Agent-Based Modeling and Simulation for Farmer Decision Making Article Swipe
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.22219/jtiumm.vol25.no2.119-130
Shallots are a highly demanded, perishable commodity whose fluctuating prices pose significant risks to farmers, affecting their income stability. This research aims to model and simulate the selling decisions of shallot farmers using Agent-Based Modeling (ABM). The model represents the individual behaviors of farmers and buyers, focusing on decisions to either delay or immediately sell harvested shallots. Key variables such as market prices, inventory levels, and profit expectations were incorporated into the model. Primary data were collected from observations of shallot farmers in Nganjuk, East Java. In contrast, secondary data were sourced from the Indonesian Central Statistics Agency (BPS). The simulation results indicate farmers maximize their profits by selling shallots when the minimum sales profit margin reaches 20%. Farmers tend to postpone sales when market prices fall by drying the shallots, reducing market supply, and elevating prices. The study concludes that delaying sales can be an effective strategy to stabilize prices and enhance profitability, particularly when dried shallots command higher prices than fresh ones. These findings offer valuable insights for developing agricultural policies to optimize farmers' income while mitigating price volatility risks.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.22219/jtiumm.vol25.no2.119-130
- OA Status
- diamond
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4403872170
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4403872170Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.22219/jtiumm.vol25.no2.119-130Digital Object Identifier
- Title
-
Agent-Based Modeling and Simulation for Farmer Decision MakingWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-08-31Full publication date if available
- Authors
-
Nila Nurlina, Dhanan Sarwo Utomo, Tri Retno Setiyawati, Masculine Muhammad MuqorobinList of authors in order
- Landing page
-
https://doi.org/10.22219/jtiumm.vol25.no2.119-130Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
diamondOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.22219/jtiumm.vol25.no2.119-130Direct OA link when available
- Concepts
-
Computer science, Simulation modeling, Management science, Engineering, Mathematics, Mathematical economicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4403872170 |
|---|---|
| doi | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| ids.doi | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| ids.openalex | https://openalex.org/W4403872170 |
| fwci | 0.0 |
| type | article |
| title | Agent-Based Modeling and Simulation for Farmer Decision Making |
| biblio.issue | 2 |
| biblio.volume | 25 |
| biblio.last_page | 130 |
| biblio.first_page | 119 |
| topics[0].id | https://openalex.org/T12093 |
| topics[0].field.id | https://openalex.org/fields/11 |
| topics[0].field.display_name | Agricultural and Biological Sciences |
| topics[0].score | 0.2703000009059906 |
| topics[0].domain.id | https://openalex.org/domains/1 |
| topics[0].domain.display_name | Life Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1110 |
| topics[0].subfield.display_name | Plant Science |
| topics[0].display_name | Greenhouse Technology and Climate Control |
| topics[1].id | https://openalex.org/T12486 |
| topics[1].field.id | https://openalex.org/fields/11 |
| topics[1].field.display_name | Agricultural and Biological Sciences |
| topics[1].score | 0.23100000619888306 |
| topics[1].domain.id | https://openalex.org/domains/1 |
| topics[1].domain.display_name | Life Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1106 |
| topics[1].subfield.display_name | Food Science |
| topics[1].display_name | Food Supply Chain Traceability |
| topics[2].id | https://openalex.org/T12896 |
| topics[2].field.id | https://openalex.org/fields/23 |
| topics[2].field.display_name | Environmental Science |
| topics[2].score | 0.22439999878406525 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2304 |
| topics[2].subfield.display_name | Environmental Chemistry |
| topics[2].display_name | Sustainable Agricultural Systems Analysis |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C41008148 |
| concepts[0].level | 0 |
| concepts[0].score | 0.4949135184288025 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[0].display_name | Computer science |
