cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j5j7pv
title: Occurrence Download

description: A dataset containing 3 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 COUNT(*) occurrences
FROM
 occurrence
WHERE
 occurrence.countrycode = 'BE'
 AND occurrence.datasetkey = 'a76f8527-23e8-4ba5-bdff-f9821bdac187'
 AND (occurrence.level0gid = 'BEL.3_1' OR occurrence.level1gid = 'BEL.3_1' OR occurrence.level2gid = 'BEL.3_1' OR occurrence.level3gid = 'BEL.3_1')
 AND (CAST(occurrence.taxonkey AS INTEGER) = 12242463 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 12242463 OR CAST(occurrence.kingdomkey AS INTEGER) = 12242463 OR CAST(occurrence.phylumkey AS INTEGER) = 12242463 OR CAST(occurrence.classkey AS INTEGER) = 12242463 OR CAST(occurrence.orderkey AS INTEGER) = 12242463 OR CAST(occurrence.familykey AS INTEGER) = 12242463 OR CAST(occurrence.genuskey AS INTEGER) = 12242463 OR CAST(occurrence.specieskey AS INTEGER) = 12242463)
 AND (occurrence."year" &gt;= 1980 AND occurrence."year" &lt;= 1985)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 3 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014149-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sznqgu
title: Occurrence Download

description: A dataset containing 40888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Centaurea diffusa, Chamaecrista mimosoides, Chenopodium simplex, Chloris gayana)"
 ]
}

 The dataset includes 40888 records from 844 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014155-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18268789
title: Multi-Omics Insights Into Liver Development Alterations Driven by Pre-Weaning Nutrition in Holstein Heifer Calves

description: Supplementary Information

Table S1. Statistics on reads: Reads mapping statistics of RRBS data (A). Reads mapping statistics of RNA-seq data (B). Reads mapping statistics of miRNA-seq data (C).  

Table S2. Chromosomal distribution of DMSs in the context of CpG and the level of differences in their methylation in liver tissue (A). The list of DMSs in different genetic regions (B). Functional enrichment of DM genes hypermethylated (C) and hypomethylated (D) in the AL group compared to the R group. 

Table S3. The list of differentially expressed miRNAs identified in the AL group compared to the R group, in the liver tissue (A). Functional enrichment of DE miRNA target genes (B-D). The enriched KEGG pathways involving identified DEmiRNA target genes (E).

Table S4. The list of differentially expressed genes (DEGs) identified the AL group compared to the R group (A). Functional enrichment of upregulated (B) and downregulated (C) DEGs. The enriched KEGG pathways involving identified down-regulated DEGs (D).

Table S5. Analysis of correlation between miRNA and target genes expression for all identified DEmiRNAs and DEGs in the liver tissue (A). Functional enrichment of DEmiRNA-related DEGs (B). The enriched KEGG pathways involving identified DEmiRNAs-related DEGs (C).

Table S6. Primer sequences for validation of selected DEGs (A) and the results of validation of selected DEGs (B).
DOI: 10.15468/dl.hnur8u
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.15_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus monacha",
 "Year 2015-2026"
 ]
}

 The dataset includes 123 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014157-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55vcft
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhithropanopeus harrisii",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 164 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014158-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8qsmu
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhithropanopeus harrisii",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 197 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014159-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2u8nn
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liparis loeselii, Liparis loeselii, Ophrys loeselii)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 144 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014160-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npujww
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhithropanopeus harrisii",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 472 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014161-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18268019
title: Amplification of outburst floods during cascading landslide dam failures: Insights from numerical and experimental modelling
DOI: 10.5281/zenodo.18268018
title: Amplification of outburst floods during cascading landslide dam failures: Insights from numerical and experimental modelling
DOI: 10.6084/m9.figshare.29017814.v1
title: C5 Naturalistic Observations SCC

description: Control Participant 5, Naturalistic Observations SCC (Split into two, due to the length of the observations).
DOI: 10.6084/m9.figshare.29017814
title: C5 Naturalistic Observations SCC

description: Control Participant 5, Naturalistic Observations SCC (Split into two, due to the length of the observations).
DOI: 10.15468/dl.ghhfbv
title: Occurrence Download

description: A dataset containing 23455360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acipenser stellatus, Apalone ferox, Apalone spinifera, Bombina orientalis, Branta canadensis, Bufo japonicus, Channa argus, Cherax destructor, Cherax quadricarinatus, Cipangopaludina japonica, Corbicula leana, Cynops pyrrhogaster, Graptemys geographica, Limnoperna fortunei, Ludwigia peruviana, Macrobrachium nipponense, Marisa cornuarietis, Melanoides tuberculata, Micropterus dolomieu, Misgurnus anguillicaudatus, Morone americana, Mustela vison, Oreochromis mossambicus, Oreochromis niloticus, Oxyura maccoa, Oxyura vittata, Pimephales promelas, Poecilia latipinna, Procambarus alleni, Procambarus virginalis, Rana aurora, Sagittaria platyphylla, Sagittaria subulata, Silurus asotus, Tarebia granifera, Trachemys ornata, Xiphophorus hellerii)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 23455360 records from 2474 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014058-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26036/cnp0007275
title: Comprehensive whole transcriptome analysis reveals specific networks of pearl oyster in response to hypoxia stress

description: Comprehensive whole transcriptome analysis reveals specific lncRNA- , circRNA and miRNA-mRNA networks of pearl oyster (Pinctada fucata martensii) in response to hypoxia stress
DOI: 10.34740/kaggle/dsv/11891405
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.26036/cnp0007396
title: Yeast Hi-C sequencing data

description: Yeast Hi-C sequencing data
DOI: 10.15468/dl.pwdd3t
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvinia adnata Desv."
 ]
}

 The dataset includes 15 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011289-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26036/cnp0007403
title: soil microbiology

description: 16s v3-v4 amplicon for soil microbiology
DOI: 10.15468/dl.u3uq6e
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bembidion wickhami Hayward, 1897",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008592-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pag3ke
title: Occurrence Download

description: A dataset containing 59407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chile, Argentina, Peru, Paraguay, Bolivia (Plurinational State of))",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe (Müller, 1776)",
 "Year 1000-2024"
 ]
}

 The dataset includes 59407 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002871-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnaa66
title: Occurrence Download

description: A dataset containing 22344 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((131.0609 -7.427288, 133.6217 -7.427288, 133.6217 -4.182004, 131.0609 -4.182004, 131.0609 -7.427288))"
 ]
}

 The dataset includes 22344 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013172-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdad2k
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Acropora palmata (Lamarck, 1816)"
 ]
}

 The dataset includes 78 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013174-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15068153
title: Dataset used for Evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT

description: This is the dataset used for the evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT, a paper submitted for review to the Internet of Things journal by Elsevier.

The dataset contains:



a Radiant application with patterns to detect activities from CPS sensor data + a corresponding configuration file

the corresponding, executable Siddhi apps for activity detection generated from the Radiant applications

the IoT sensor logs (in JSON) used for evaluation

the ground truth files (in XES) generated manually or from the workflow management system

XES files with the activities detected from replaying the CPS sensor logs and processing them in the Siddhi apps

Scripts to run and results of the evalution as CSV files


each for the described smart manufacturing IoTsetup and the smart healthcare IoT setup.
DOI: 10.13127/etna/tilt_tremor_nov2022
title: Etna Tilt and Volcanic Tremor data for November 14-15, 2022
title: EtnaNov2022

description: Tilt and Volcanic Tremor Data acquired on Nov. 14-15, 2022 at Etna Volcano (Italy)
DOI: 10.5281/zenodo.15269277
title: austrolebias_alexandri_spades_01.fasta.gz
DOI: 10.5281/zenodo.15269278
title: austrolebias_alexandri_spades_01.fasta.gz
DOI: 10.57701/suf.akvs.2012.1-0
title: Aktiv Versicherte 2012
title: SUF
title: AKVS

description: Scientific Use File Aktiv Versicherte (SUF.AKVS):Grundlage des Querschnittsdatensatzes SUF.AKVS ist die Statistik zum Versichertenbestand (§ 1 Abs. 1 RSVwV, SK97). Die Grundgesamtheit des SUF.AKVS bilden Personen, für die innerhalb des Berichtsjahres eine Beitrags- oder Anrechnungszeit hinterlegt ist. Es sind auch solche Versicherte enthalten, die bis zum Jahresende Rentner geworden, gestorben oder aus sonstigen Gründen aus aktiver Versicherung ausgeschieden sind. Die Größe der Zufallsstichprobe beträgt 1 Prozent.Berichtet wird neben demographischen Angaben über den versicherungsrechtlichen Status einer Person zum Dezember des Berichtsjahres. Informationen zum Entgelt, zu Beiträgen, Beitrags- und Anrechnungszeiten werden für das Berichtsjahr sowie das Vorjahr dargestellt.
DOI: 10.15468/dl.mdr4pt
title: Occurrence Download

description: A dataset containing 59946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Austria",
 "DatasetKey is NABU|naturgucker",
 "GadmGid is AUT.7_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 59946 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011686-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d66-5za-r8v
title: †Pseudoparrella minisae Visser, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f0q-blh-gwt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.hhvy6b
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sonchus oleraceus",
 "Country is Kyrgyzstan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023961-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cg0-fm6-f7s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k7r-2wa-h08
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.8ktd7m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sonchus oleraceus",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023962-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/570-8hb-qsr
title: Crocodylus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gn-63m-my9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lyq-4k7-6fy
title: †Siphonodosaria Silvestri, 1924

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k5d-a2a-g2e
title: Gazella Blainville, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3x-zs7-ln6
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/me0-32f-qam
title: Leptometopa Becker, 1903

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mfq-6zy-43j
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ec-efn-6pb
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mjn-znd-m15
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zgk-bjn-vfg
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hzn-53d-jr1
title: †Berthelina ammonoides (Reuss, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wjr-0hm-ctm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7je-awq-77p
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lmx-ggw-4vr
title: Hormosinelloides guttifer (Brady, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gsx-j10-fpe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/660-xzx-cy1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d80-qnm-dpr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jgg-bps-knr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xw6-7fq-h8z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1hf-4j0-72k
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dlv-1qz-sdx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hpq-4ax-glk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwe-x9p-hv3
title: Dentex

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fwc-nqw-v7s
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q1h-4nt-zwl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/90e-wm2-v1w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mh1-65b-ehv
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vq-e3v-v8e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/55f-5ms-1lm
title: Pseudonodosaria Boomgaart, 1949

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y65-088-2qg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dyc-3cq-qcw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2w-r9b-q16
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vl-35d-wlp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k2c-z2d-4rw
title: Trachinus draco Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29177183
title: Decomposition and Holt-Winters enhanced by the Whale Optimization Algorithm

description: This script implements a decomposition-based forecasting model for monthly dam reservoir inflow data, enhanced by the Whale Optimization Algorithm (WOA) to optimize trend and seasonal parameters. It splits data into training and testing sets, fits an additive or multiplicative model, runs WOA for parameter tuning, and outputs fitted/in-sample, forecast/out-of-sample values, as well as evaluation metrics (RMSE, MAE, MAPE, sMAPE). Cite this article: Minsan, W., & Minsan, P. (2024). Decomposition and holt-winters enhanced by the whale optimization algorithm for forecasting the amount of water inflow into the large dam reservoirs in southern thailand. Journal of Current Science and Technology, 14(2), Article 38https://doi.org/10.59796/jcst.V14N2.2024.38
DOI: 10.6084/m9.figshare.29177183.v1
title: Decomposition and Holt-Winters enhanced by the Whale Optimization Algorithm

description: This script implements a decomposition-based forecasting model for monthly dam reservoir inflow data, enhanced by the Whale Optimization Algorithm (WOA) to optimize trend and seasonal parameters. It splits data into training and testing sets, fits an additive or multiplicative model, runs WOA for parameter tuning, and outputs fitted/in-sample, forecast/out-of-sample values, as well as evaluation metrics (RMSE, MAE, MAPE, sMAPE). Cite this article: Minsan, W., & Minsan, P. (2024). Decomposition and holt-winters enhanced by the whale optimization algorithm for forecasting the amount of water inflow into the large dam reservoirs in southern thailand. Journal of Current Science and Technology, 14(2), Article 38https://doi.org/10.59796/jcst.V14N2.2024.38