach to real-time decision-making. By aggregating sensor data, the system proves instrumental in enhancing the quality and yield of mushroom crops, showcasing a promising trajectory for sustainable and technologically driven agricultural practices.
ArticleNumber 100427
Author De La Croix, Ntivuguruzwa Jean
Mukanyiligira, Didacienne
Lays, Eric Saputra
Sibomana, Louis
Ahmad, Tohari
Hasan, Umar
Irwanto, Firdaus
Author_xml – sequence: 1
  givenname: Firdaus
  surname: Irwanto
  fullname: Irwanto, Firdaus
  organization: Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
– sequence: 2
  givenname: Umar
  surname: Hasan
  fullname: Hasan, Umar
  organization: Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
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  givenname: Eric Saputra
  surname: Lays
  fullname: Lays, Eric Saputra
  organization: Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
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  givenname: Ntivuguruzwa Jean
  surname: De La Croix
  fullname: De La Croix, Ntivuguruzwa Jean
  organization: Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
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  givenname: Didacienne
  surname: Mukanyiligira
  fullname: Mukanyiligira, Didacienne
  organization: College of Science and Technology, University of Rwanda, Kigali 3900, Rwanda
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  givenname: Louis
  surname: Sibomana
  fullname: Sibomana, Louis
  organization: College of Science and Technology, University of Rwanda, Kigali 3900, Rwanda
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  givenname: Tohari
  orcidid: 0000-0002-3390-0756
  surname: Ahmad
  fullname: Ahmad, Tohari
  email: tohari@its.ac.id
  organization: Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
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Cites_doi 10.1016/j.foodchem.2019.04.049
10.1016/j.measurement.2016.04.050
10.1016/j.ram.2017.08.007
10.3390/rs9111110
10.1155/2015/376387
10.1615/IntJMedMushrooms.v19.i6.60
10.1016/j.techfore.2023.122452
10.1016/j.fbio.2023.103232
10.1007/978-981-16-8739-6_56
10.1016/j.engappai.2023.106034
10.1016/j.compag.2022.106798
10.1016/j.ypmed.2023.107603
10.1063/5.0072870
10.1016/j.jclepro.2019.119902
10.1016/j.jclepro.2021.127001
10.1016/j.ygeno.2017.09.012
10.3390/app12020593
10.1079/9781800620414.0000
10.1016/j.fm.2023.104307
10.1073/pnas.1909909117
10.1016/j.procs.2022.01.199
10.1016/j.tifs.2023.104119
10.1111/jfpp.16066
10.1016/j.ultsonch.2024.106763
10.1016/j.compeleceng.2023.108799
10.1088/1742-6596/1140/1/012002
10.1016/j.eja.2024.127108
10.1016/j.foodchem.2012.04.136
10.1016/j.jfutfo.2022.09.002
10.1016/j.iot.2022.100671
10.3390/fi13050118
10.1016/j.sjbs.2016.12.005
10.1080/10246029.2003.9627566
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Keywords Smart agriculture
Mushroom farming
Fuzzy logic
Internet of things
National food security
Smart sensors
Language English
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References Kassim, Mat, Yusoff (bib0030) 2019
Benyezza, Bouhedda, Rebouh (bib0010) 2021; 302
De La Croix, Didacienne, Louis (bib0018) 2022
Thong-un, Wongsaroj (bib0045) 2022; 195
Chandrappa, Ray, Ashwatha, Shrestha (bib0012) 2023; 21
Dela Cruz, De Leon (bib0020) 2023
Fernandes, Antonio, Oliveira, Martins, Ferreira (bib0024) 2012; 135
Adão, Hruška, Pádua, Bessa, Peres, Morais, Sousa (bib0002) 2017; 9
Krishnan, Julie, Robinson, Raja, Kumar, Thong, Son (bib0032) 2020; 252
Sassine, Y.N. (2021).
Bellettini, Fiorda, Maieves, Teixeira, Ávila, Hornung, Júnior, Ribani (bib0009) 2019; 26
Sulistyanto, Harianto, Nugroho, Retandi, Akbar, Tjahjanti (bib0042) 2018; 197
Cikarge, G.P., & Arifin, F. (2018). Oyster mushrooms humidity control based on fuzzy logic by using Arduino ATMega238 microcontroller.
Haris, Al-Maadeed (bib0026) 2020
Sun, Zhuang, Gu, Zhang, Fan, Ding (bib0043) 2024; 102
Clover (bib0014) 2003; 12
1140, 012002.
Ardabili, Mahmoudi, Gundoshmian, Roshanianfard (bib0006) 2016; 90
.
Al-Ansi, Al-Ansi, Muthanna, Elgendy, Koucheryavy (bib0005) 2021; 13
Goglio, Ponsioen, Carrasco, Milenkovi, Kiwala, Van Mierlo, Helmes, Tei, Oosterkamp, Pérez (bib0025) 2024; 155
(pp. 639–648).