| concepts[1].id | https://openalex.org/C108215451 |
| concepts[1].level | 2 |
| concepts[1].score | 0.4177471697330475 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q7263963 |
| concepts[1].display_name | Simulation modeling |
| concepts[2].id | https://openalex.org/C539667460 |
| concepts[2].level | 1 |
| concepts[2].score | 0.3738769292831421 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q2414942 |
| concepts[2].display_name | Management science |
| concepts[3].id | https://openalex.org/C127413603 |
| concepts[3].level | 0 |
| concepts[3].score | 0.20299425721168518 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q11023 |
| concepts[3].display_name | Engineering |
| concepts[4].id | https://openalex.org/C33923547 |
| concepts[4].level | 0 |
| concepts[4].score | 0.1500220000743866 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q395 |
| concepts[4].display_name | Mathematics |
| concepts[5].id | https://openalex.org/C144237770 |
| concepts[5].level | 1 |
| concepts[5].score | 0.08131247758865356 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q747534 |
| concepts[5].display_name | Mathematical economics |
| keywords[0].id | https://openalex.org/keywords/computer-science |
| keywords[0].score | 0.4949135184288025 |
| keywords[0].display_name | Computer science |
| keywords[1].id | https://openalex.org/keywords/simulation-modeling |
| keywords[1].score | 0.4177471697330475 |
| keywords[1].display_name | Simulation modeling |
| keywords[2].id | https://openalex.org/keywords/management-science |
| keywords[2].score | 0.3738769292831421 |
| keywords[2].display_name | Management science |
| keywords[3].id | https://openalex.org/keywords/engineering |
| keywords[3].score | 0.20299425721168518 |
| keywords[3].display_name | Engineering |
| keywords[4].id | https://openalex.org/keywords/mathematics |
| keywords[4].score | 0.1500220000743866 |
| keywords[4].display_name | Mathematics |
| keywords[5].id | https://openalex.org/keywords/mathematical-economics |
| keywords[5].score | 0.08131247758865356 |
| keywords[5].display_name | Mathematical economics |
| language | en |
| locations[0].id | doi:10.22219/jtiumm.vol25.no2.119-130 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4210180798 |
| locations[0].source.issn | 1978-1431, 2527-4112 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 1978-1431 |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | True |
| locations[0].source.display_name | Jurnal Teknik Industri |
| locations[0].source.host_organization | https://openalex.org/P4310315015 |
| locations[0].source.host_organization_name | Petra Christian University |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310315015 |
| locations[0].license | cc-by-sa |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by-sa |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Jurnal Teknik Industri |
| locations[0].landing_page_url | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| indexed_in | crossref, doaj |
| authorships[0].author.id | https://openalex.org/A5098809407 |
| authorships[0].author.orcid | |
| authorships[0].author.display_name | Nila Nurlina |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Nila Nurlina |
| authorships[0].is_corresponding | False |
| authorships[1].author.id | https://openalex.org/A5026082141 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-4232-5183 |
| authorships[1].author.display_name | Dhanan Sarwo Utomo |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Dhanan S Utomo |
| authorships[1].is_corresponding | False |
| authorships[2].author.id | https://openalex.org/A5098809408 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Tri Retno Setiyawati |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Tri Retno Setiyawati |
| authorships[2].is_corresponding | False |
| authorships[3].author.id | https://openalex.org/A5114447363 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Masculine Muhammad Muqorobin |
| authorships[3].author_position | last |
| authorships[3].raw_author_name | Masculine Muhammad Muqorobin |
| authorships[3].is_corresponding | False |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| open_access.oa_status | diamond |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Agent-Based Modeling and Simulation for Farmer Decision Making |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T12093 |
| primary_topic.field.id | https://openalex.org/fields/11 |