De La Croix, Didacienne, Louis, Philander, Ahmad (bib0019) 2022
Xie, Gong, Zhu, Yan, Hu, Peng (bib0052) 2018; 110
(Y. N. Sassine, Ed.). CABI.
Feng, Xu, Sun, Xia, Hou, Li, Wang, Pan, Li, Zhao, Ren, Xin (bib0023) 2023; 139
Kaewwiset, Yodkhad (bib0029) 2017
Narwane, Gunasekaran, Gardas (bib0036) 2022; 2
Yin, Li, Li (bib0053) 2023; 173
Ahmed, Mahmoud, Hefzy, Liu, Ma (bib0003) 2023; 3
UNCTAD. (2017). The role of science, technology, and innovation in ensuring food security by 2030.
Bellettini, Bellettini, Fiorda, Pedro, Bach, Fabela-Morón, Hoffmann-Ribani (bib0008) 2018; 50
Rahman, Faruq, Hai, Bin, Rahman, Hossain, Hasan, Islam, Moinuddin, Islam, Azad (bib0038) 2022; 7
Talhelm, English (bib0044) 2020; 117
Dedousi, Melanouri, Karayannis, Kaminarides, Diamantopoulou (bib0021) 2023
Scur, da Silva, Mattos, Gonçalves (bib0041) 2023; 191
Vandôme, Leauthaud, Moinard, Sainlez, Mekki, Zairi, Belaud (bib0051) 2023; 4
Monica, M., Sivakumar, P., Isac, S.J., & Ranjitha, K. (2022).
Abougreen, Chakraborty (bib0001) 2021
De La Croix, Ahmad (bib0015) 2023; 24
Turukmane, Pradeepa, Reddy, Suganthi, Riyazuddin, Tallapragada (bib0048) 2023; 27
Aishwarya, R., Yogitha, R., Lakshmanan, L., Maheshwari, M., Suji Helen, L., & Nagarajan, G. (2022).
De La Croix, Ahmad, Han (bib0016) 2023
Khan, Alqahtani, Khan, Alsubai, Binbusayyis, Ch, Yong, Cha (bib0031) 2022; 12
Valverde, Hernández-Pérez, Paredes-López (bib0050) 2015; 2015
Marzuki, Ying (bib0034) 2017; 9
Saranya, Deisy, Sridevi, Anbananthen (bib0039) 2023; 122
Tripathi, Maktedar (bib0047) 2020; 7
Jararweh, Fatima, Jarrah, AlZu'bi (bib0028) 2023; 110
De La Croix, Islamy, Ahmad (bib0017) 2022
Huang, Huang, Purwidyantri, Rahmandita, Tsai (bib0027) 2017; 19
Pacco (bib0037) 2022; 200
040013.
Cervera-Gascó, Pardo, Álvarez-Ortí, López-Mata, Cunha Zied, Pardo-Giménez (bib0011) 2023; 56
Ban, Kim, Kim, Rhee, Choi, Hwang, Kim (bib0007) 2023; 114
Zhou, Sun, Li, Zhu, Tu (bib0054) 2019; 292
Théophile, De La Croix, Ahmad (bib0046) 2023
Li, Ding, Xiang, Kitazawa, Sun, Guo (bib0033) 2021; 45
(bib0022) 2023
Talhelm (10.1016/j.atech.2024.100427_bib0044) 2020; 117
Pacco (10.1016/j.atech.2024.100427_bib0037) 2022; 200
Cervera-Gascó (10.1016/j.atech.2024.100427_bib0011) 2023; 56
Xie (10.1016/j.atech.2024.100427_bib0052) 2018; 110
(10.1016/j.atech.2024.100427_bib0022) 2023
Kaewwiset (10.1016/j.atech.2024.100427_bib0029) 2017
Feng (10.1016/j.atech.2024.100427_bib0023) 2023; 139
Scur (10.1016/j.atech.2024.100427_bib0041) 2023; 191
Adão (10.1016/j.atech.2024.100427_bib0002) 2017; 9
De La Croix (10.1016/j.atech.2024.100427_bib0019) 2022
Jararweh (10.1016/j.atech.2024.100427_bib0028) 2023; 110
10.1016/j.atech.2024.100427_bib0035
Yin (10.1016/j.atech.2024.100427_bib0053) 2023; 173
Chandrappa (10.1016/j.atech.2024.100427_bib0012) 2023; 21
Haris (10.1016/j.atech.2024.100427_bib0026) 2020
Théophile (10.1016/j.atech.2024.100427_bib0046) 2023
Fernandes (10.1016/j.atech.2024.100427_bib0024) 2012; 135
Saranya (10.1016/j.atech.2024.100427_bib0039) 2023; 122
Ahmed (10.1016/j.atech.2024.100427_bib0003) 2023; 3
De La Croix (10.1016/j.atech.2024.100427_bib0016) 2023
Vandôme (10.1016/j.atech.2024.100427_bib0051) 2023; 4
Krishnan (10.1016/j.atech.2024.100427_bib0032) 2020; 252
Marzuki (10.1016/j.atech.2024.100427_bib0034) 2017; 9
Khan (10.1016/j.atech.2024.100427_bib0031) 2022; 12
Li (10.1016/j.atech.2024.100427_bib0033) 2021; 45
Abougreen (10.1016/j.atech.2024.100427_bib0001) 2021
10.1016/j.atech.2024.100427_bib0004
Sun (10.1016/j.atech.2024.100427_bib0043) 2024; 102
10.1016/j.atech.2024.100427_bib0040
Sulistyanto (10.1016/j.atech.2024.100427_bib0042) 2018; 197