| primary_topic.field.display_name | Agricultural and Biological Sciences |
| primary_topic.score | 0.2703000009059906 |
| primary_topic.domain.id | https://openalex.org/domains/1 |
| primary_topic.domain.display_name | Life Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1110 |
| primary_topic.subfield.display_name | Plant Science |
| primary_topic.display_name | Greenhouse Technology and Climate Control |
| related_works | https://openalex.org/W4391375266, https://openalex.org/W2899084033, https://openalex.org/W2748952813, https://openalex.org/W2390279801, https://openalex.org/W4391913857, https://openalex.org/W2358668433, https://openalex.org/W4396701345, https://openalex.org/W2376932109, https://openalex.org/W2001405890, https://openalex.org/W1512708150 |
| cited_by_count | 0 |
| locations_count | 1 |
| best_oa_location.id | doi:10.22219/jtiumm.vol25.no2.119-130 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4210180798 |
| best_oa_location.source.issn | 1978-1431, 2527-4112 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 1978-1431 |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | True |
| best_oa_location.source.display_name | Jurnal Teknik Industri |
| best_oa_location.source.host_organization | https://openalex.org/P4310315015 |
| best_oa_location.source.host_organization_name | Petra Christian University |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310315015 |
| best_oa_location.license | cc-by-sa |
| best_oa_location.pdf_url | |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by-sa |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Jurnal Teknik Industri |
| best_oa_location.landing_page_url | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| primary_location.id | doi:10.22219/jtiumm.vol25.no2.119-130 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4210180798 |
| primary_location.source.issn | 1978-1431, 2527-4112 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 1978-1431 |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | True |
| primary_location.source.display_name | Jurnal Teknik Industri |
| primary_location.source.host_organization | https://openalex.org/P4310315015 |
| primary_location.source.host_organization_name | Petra Christian University |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310315015 |
| primary_location.license | cc-by-sa |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by-sa |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Jurnal Teknik Industri |
| primary_location.landing_page_url | https://doi.org/10.22219/jtiumm.vol25.no2.119-130 |
| publication_date | 2024-08-31 |
| publication_year | 2024 |
| referenced_works_count | 0 |
| abstract_inverted_index.a | 2 |
| abstract_inverted_index.In | 86 |
| abstract_inverted_index.an | 145 |
| abstract_inverted_index.as | 60 |
| abstract_inverted_index.be | 144 |
| abstract_inverted_index.by | 107, 127 |
| abstract_inverted_index.in | 82 |
| abstract_inverted_index.of | 29, 42, 79 |
| abstract_inverted_index.on | 47 |
| abstract_inverted_index.or | 52 |
| abstract_inverted_index.to | 13, 22, 49, 120, 148, 173 |
| abstract_inverted_index.Key | 57 |
| abstract_inverted_index.The | 36, 99, 137 |
| abstract_inverted_index.and | 24, 44, 65, 134, 151 |
| abstract_inverted_index.are | 1 |
| abstract_inverted_index.can | 143 |
| abstract_inverted_index.for | 169 |
| abstract_inverted_index.the | 26, 39, 71, 93, 111, 129 |
| abstract_inverted_index.20%. | 117 |
| abstract_inverted_index.East | 84 |
| abstract_inverted_index.This | 19 |
| abstract_inverted_index.aims | 21 |
| abstract_inverted_index.data | 74, 89 |
| abstract_inverted_index.fall | 126 |
| abstract_inverted_index.from | 77, 92 |
| abstract_inverted_index.into | 70 |
| abstract_inverted_index.pose | 10 |
| abstract_inverted_index.sell | 54 |
| abstract_inverted_index.such | 59 |
| abstract_inverted_index.tend | 119 |
| abstract_inverted_index.than | 161 |
| abstract_inverted_index.that | 140 |
| abstract_inverted_index.were | 68, 75, 90 |
| abstract_inverted_index.when | 110, 123, 155 |
| abstract_inverted_index.Java. | 85 |
| abstract_inverted_index.These | 164 |
| abstract_inverted_index.delay | 51 |
| abstract_inverted_index.dried | 156 |
| abstract_inverted_index.fresh | 162 |
| abstract_inverted_index.model | 23, 37 |
| abstract_inverted_index.offer | 166 |
| abstract_inverted_index.ones. | 163 |
| abstract_inverted_index.price | 179 |
| abstract_inverted_index.risks | 12 |