Ardabili (10.1016/j.atech.2024.100427_bib0006) 2016; 90
Clover (10.1016/j.atech.2024.100427_bib0014) 2003; 12
Dedousi (10.1016/j.atech.2024.100427_bib0021) 2023
Benyezza (10.1016/j.atech.2024.100427_bib0010) 2021; 302
10.1016/j.atech.2024.100427_bib0049
Dela Cruz (10.1016/j.atech.2024.100427_bib0020) 2023
Bellettini (10.1016/j.atech.2024.100427_bib0009) 2019; 26
Valverde (10.1016/j.atech.2024.100427_bib0050) 2015; 2015
10.1016/j.atech.2024.100427_bib0013
De La Croix (10.1016/j.atech.2024.100427_bib0017) 2022
Huang (10.1016/j.atech.2024.100427_bib0027) 2017; 19
Al-Ansi (10.1016/j.atech.2024.100427_bib0005) 2021; 13
Kassim (10.1016/j.atech.2024.100427_bib0030) 2019
De La Croix (10.1016/j.atech.2024.100427_bib0015) 2023; 24
Narwane (10.1016/j.atech.2024.100427_bib0036) 2022; 2
Thong-un (10.1016/j.atech.2024.100427_bib0045) 2022; 195
Zhou (10.1016/j.atech.2024.100427_bib0054) 2019; 292
Rahman (10.1016/j.atech.2024.100427_bib0038) 2022; 7
Turukmane (10.1016/j.atech.2024.100427_bib0048) 2023; 27
Bellettini (10.1016/j.atech.2024.100427_bib0008) 2018; 50
De La Croix (10.1016/j.atech.2024.100427_bib0018) 2022
Ban (10.1016/j.atech.2024.100427_bib0007) 2023; 114
Tripathi (10.1016/j.atech.2024.100427_bib0047) 2020; 7
Goglio (10.1016/j.atech.2024.100427_bib0025) 2024; 155
References_xml – volume: 56
  year: 2023
  ident: bib0011
  article-title: An intelligent mushroom strain selection model based on their quality characteristics
  publication-title: Food Biosci.
  contributor:
    fullname: Pardo-Giménez
– volume: 173
  year: 2023
  ident: bib0053
  article-title: Application of Internet of Things data processing based on machine learning in community sports detection
  publication-title: Prev. Med.
  contributor:
    fullname: Li
– volume: 7
  start-page: 183
  year: 2020
  end-page: 203
  ident: bib0047
  article-title: A role of computer vision in fruits and vegetables among various horticulture products of agriculture fields: a survey
  publication-title: Inf. Process. Agric.
  contributor:
    fullname: Maktedar
– year: 2023
  ident: bib0021
  article-title: Utilization of spent substrates and waste products of mushroom cultivation to produce new crops of
  publication-title: Carbon Resour. Conver.
  contributor:
    fullname: Diamantopoulou
– volume: 3
  start-page: 8
  year: 2023
  end-page: 15
  ident: bib0003
  article-title: Overview of the edible mushrooms in Egypt
  publication-title: J. Future Foods
  contributor:
    fullname: Ma
– volume: 110
  year: 2023
  ident: bib0028
  article-title: Smart and sustainable agriculture: fundamentals, enabling technologies, and future directions
  publication-title: Comput. Electr. Eng.
  contributor:
    fullname: AlZu'bi
– volume: 114
  year: 2023
  ident: bib0007
  article-title: Microbial succession during button mushroom (
  publication-title: Food Microbiol.
  contributor:
    fullname: Kim
– volume: 13
  start-page: 118
  year: 2021
  ident: bib0005
  article-title: Survey on intelligence edge computing in 6G: characteristics, challenges, potential use cases, and market drivers
  publication-title: Future Internet
  contributor:
    fullname: Koucheryavy
– volume: 252
  year: 2020
  ident: bib0032
  article-title: Fuzzy logic-based smart irrigation system using Internet of Things
  publication-title: J. Clean. Prod.
  contributor:
    fullname: Son
– volume: 139
  year: 2023
  ident: bib0023
  article-title: The Effect of light on preharvest and post-harvest edible mushroom quality and its action mechanism: a review
  publication-title: Trends Food Sci. Technol.
  contributor:
    fullname: Xin
– volume: 110
  start-page: 201
  year: 2018
  end-page: 209
  ident: bib0052
  article-title: Comparative transcriptomics of
  publication-title: Genomics
  contributor:
    fullname: Peng
– volume: 4
  year: 2023
  ident: bib0051
  article-title: Making technological innovations accessible to agricultural water management: design a low-cost wireless sensor network for drip irrigation monitoring in Tunisia
  publication-title: Smart Agric. Technol.
  contributor:
    fullname: Belaud
– volume: 27
  year: 2023
  ident: bib0048
  article-title: Smart farming using cloud based IoT data analytics
  publication-title: Measurement: Sensors
  contributor:
    fullname: Tallapragada
– volume: 12
  start-page: 593
  year: 2022
  ident: bib0031
  article-title: Cucumber leaf diseases recognition using multi-level deep entropy-ELM feature selection
  publication-title: Appl. Sci.
  contributor:
    fullname: Cha
– volume: 2
  year: 2022
  ident: bib0036
  article-title: Unlocking adoption challenges of IoT in Indian agricultural and food supply chain
  publication-title: Smart Agric. Technol.
  contributor:
    fullname: Gardas
– volume: 19
  start-page: 547
  year: 2017
  end-page: 560
  ident: bib0027
  article-title: Effect of pulsed light irradiation on bioactive, nonvolatile components and antioxidant properties of caterpillar medicinal mushroom
  publication-title: Int. J. Med. Mushrooms
  contributor:
    fullname: Tsai
– volume: 50
  start-page: 216
  year: 2018
  end-page: 226
  ident: bib0008
  article-title: Diseases and pests noxious to
  publication-title: Rev. Argentina Microbiol.
  contributor:
    fullname: Hoffmann-Ribani
– start-page: 1
  year: 2022
  end-page: 6
  ident: bib0018
  article-title: Fuzzy logic-based shiitake mushroom farm control for harvest enhancement
  publication-title: 2022
  contributor:
    fullname: Louis
– volume: 135
  start-page: 641
  year: 2012
  end-page: 650
  ident: bib0024
  article-title: Effect of gamma and electron beam irradiation on mushrooms' physico-chemical and nutritional properties: a review
  publication-title: Food Chem.
  contributor:
    fullname: Ferreira
– volume: 45
  year: 2021
  ident: bib0033
  article-title: Effects of light irradiation on the textural properties and energy metabolism of post-harvest shiitake mushrooms (
  publication-title: J. Food Process. Preserv.
  contributor:
    fullname: Guo
– volume: 200
  start-page: 1
  year: 2022
  end-page: 12
  ident: bib0037
  article-title: Simulation of temperature control and irrigation time in the production of tulips using Fuzzy logic
  publication-title: Procedia Comput. Sci.
  contributor:
    fullname: Pacco
– volume: 90
  start-page: 127
  year: 2016
  end-page: 134
  ident: bib0006
  article-title: Modeling and comparison of fuzzy and on/off controller in a mushroom growing hall
  publication-title: Measurement
  contributor:
    fullname: Roshanianfard
– volume: 197
  start-page: 15002
  year: 2018
  ident: bib0042
  article-title: The controlling and monitoring system in oyster mushroom cultivation using fuzzy logic through web technology integrated with the Internet of Things
  publication-title: MATEC Web of Conferences
  contributor:
    fullname: Tjahjanti
– volume: 122
  year: 2023
  ident: bib0039
  article-title: A comparative study of deep learning and the Internet of Things for precision agriculture
  publication-title: Eng. Appl. Artif. Intell.
  contributor:
    fullname: Anbananthen
– year: 2022
  ident: bib0017
  article-title: Secret message protection using fuzzy logic and difference expansion in digital images
  publication-title: Proceedings of the 2022 IEEE Nigeria 4th International Conference on Disruptive Technologies for Sustainable Development, NIGERCON 2022
  contributor:
    fullname: Ahmad
– volume: 9
  start-page: 17
  year: 2017
  end-page: 28
  ident: bib0034
  article-title: Environmental monitoring and controlling system for mushroom farm with online interface
  publication-title: Int. J. Comput. Sci. Inf. Technol.
  contributor:
    fullname: Ying
– start-page: 367
  year: 2020
  end-page: 371
  ident: bib0026
  article-title: Integrating blockchain technology in 5G enabled IoT: a review
  publication-title: 2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT)
  contributor:
    fullname: Al-Maadeed
– start-page: 1
  year: 2023
  end-page: 6
  ident: bib0046
  article-title: Fuzzy logic-based steganographic scheme for high payload capacity with high imperceptibility
  publication-title: 2023 11th International Symposium on Digital Forensics and Security (ISDFS)
  contributor:
    fullname: Ahmad
– volume: 26
  start-page: 633
  year: 2019
  end-page: 646
  ident: bib0009
  article-title: Factors affecting mushroom
  publication-title: Saudi J. Biol. Sci.
  contributor:
    fullname: Ribani
– volume: 292
  start-page: 294
  year: 2019
  end-page: 303
  ident: bib0054
  article-title: Post-harvest hot air and UV-C treatments enhance aroma-related volatiles by simulating the lipoxygenase pathway in peaches during cold storage
  publication-title: Food Chem.
  contributor:
    fullname: Tu
– start-page: 257
  year: 2021
  end-page: 279
  ident: bib0001
  article-title: Applications of machine learning and Internet of Things in agriculture
  publication-title: Green Technological Innovation for Sustainable Smart Societies
  contributor:
    fullname: Chakraborty
– volume: 24
  year: 2023
  ident: bib0015
  article-title: Toward secret data location via fuzzy logic and convolutional neural network
  publication-title: Egypt. Inform. J.
  contributor:
    fullname: Ahmad
– start-page: 271
  year: 2023
  end-page: 292
  ident: bib0020
  article-title: Edible mushrooms of the Philippines: traditional knowledge, bioactivities, mycochemicals, and in vitro cultivation
  publication-title: Mycology in the Tropics
  contributor:
    fullname: De Leon
– volume: 102
  year: 2024
  ident: bib0043
  article-title: A comprehensive review of the application of ultrasonication in the production and processing of edible mushrooms: drying, extraction of bioactive compounds, and post-harvest preservation
  publication-title: Ultrason. Sonochem.
  contributor:
    fullname: Ding
– volume: 7
  year: 2022
  ident: bib0038
  article-title: IoT-enabled mushroom farm automation with machine learning to classify toxic mushrooms in Bangladesh
  publication-title: J. Agric. Food Res.
  contributor:
    fullname: Azad
– volume: 21
  year: 2023
  ident: bib0012
  article-title: Spatiotemporal modeling to predict soil moisture for sustainable smart irrigation
  publication-title: Internet Things
  contributor:
    fullname: Shrestha
– volume: 155
  year: 2024
  ident: bib0025
  article-title: An environmental assessment of
  publication-title: Eur. J. Agron.
  contributor:
    fullname: Pérez
– volume: 2015
  start-page: 1
  year: 2015
  end-page: 14
  ident: bib0050
  article-title: Edible mushrooms: improving human health and promoting quality life
  publication-title: Int. J. Microbiol.
  contributor:
    fullname: Paredes-López
– volume: 302
  year: 2021
  ident: bib0010
  article-title: Zoning irrigation smart system based on fuzzy control technology and IoT for water and energy saving
  publication-title: J Clean Prod
  contributor:
    fullname: Rebouh
– start-page: 396
  year: 2017
  end-page: 399
  ident: bib0029
  article-title: The automatic temperature and humidity control system uses a fuzzy logic algorithm for mushroom nurseries
  publication-title: 2017 International Conference on Digital Arts, Media and Technology (ICDAMT)
  contributor:
    fullname: Yodkhad
– volume: 12
  start-page: 5
  year: 2003
  end-page: 15
  ident: bib0014
  article-title: Food security in sub-Saharan Africa
  publication-title: Afr. Secur. Rev.
  contributor:
    fullname: Clover
– volume: 117
  start-page: 19816
  year: 2020
  end-page: 19824
  ident: bib0044
  article-title: Historically, rice-farming societies have tighter social norms in China and worldwide
  publication-title: Proc. Natl. Acad. Sci.
  contributor:
    fullname: English
– start-page: 1
  year: 2023
  ident: bib0016
  article-title: Enhancing secret data detection using convolutional neural networks with fuzzy edge detection
  publication-title: IEEE Access
  contributor:
    fullname: Han
– volume: 195
  year: 2022
  ident: bib0045
  article-title: Productivity enhancement using low-cost smart wireless programmable logic controllers: a case study of an oyster mushroom farm
  publication-title: Comput. Electron. Agric.
  contributor:
    fullname: Wongsaroj
– start-page: 1
  year: 2019
  end-page: 6
  ident: bib0030
  article-title: Applications of Internet of Things in mushroom farm management
  publication-title: 2019 13th International Conference on Sensing Technology (ICST)
  contributor:
    fullname: Yusoff
– volume: 9
  start-page: 1110
  year: 2017
  ident: bib0002
  article-title: Hyperspectral imaging: a review on UAV-based sensors, data processing and applications for agriculture and forestry
  publication-title: Remote Sens.
  contributor:
    fullname: Sousa
– start-page: 1
  year: 2022
  end-page: 6
  ident: bib0019
  article-title: Internet of Things based controlled environment to produce shiitake mushroom
  publication-title: 2022 IEEE International Conference on Blockchain and Distributed Systems Security (ICBDS)
  contributor:
    fullname: Ahmad
– volume: 191
  year: 2023
  ident: bib0041
  article-title: Analysis of IoT adoption for vegetable crop cultivation: multiple case studies
  publication-title: Technol Forecast Soc Change
  contributor:
    fullname: Gonçalves
– year: 2023
  ident: bib0022
  article-title: The state of food security and nutrition in the world 2023
  publication-title: The State of Food Security and Nutrition in the World 2023
– volume: 292
  start-page: 294
  year: 2019
  ident: 10.1016/j.atech.2024.100427_bib0054
  article-title: Post-harvest hot air and UV-C treatments enhance aroma-related volatiles by simulating the lipoxygenase pathway in peaches during cold storage
  publication-title: Food Chem.
  doi: 10.1016/j.foodchem.2019.04.049
  contributor:
    fullname: Zhou
– year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0022
  article-title: The state of food security and nutrition in the world 2023
– start-page: 1
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0046
  article-title: Fuzzy logic-based steganographic scheme for high payload capacity with high imperceptibility
  contributor:
    fullname: Théophile
– start-page: 396
  year: 2017
  ident: 10.1016/j.atech.2024.100427_bib0029
  article-title: The automatic temperature and humidity control system uses a fuzzy logic algorithm for mushroom nurseries
  contributor:
    fullname: Kaewwiset
– volume: 90
  start-page: 127
  year: 2016
  ident: 10.1016/j.atech.2024.100427_bib0006
  article-title: Modeling and comparison of fuzzy and on/off controller in a mushroom growing hall
  publication-title: Measurement
  doi: 10.1016/j.measurement.2016.04.050
  contributor:
    fullname: Ardabili
– start-page: 1
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0016
  article-title: Enhancing secret data detection using convolutional neural networks with fuzzy edge detection
  publication-title: IEEE Access
  contributor:
    fullname: De La Croix
– volume: 50
  start-page: 216
  issue: 2
  year: 2018
  ident: 10.1016/j.atech.2024.100427_bib0008
  article-title: Diseases and pests noxious to Pleurotus spp. mushroom crops
  publication-title: Rev. Argentina Microbiol.
  doi: 10.1016/j.ram.2017.08.007
  contributor:
    fullname: Bellettini
– volume: 9
  start-page: 1110
  issue: 11
  year: 2017
  ident: 10.1016/j.atech.2024.100427_bib0002
  article-title: Hyperspectral imaging: a review on UAV-based sensors, data processing and applications for agriculture and forestry
  publication-title: Remote Sens.
  doi: 10.3390/rs9111110
  contributor:
    fullname: Adão
– volume: 2015
  start-page: 1
  year: 2015
  ident: 10.1016/j.atech.2024.100427_bib0050
  article-title: Edible mushrooms: improving human health and promoting quality life
  publication-title: Int. J. Microbiol.
  doi: 10.1155/2015/376387
  contributor:
    fullname: Valverde
– start-page: 1
  year: 2019
  ident: 10.1016/j.atech.2024.100427_bib0030
  article-title: Applications of Internet of Things in mushroom farm management
  contributor:
    fullname: Kassim
– volume: 197
  start-page: 15002
  year: 2018
  ident: 10.1016/j.atech.2024.100427_bib0042
  article-title: The controlling and monitoring system in oyster mushroom cultivation using fuzzy logic through web technology integrated with the Internet of Things
  contributor:
    fullname: Sulistyanto
– volume: 19
  start-page: 547
  issue: 6
  year: 2017
  ident: 10.1016/j.atech.2024.100427_bib0027
  article-title: Effect of pulsed light irradiation on bioactive, nonvolatile components and antioxidant properties of caterpillar medicinal mushroom Cordyceps militaris (Ascomycetes)
  publication-title: Int. J. Med. Mushrooms
  doi: 10.1615/IntJMedMushrooms.v19.i6.60
  contributor:
    fullname: Huang
– volume: 191
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0041
  article-title: Analysis of IoT adoption for vegetable crop cultivation: multiple case studies
  publication-title: Technol Forecast Soc Change
  doi: 10.1016/j.techfore.2023.122452
  contributor:
    fullname: Scur
– volume: 56
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0011
  article-title: An intelligent mushroom strain selection model based on their quality characteristics
  publication-title: Food Biosci.
  doi: 10.1016/j.fbio.2023.103232
  contributor:
    fullname: Cervera-Gascó
– start-page: 1
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0018
  article-title: Fuzzy logic-based shiitake mushroom farm control for harvest enhancement
  contributor:
    fullname: De La Croix
– ident: 10.1016/j.atech.2024.100427_bib0004
  doi: 10.1007/978-981-16-8739-6_56
– volume: 24
  issue: 3
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0015
  article-title: Toward secret data location via fuzzy logic and convolutional neural network
  publication-title: Egypt. Inform. J.
  contributor:
    fullname: De La Croix
– volume: 122
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0039
  article-title: A comparative study of deep learning and the Internet of Things for precision agriculture
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2023.106034
  contributor:
    fullname: Saranya
– volume: 195
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0045
  article-title: Productivity enhancement using low-cost smart wireless programmable logic controllers: a case study of an oyster mushroom farm
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2022.106798
  contributor:
    fullname: Thong-un
– volume: 173
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0053
  article-title: Application of Internet of Things data processing based on machine learning in community sports detection
  publication-title: Prev. Med.
  doi: 10.1016/j.ypmed.2023.107603
  contributor:
    fullname: Yin
– year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0021
  article-title: Utilization of spent substrates and waste products of mushroom cultivation to produce new crops of Pleurotus ostreatus, Pleurotus eryngii and Agaricus bisporus
  publication-title: Carbon Resour. Conver.
  contributor:
    fullname: Dedousi
– ident: 10.1016/j.atech.2024.100427_bib0035
  doi: 10.1063/5.0072870
– volume: 252
  year: 2020
  ident: 10.1016/j.atech.2024.100427_bib0032
  article-title: Fuzzy logic-based smart irrigation system using Internet of Things
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2019.119902
  contributor:
    fullname: Krishnan
– volume: 302
  year: 2021
  ident: 10.1016/j.atech.2024.100427_bib0010
  article-title: Zoning irrigation smart system based on fuzzy control technology and IoT for water and energy saving
  publication-title: J Clean Prod
  doi: 10.1016/j.jclepro.2021.127001
  contributor:
    fullname: Benyezza
– volume: 7
  start-page: 183
  issue: 2
  year: 2020
  ident: 10.1016/j.atech.2024.100427_bib0047
  article-title: A role of computer vision in fruits and vegetables among various horticulture products of agriculture fields: a survey
  publication-title: Inf. Process. Agric.
  contributor:
    fullname: Tripathi
– start-page: 271
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0020
  article-title: Edible mushrooms of the Philippines: traditional knowledge, bioactivities, mycochemicals, and in vitro cultivation
  contributor:
    fullname: Dela Cruz
– volume: 4
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0051
  article-title: Making technological innovations accessible to agricultural water management: design a low-cost wireless sensor network for drip irrigation monitoring in Tunisia
  publication-title: Smart Agric. Technol.
  contributor:
    fullname: Vandôme
– volume: 110
  start-page: 201
  issue: 3
  year: 2018
  ident: 10.1016/j.atech.2024.100427_bib0052
  article-title: Comparative transcriptomics of Pleurotus eryngii reveals blue-light regulation of carbohydrate-active enzymes (CAZymes) expression at primordium differentiated into fruiting body stage
  publication-title: Genomics
  doi: 10.1016/j.ygeno.2017.09.012
  contributor:
    fullname: Xie
– start-page: 1
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0019
  article-title: Internet of Things based controlled environment to produce shiitake mushroom
  contributor:
    fullname: De La Croix
– volume: 12
  start-page: 593
  issue: 2
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0031
  article-title: Cucumber leaf diseases recognition using multi-level deep entropy-ELM feature selection
  publication-title: Appl. Sci.
  doi: 10.3390/app12020593
  contributor:
    fullname: Khan
– ident: 10.1016/j.atech.2024.100427_bib0040
  doi: 10.1079/9781800620414.0000
– volume: 114
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0007
  article-title: Microbial succession during button mushroom (Agaricus bisporus) production evaluated via high-throughput sequencing
  publication-title: Food Microbiol.
  doi: 10.1016/j.fm.2023.104307
  contributor:
    fullname: Ban
– volume: 9
  start-page: 17
  issue: 4
  year: 2017
  ident: 10.1016/j.atech.2024.100427_bib0034
  article-title: Environmental monitoring and controlling system for mushroom farm with online interface
  publication-title: Int. J. Comput. Sci. Inf. Technol.
  contributor:
    fullname: Marzuki
– volume: 117
  start-page: 19816
  issue: 33
  year: 2020
  ident: 10.1016/j.atech.2024.100427_bib0044
  article-title: Historically, rice-farming societies have tighter social norms in China and worldwide
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.1909909117
  contributor:
    fullname: Talhelm
– volume: 200
  start-page: 1
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0037
  article-title: Simulation of temperature control and irrigation time in the production of tulips using Fuzzy logic
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2022.01.199
  contributor:
    fullname: Pacco
– volume: 139
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0023
  article-title: The Effect of light on preharvest and post-harvest edible mushroom quality and its action mechanism: a review
  publication-title: Trends Food Sci. Technol.
  doi: 10.1016/j.tifs.2023.104119
  contributor:
    fullname: Feng
– volume: 45
  issue: 12
  year: 2021
  ident: 10.1016/j.atech.2024.100427_bib0033
  article-title: Effects of light irradiation on the textural properties and energy metabolism of post-harvest shiitake mushrooms (Lentinula edodes)
  publication-title: J. Food Process. Preserv.
  doi: 10.1111/jfpp.16066
  contributor:
    fullname: Li
– volume: 102
  year: 2024
  ident: 10.1016/j.atech.2024.100427_bib0043
  article-title: A comprehensive review of the application of ultrasonication in the production and processing of edible mushrooms: drying, extraction of bioactive compounds, and post-harvest preservation
  publication-title: Ultrason. Sonochem.
  doi: 10.1016/j.ultsonch.2024.106763
  contributor:
    fullname: Sun
– volume: 110
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0028
  article-title: Smart and sustainable agriculture: fundamentals, enabling technologies, and future directions
  publication-title: Comput. Electr. Eng.
  doi: 10.1016/j.compeleceng.2023.108799
  contributor:
    fullname: Jararweh
– ident: 10.1016/j.atech.2024.100427_bib0013
  doi: 10.1088/1742-6596/1140/1/012002
– volume: 155
  year: 2024
  ident: 10.1016/j.atech.2024.100427_bib0025
  article-title: An environmental assessment of Agaricus bisporus ((J.E.Lange) Imbach) mushroom production systems across Europe
  publication-title: Eur. J. Agron.
  doi: 10.1016/j.eja.2024.127108
  contributor:
    fullname: Goglio
– volume: 135
  start-page: 641
  issue: 2
  year: 2012
  ident: 10.1016/j.atech.2024.100427_bib0024
  article-title: Effect of gamma and electron beam irradiation on mushrooms' physico-chemical and nutritional properties: a review
  publication-title: Food Chem.
  doi: 10.1016/j.foodchem.2012.04.136
  contributor:
    fullname: Fernandes
– volume: 3
  start-page: 8
  issue: 1
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0003
  article-title: Overview of the edible mushrooms in Egypt
  publication-title: J. Future Foods
  doi: 10.1016/j.jfutfo.2022.09.002
  contributor:
    fullname: Ahmed
– volume: 21
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0012
  article-title: Spatiotemporal modeling to predict soil moisture for sustainable smart irrigation
  publication-title: Internet Things
  doi: 10.1016/j.iot.2022.100671
  contributor:
    fullname: Chandrappa
– volume: 13
  start-page: 118
  issue: 5
  year: 2021
  ident: 10.1016/j.atech.2024.100427_bib0005
  article-title: Survey on intelligence edge computing in 6G: characteristics, challenges, potential use cases, and market drivers
  publication-title: Future Internet
  doi: 10.3390/fi13050118
  contributor:
    fullname: Al-Ansi
– start-page: 367
  year: 2020
  ident: 10.1016/j.atech.2024.100427_bib0026
  article-title: Integrating blockchain technology in 5G enabled IoT: a review
  contributor:
    fullname: Haris
– volume: 26
  start-page: 633
  issue: 4
  year: 2019
  ident: 10.1016/j.atech.2024.100427_bib0009
  article-title: Factors affecting mushroom Pleurotus spp
  publication-title: Saudi J. Biol. Sci.
  doi: 10.1016/j.sjbs.2016.12.005
  contributor:
    fullname: Bellettini
– volume: 7
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0038
  article-title: IoT-enabled mushroom farm automation with machine learning to classify toxic mushrooms in Bangladesh
  publication-title: J. Agric. Food Res.
  contributor:
    fullname: Rahman
– start-page: 257
  year: 2021
  ident: 10.1016/j.atech.2024.100427_bib0001
  article-title: Applications of machine learning and Internet of Things in agriculture
  contributor:
    fullname: Abougreen
– volume: 27
  year: 2023
  ident: 10.1016/j.atech.2024.100427_bib0048
  article-title: Smart farming using cloud based IoT data analytics
  publication-title: Measurement: Sensors
  contributor:
    fullname: Turukmane
– volume: 12
  start-page: 5
  issue: 1
  year: 2003
  ident: 10.1016/j.atech.2024.100427_bib0014
  article-title: Food security in sub-Saharan Africa
  publication-title: Afr. Secur. Rev.
  doi: 10.1080/10246029.2003.9627566
  contributor:
    fullname: Clover
– volume: 2
  year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0036
  article-title: Unlocking adoption challenges of IoT in Indian agricultural and food supply chain
  publication-title: Smart Agric. Technol.
  contributor:
    fullname: Narwane
– year: 2022
  ident: 10.1016/j.atech.2024.100427_bib0017
  article-title: Secret message protection using fuzzy logic and difference expansion in digital images
  contributor:
    fullname: De La Croix
– ident: 10.1016/j.atech.2024.100427_bib0049
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Snippet The current era witnesses the advent of the Internet of Things (IoT), a transformative force giving rise to various technological innovations, most notably...
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elsevier
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StartPage 100427
SubjectTerms Fuzzy logic
Internet of things
Mushroom farming
National food security
Smart agriculture
Smart sensors
Title IoT and fuzzy logic integration for improved substrate environment management in mushroom cultivation
URI https://dx.doi.org/10.1016/j.atech.2024.100427
https://doaj.org/article/3698634374b445139a24558dc5176766
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