| abstract_inverted_index.sales | 113, 122, 142 |
| abstract_inverted_index.study | 138 |
| abstract_inverted_index.their | 16, 105 |
| abstract_inverted_index.using | 32 |
| abstract_inverted_index.while | 177 |
| abstract_inverted_index.whose | 7 |
| abstract_inverted_index.(ABM). | 35 |
| abstract_inverted_index.(BPS). | 98 |
| abstract_inverted_index.Agency | 97 |
| abstract_inverted_index.drying | 128 |
| abstract_inverted_index.either | 50 |
| abstract_inverted_index.higher | 159 |
| abstract_inverted_index.highly | 3 |
| abstract_inverted_index.income | 17, 176 |
| abstract_inverted_index.margin | 115 |
| abstract_inverted_index.market | 61, 124, 132 |
| abstract_inverted_index.model. | 72 |
| abstract_inverted_index.prices | 9, 125, 150, 160 |
| abstract_inverted_index.profit | 66, 114 |
| abstract_inverted_index.risks. | 181 |
| abstract_inverted_index.Central | 95 |
| abstract_inverted_index.Farmers | 118 |
| abstract_inverted_index.Primary | 73 |
| abstract_inverted_index.buyers, | 45 |
| abstract_inverted_index.command | 158 |
| abstract_inverted_index.enhance | 152 |
| abstract_inverted_index.farmers | 31, 43, 81, 103 |
| abstract_inverted_index.levels, | 64 |
| abstract_inverted_index.minimum | 112 |
| abstract_inverted_index.prices, | 62 |
| abstract_inverted_index.prices. | 136 |
| abstract_inverted_index.profits | 106 |
| abstract_inverted_index.reaches | 116 |
| abstract_inverted_index.results | 101 |
| abstract_inverted_index.selling | 27, 108 |
| abstract_inverted_index.shallot | 30, 80 |
| abstract_inverted_index.sourced | 91 |
| abstract_inverted_index.supply, | 133 |
| abstract_inverted_index.Modeling | 34 |
| abstract_inverted_index.Nganjuk, | 83 |
| abstract_inverted_index.Shallots | 0 |
| abstract_inverted_index.delaying | 141 |
| abstract_inverted_index.farmers' | 175 |
| abstract_inverted_index.farmers, | 14 |
| abstract_inverted_index.findings | 165 |
| abstract_inverted_index.focusing | 46 |
| abstract_inverted_index.indicate | 102 |
| abstract_inverted_index.insights | 168 |
| abstract_inverted_index.maximize | 104 |
| abstract_inverted_index.optimize | 174 |
| abstract_inverted_index.policies | 172 |
| abstract_inverted_index.postpone | 121 |
| abstract_inverted_index.reducing | 131 |
| abstract_inverted_index.research | 20 |
| abstract_inverted_index.shallots | 109, 157 |
| abstract_inverted_index.simulate | 25 |
| abstract_inverted_index.strategy | 147 |
| abstract_inverted_index.valuable | 167 |
| abstract_inverted_index.affecting | 15 |
| abstract_inverted_index.behaviors | 41 |
| abstract_inverted_index.collected | 76 |
| abstract_inverted_index.commodity | 6 |
| abstract_inverted_index.concludes | 139 |
| abstract_inverted_index.contrast, | 87 |
| abstract_inverted_index.decisions | 28, 48 |
| abstract_inverted_index.demanded, | 4 |
| abstract_inverted_index.effective | 146 |
| abstract_inverted_index.elevating | 135 |
| abstract_inverted_index.harvested | 55 |
| abstract_inverted_index.inventory | 63 |
| abstract_inverted_index.secondary | 88 |
| abstract_inverted_index.shallots, | 130 |
| abstract_inverted_index.shallots. | 56 |
| abstract_inverted_index.stabilize | 149 |
| abstract_inverted_index.variables | 58 |
| abstract_inverted_index.Indonesian | 94 |
| abstract_inverted_index.Statistics | 96 |
| abstract_inverted_index.developing | 170 |
| abstract_inverted_index.individual | 40 |
| abstract_inverted_index.mitigating | 178 |
| abstract_inverted_index.perishable | 5 |
| abstract_inverted_index.represents | 38 |
| abstract_inverted_index.simulation | 100 |
| abstract_inverted_index.stability. | 18 |
| abstract_inverted_index.volatility | 180 |
| abstract_inverted_index.Agent-Based | 33 |
| abstract_inverted_index.fluctuating | 8 |
| abstract_inverted_index.immediately | 53 |
| abstract_inverted_index.significant | 11 |
| abstract_inverted_index.agricultural | 171 |
| abstract_inverted_index.expectations | 67 |
| abstract_inverted_index.incorporated | 69 |
| abstract_inverted_index.observations | 78 |
| abstract_inverted_index.particularly | 154 |
| abstract_inverted_index.profitability, | 153 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 4 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/1 |
| sustainable_development_goals[0].score | 0.5199999809265137 |
| sustainable_development_goals[0].display_name | No poverty |
| citation_normalized_percentile.value | 0.1348159 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |