cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1348532.v1
title: Emergence of HRM as a Business Driver: Mechanism towards Corporate Growth
DOI: 10.6084/m9.figshare.1355874.v1
title: Hypocalcemic Seizures in Breastfed Infants with Rickets Secondary to Maternal Vitamin D Deficiency
DOI: 10.6084/m9.figshare.1341906.v1
title: Literature Survey on Detection of Brain Tumor from MRI Images
DOI: 10.6084/m9.figshare.1341908.v1
title: Comparison of 60GHz CSRRs Ground Shield and Patterned Ground Shield On-chip Bandpass Filters Designed for 0.18µm CMOS Technology
DOI: 10.6084/m9.figshare.1341913.v1
title: Optimization Technologies for Low-Bandwidth Networks
DOI: 10.6084/m9.figshare.1341915.v1
title: Fractal Reconfigurable Multiband Communicating Antenna for Cognitive Radio
DOI: 10.6084/m9.figshare.1348524.v1
title: The Effect of Corporate Social Responsibility, Size and Profitability Toward On the Value of Corporate (Studies in Manufacturing Companies Listed in Indonesia Stock Exchange)
DOI: 10.6084/m9.figshare.1348528.v1
title: A Study of Various Stress Indicators and Existing Employee Wellness Programsin Companies of Pune Region
DOI: 10.6084/m9.figshare.1341911.v1
title: VSAT Network Overview
DOI: 10.6084/m9.figshare.1348527.v1
title: Tourism Industry in India – With Special Reference to Health Care Tourism
DOI: 10.6084/m9.figshare.1348530.v1
title: Influence of Financial Value on Purchase of Luxury Brands With Respect To Demographic Variables
DOI: 10.15468/dl.q2wrbw
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Typha elephantina Roxb."
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034896-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.1348388.v1
title: Bipolar Disorder Investigation Using Modified Logistic Ridge Estimator
DOI: 10.6084/m9.figshare.1348391.v1
title: Numerical Solutions of Stiff Initial Value Problems Using Modified Extended Backward Differentiation Formula
DOI: 10.6084/m9.figshare.1339941.v1
title: Longitudinal Skeleton Dimensionality Characteristics of Nigerian Junior Male Handball Players
DOI: 10.6084/m9.figshare.1339947.v1
title: Factors Affecting the Efectiveness of Monitoring and Evaluation of Constituency Development Fund Projects In Kenya: A Case of Laikipia West Constituency
DOI: 10.6084/m9.figshare.1339950.v1
title: Islamic Finance: An Effective & Reasonable Option
DOI: 10.6084/m9.figshare.1348389.v1
title: Digital Roots and Their Properties
DOI: 10.6084/m9.figshare.1348394.v1
title: A Bootstrap Approach to Error-Reduction of Nonlinear Regression Parameters Estimation
DOI: 10.6084/m9.figshare.1339942.v1
title: Relationship of Coordinative Abilities to Playing Ability in Combative Sports
DOI: 10.6084/m9.figshare.1339948.v1
title: Environmental Pollution and responsible factors in the Mediterranean area
DOI: 10.6084/m9.figshare.1348390.v1
title: Solving Age-old Transportation Problems by Nonlinear Programming methods
DOI: 10.6084/m9.figshare.1348393.v1
title: A Generalization of QN-Maps
DOI: 10.6084/m9.figshare.1339949.v1
title: The Role of Banking Collaboration in Development of Pakistan and China Trade and Economy
DOI: 10.6084/m9.figshare.1339951.v1
title: TheCompetitiveness And Economic Performance OfRegency/City In East Java Indonesia
DOI: 10.6084/m9.figshare.1348384.v1
title: Dynamic Programming approach in Two Echelon Inventory System with Repairable items
DOI: 10.6084/m9.figshare.1339879.v1
title: Limit Analysis of A S235- Steel Bottle for Domestic Gas
DOI: 10.6084/m9.figshare.1348385.v1
title: Numerical Investigation of Higher Order Nonlinear Problem in the Calculus Of Variations Using Adomian Decomposition Method
DOI: 10.6084/m9.figshare.1339893.v1
title: The effectS of Brassica oleracea plant extracts on tow type of leukemia cells (Invitro study)
DOI: 10.6084/m9.figshare.1339894.v1
title: Modeling of generation and propagation of cardiac action potential using fractional capacitance
DOI: 10.6084/m9.figshare.1348266.v1
title: future_GISS
DOI: 10.15468/dl.84x33p
title: Occurrence Download

description: A dataset containing 569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Microtus californicus (Peale, 1848)"
 ]
}

 The dataset includes 569 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034897-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.1339881.v1
title: Optimization of Submerged Arc Welding Process: A Review
DOI: 10.6084/m9.figshare.1339871.v1
title: The Effect of Replacement of Soil by More Competent Granular Fill
DOI: 10.6084/m9.figshare.1339880.v1
title: Vibration Propulsion of a Mobile Robot
DOI: 10.6084/m9.figshare.1339874.v1
title: Design and Analysis of Indexing Type of Drill Jig
DOI: 10.6084/m9.figshare.1339876.v2
title: Combined Gravitational Action (V): Extension
DOI: 10.6084/m9.figshare.1339877.v1
title: Evaluation of Engine Performance, Emissions, of a Twin Cylinder Diesel Engine Fuelled with Waste Plastic Pyrolysis Oil, Ethanol and Diesel Blends with Cetane Additive AC2010A
DOI: 10.6084/m9.figshare.1339322.v1
title: Proposal Laying Fiber Optic for Cables along Railways Tracks in Sudan
DOI: 10.6084/m9.figshare.1339323.v1
title: A review on Visualization Approaches of Data mining in heavy spatial databases
DOI: 10.6084/m9.figshare.1339480.v1
title: Application of Big Data in Intelligent Traffic System
DOI: 10.6084/m9.figshare.1339316.v1
title: Encryption Technique for a Trusted Cloud Computing Environment
DOI: 10.6084/m9.figshare.1339317.v1
title: Effectiveness of Information Communication Technologies for Education System
DOI: 10.15468/dl.zup567
title: Occurrence Download

description: A dataset containing 44862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year is 2008"
 ]
}

 The dataset includes 44862 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034895-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.1339318.v1
title: Adaptive Shared Channel Assignment Scheme for Cellular Network to Improve the Quality of the Handoff Calls
DOI: 10.6084/m9.figshare.1339319.v1
title: Computational Intelligence Methods for Clustering of Sense Tagged Nepali Documents
DOI: 10.6084/m9.figshare.1339320.v1
title: DCT based Steganographic Evaluation parameter analysis in Frequency domain by using modified JPEG luminance Quantization Table
DOI: 10.6084/m9.figshare.1339479.v1
title: Correlation Coefficient Based Average Textual Similarity Model for Information Retrieval System in Wide Area Networks
DOI: 10.6084/m9.figshare.1339310.v1
title: A Novel Methodology of Fuzzy Logic Controller for A Dynamically Interconnected Electric Power System
DOI: 10.6084/m9.figshare.1339311.v1
title: Data mining Algorithm’s Variant Analysis
DOI: 10.6084/m9.figshare.2065263
title: Judging attractiveness: Biases due to raters’ own attractiveness and intelligence
DOI: 10.6084/m9.figshare.2065263.v1
title: Judging attractiveness: Biases due to raters’ own attractiveness and intelligence
DOI: 10.6084/m9.figshare.1318724.v1
title: #Dataspring Idea: Streamlining Deposit: An OJS to Repository Plugin
DOI: 10.6084/m9.figshare.1305753.v1
title: European integration and the crisis: practice and theory
DOI: 10.6084/m9.figshare.1305753.v2
title: European integration and the crisis: practice and theory
DOI: 10.6084/m9.figshare.1305753.v3
title: European integration and the crisis: practice and theory
DOI: 10.6084/m9.figshare.2065263.v2
title: Judging attractiveness: Biases due to raters’ own attractiveness and intelligence
DOI: 10.6084/m9.figshare.1159098.v3
title: High-resolution, near-infrared CW-CRDS, and <i>ab initio</i> investigations of N<sub>2</sub>O–HDO
DOI: 10.6084/m9.figshare.2065149
title: Palaeoecological insights into the Changhsingian–Induan (latest Permian–earliest Triassic) bivalve fauna at Dongpan, southern Guangxi, South China
DOI: 10.6084/m9.figshare.2065149.v1
title: Palaeoecological insights into the Changhsingian–Induan (latest Permian–earliest Triassic) bivalve fauna at Dongpan, southern Guangxi, South China
DOI: 10.6084/m9.figshare.1154011.v3
title: <i>Chrysanthemum boreale</i> Makino essential oil induces keratinocyte proliferation and skin regeneration
DOI: 10.6084/m9.figshare.1154011.v4
title: <i>Chrysanthemum boreale</i> Makino essential oil induces keratinocyte proliferation and skin regeneration
DOI: 10.6084/m9.figshare.1153816.v2
title: Articles with Keywords "Racial" and "Ethnicity" as of 28 August 2014 12:00 BST
DOI: 10.6084/m9.figshare.1153816.v3
title: Altmetric Report of All Mentioned Articles with Keywords "Racial" and "Ethnicity" as of 28 August 2014 12:00 BST
DOI: 10.6084/m9.figshare.1137162.v3
title: Articles with Ebola mentioned online anytime as tracked by Altmetric, with crowdsourced type of access and license
DOI: 10.6084/m9.figshare.1137162.v4
title: Articles with Ebola mentioned online anytime as tracked by Altmetric, with crowdsourced type of access and license
DOI: 10.15468/dl.wkb2sc
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zanthoxylum armatum DC."
 ]
}

 The dataset includes 226 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034899-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.1112792.v1
title: O universo da testagem psicológica
DOI: 10.6084/m9.figshare.1112639.v2
title: A #IGNCC14 Twitter Archive (Conference Days Only
DOI: 10.6084/m9.figshare.2065056.v1
title: Molecular characterisation of <i>Bacillus</i> chitinase for bioconversion of chitin waste
DOI: 10.6084/m9.figshare.2065059
title: Molecular characterisation of <i>Bacillus</i> chitinase for bioconversion of chitin waste
DOI: 10.6084/m9.figshare.2065056
title: Molecular characterisation of <i>Bacillus</i> chitinase for bioconversion of chitin waste
DOI: 10.6084/m9.figshare.1036647.v4
title: Corpora of 100 Tweets from BBCPolitics and 49 Tweets from bbcnickrobinson in context of European Election Results 2014
DOI: 10.6084/m9.figshare.2065059.v1
title: Molecular characterisation of <i>Bacillus</i> chitinase for bioconversion of chitin waste
DOI: 10.6084/m9.figshare.1036647.v5
title: Corpora of 100 Tweets from BBCPolitics and 49 Tweets from bbcnickrobinson in context of European Election Results 2014
DOI: 10.6084/m9.figshare.1037351.v1
title: #2EHD Archivo de Tweets del 2o Encuentro de Humanidades Digitales, México DF 19-23 de Mayo 2014
DOI: 10.6084/m9.figshare.1037351.v2
title: #2EHD Archivo de Tweets del 2o Encuentro de Humanidades Digitales, México DF 19-23 de Mayo 2014
DOI: 10.6084/m9.figshare.2065053.v1
title: Chemical composition and larvicidal activity of <i>Zanthoxylum armatum</i> against diamondback moth, <i>Plutella xylostella</i>
DOI: 10.6084/m9.figshare.1036647.v6
title: Corpora of 100 Tweets from BBCPolitics and 49 Tweets from bbcnickrobinson in context of European Election Results 2014
DOI: 10.6084/m9.figshare.2065050
title: Chemical composition and larvicidal activity of <i>Zanthoxylum armatum</i> against diamondback moth, <i>Plutella xylostella</i>
DOI: 10.6084/m9.figshare.1036647.v3
title: Corpora of 100 Tweets from BBCPolitics and 49 Tweets from bbcnickrobinson in context of European Election Results 2014
DOI: 10.6084/m9.figshare.1057904.v2
title: DHCrowdScribe: Building Scholarly Resources for Wider Public Engagement. A #DHXCOxf Archive
DOI: 10.6084/m9.figshare.1057904.v5
title: DHCrowdScribe: Building Scholarly Resources for Wider Public Engagement. A #DHCOxf Archive
DOI: 10.6084/m9.figshare.1050020.v1
title: Digital Humanities Summer Institute 2014: A #dhsi2014 Archive
DOI: 10.6084/m9.figshare.1050020.v2
title: Digital Humanities Summer Institute 2014: A #dhsi2014 Archive
DOI: 10.6084/m9.figshare.1035076.v1
title: D-106: Connected Therapeutics: Assistive Technology To Improve Attention In Kids With ADHD And ASD
DOI: 10.6084/m9.figshare.1050020.v3
title: Digital Humanities Summer Institute 2014: A #dhsi2014 Archive
DOI: 10.15468/dl.vz3zdx
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Taxidea taxus (Schreber, 1777)"
 ]
}

 The dataset includes 551 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034900-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.780822.v11
title: How to have Google scholar index your self published reply to any paper
DOI: 10.6084/m9.figshare.780822.v12
title: How to have Google scholar index your self published reply to any paper
DOI: 10.6084/m9.figshare.759674.v1
title: With a little help from my friends: museum collections, animal behaviorists and systematists united
DOI: 10.6084/m9.figshare.801066.v1
title: First results with a fibre optic surface pressure sensor
DOI: 10.6084/m9.figshare.801079.v1
title: CellML Update
DOI: 10.6084/m9.figshare.741212.v263
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v260
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v266
title: Y-DNA Haplogroup J1 phylogenetic tree

description: Phylogenetic tree of Y-DNA Haplogroup J1.
DOI: 10.6084/m9.figshare.741212.v261
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v259
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v262
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v256
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v264
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v257
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v224
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v229
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v230
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v228
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v225
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v227
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v226
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.741212.v231
title: Y-DNA Haplogroup J1 phylogenetic tree
DOI: 10.6084/m9.figshare.756211.v6
title: e.PASSPORT+, Pan-European Educational and Entrepreneurial Powerful AllianceS Supporting A Patchwork Genetic Mechanism fo Education
DOI: 10.6084/m9.figshare.756211.v7
title: e.PASSPORT+, Pan-European Educational and Entrepreneurial Powerful AllianceS Supporting A Patchwork Genetic Mechanism for Higher Education — Pilot #1: Cultural Tourism
DOI: 10.6084/m9.figshare.2064558.v1
title: The mechanism for increasing the oral bioavailability of poorly water-soluble drugs using uniform mesoporous carbon spheres as a carrier
DOI: 10.6084/m9.figshare.2064552.v1
title: Controlled release effervescent buccal discs of buspirone hydrochloride: <i>in vitro</i> and <i>in vivo</i> evaluation studies
DOI: 10.6084/m9.figshare.2064537
title: Purification and biochemical characterisation of acid phosphatase-I from seeds of <i>Nelumbo nucifera</i>
DOI: 10.6084/m9.figshare.2064546.v1
title: Modulation of antioxidant systems by subchronic exposure to the aqueous extract of leaves from <i>Achillea millefolium</i> L. in rats
DOI: 10.6084/m9.figshare.2064492
title: Tradeoffs among Ecosystem Services Associated with Global Tilapia Introductions
DOI: 10.6084/m9.figshare.2064732.v1
title: Antibacterial activity of essential oils mixture against PSA
DOI: 10.6084/m9.figshare.2064735.v1
title: Anthocyanins attenuate alcohol-induced hepatic injury by inhibiting pro-inflammation signalling
DOI: 10.6084/m9.figshare.2064738
title: Advanced glycation end-products inhibitors isolated from <i>Schisandra grandiflora</i>
DOI: 10.6084/m9.figshare.2064729
title: Antioxidant, antimicrobial and urease inhibiting activities of methanolic extracts from <i>Cyphostemma digitatum</i> stem and roots
DOI: 10.6084/m9.figshare.2064726.v1
title: The effect of topical ethanol extract of <i>Cotinus coggygria</i> Scop. on cutaneous wound healing in rats
DOI: 10.6084/m9.figshare.2064729.v1
title: Antioxidant, antimicrobial and urease inhibiting activities of methanolic extracts from <i>Cyphostemma digitatum</i> stem and roots
DOI: 10.6084/m9.figshare.2064732
title: Antibacterial activity of essential oils mixture against PSA
DOI: 10.6084/m9.figshare.2064726
title: The effect of topical ethanol extract of <i>Cotinus coggygria</i> Scop. on cutaneous wound healing in rats
DOI: 10.6084/m9.figshare.2064699
title: Dynamic latent trait models with mixed hidden Markov structure for mixed longitudinal outcomes
DOI: 10.6084/m9.figshare.2064714
title: Comparative study on the antioxidant activities of extracts of <i>Coreopsis tinctoria</i> flowering tops from Kunlun Mountains, Xinjiang, north-western China
DOI: 10.6084/m9.figshare.2064696
title: Anti-inflammatory flavanol glycosides from <i>Saraca asoca</i> bark
DOI: 10.6084/m9.figshare.2064687
title: A wavelet-based approach to the analysis and modelling of financial time series exhibiting strong long-range dependence: the case of Southeast Europe
DOI: 10.6084/m9.figshare.678328.v36
title: About "Categories and Sheaves" (tex)
DOI: 10.6084/m9.figshare.678328.v27
title: About "Categories and Sheaves" (tex)
DOI: 10.6084/m9.figshare.678328.v29
title: About "Categories and Sheaves" (tex)
DOI: 10.6084/m9.figshare.678328.v30
title: About "Categories and Sheaves" (tex)
DOI: 10.6084/m9.figshare.678328.v28
title: About "Categories and Sheaves" (tex)
DOI: 10.6084/m9.figshare.647855.v1
title: CIL:36722
DOI: 10.6084/m9.figshare.678179.v1
title: #DayofDH Archive Using TAGS v5.0
DOI: 10.6084/m9.figshare.648585.v1
title: CIL:1776
DOI: 10.6084/m9.figshare.1566710.v1
title: Mining the exoproteome of clinically-relevant UK isolates of Staphylococcus aureus reveals proteolytic cleavage events and a common group of expressed proteins with diagnostic potential
DOI: 10.6084/m9.figshare.651743.v1
title: STUDIES ON COMPOSITION AND COMPONENTS OF AIRSPORA  BELONGING TO PHYCOMYCETES OVER COTTON FIELD DURING  TWO CONSECUTIVE KHARIF SEASONS
DOI: 10.6084/m9.figshare.648401.v1
title: CIL:1591
DOI: 10.6084/m9.figshare.650867.v1
title: Growth data for kittiwakes breeding in Middleton Island (Alaska)
DOI: 10.6084/m9.figshare.648285.v1
title: CIL:1150
DOI: 10.6084/m9.figshare.100857.v12
title: 196 Papers from 14 Library Science Journals

description: Spreadsheet in xlsx format containing data from 196 research papers from 14 library science journals mentioned online and recorded by the Altmetric Explorer. Data compiled by Ernesto Priego.
DOI: 10.6084/m9.figshare.2060862
title: Evaluation of Plant Growth, Yield and Yield Attributes of Biofield Energy Treated Mustard (Brassica juncea) and Chick Pea (Cicer arietinum) Seeds
DOI: 10.6084/m9.figshare.2060868
title: Effect of Biofield Energy Treatment on Chlorophyll Content, Pathological Study, and Molecular Analysis of Cashew Plant (Anacardium occidentale L.)
DOI: 10.6084/m9.figshare.2060850
title: Effect of Biofield Energy Treatment on Physical and Structural Properties of Calcium Carbide and Praseodymium Oxide
DOI: 10.6084/m9.figshare.2060859
title: Determination of Isotopic Abundance of 2 H, 13 C, 18 O, and 37 Cl in Biofield Energy Treated Dichlorophenol Isomers
DOI: 10.6084/m9.figshare.2060859.v1
title: Determination of Isotopic Abundance of 2 H, 13 C, 18 O, and 37 Cl in Biofield Energy Treated Dichlorophenol Isomers
DOI: 10.5281/zenodo.14407920
title: Interpretable Physics-Informed Neural Networks Groundwater Level Simulation Model: A Case Study of Linyi, Shandong Province, China

description: Entitled “Interpretable Physics-Informed Neural Networks Groundwater Level Simulation Model: A Case Study of Linyi, Shandong Province, China" for possible publication in Water Resources Research.

metadata:

The "metadata" folder contains the raw data used in the paper, including groundwater monitoring well data, precipitation data, hydrological parameter data, and more. In this study, we utilized data from 11 monitoring wells. For each monitoring well, we used its location information, monthly-scale groundwater level data, corresponding monthly-scale precipitation data, storage coefficient, hydraulic conductivity, and time information. 

simulated_dataset:

The "simulated_dataset" folder contains the normalized training dataset used as input for both the MLP and PINNs. 

codes:













The "codes" folder contains all the code files, including the PINNs code, MLP code, model accuracy analysis, SHAP importance analysis, and the code for result output. All the codes were executed in Python.

output:

The "output" folder contains the results of the study, including the trained PINNs model, MLP model, PINNs inversion model, as well as the simulated regional groundwater levels, temporal groundwater levels, model importance information, and parameter inversion results produced by the PINNs model.
DOI: 10.5281/zenodo.14407921
title: Interpretable Physics-Informed Neural Networks Groundwater Level Simulation Model: A Case Study of Linyi, Shandong Province, China

description: Entitled “Interpretable Physics-Informed Neural Networks Groundwater Level Simulation Model: A Case Study of Linyi, Shandong Province, China" for possible publication in Water Resources Research.

metadata:

The "metadata" folder contains the raw data used in the paper, including groundwater monitoring well data, precipitation data, hydrological parameter data, and more. In this study, we utilized data from 11 monitoring wells. For each monitoring well, we used its location information, monthly-scale groundwater level data, corresponding monthly-scale precipitation data, storage coefficient, hydraulic conductivity, and time information. 

simulated_dataset:

The "simulated_dataset" folder contains the normalized training dataset used as input for both the MLP and PINNs. 

codes:













The "codes" folder contains all the code files, including the PINNs code, MLP code, model accuracy analysis, SHAP importance analysis, and the code for result output. All the codes were executed in Python.

output:

The "output" folder contains the results of the study, including the trained PINNs model, MLP model, PINNs inversion model, as well as the simulated regional groundwater levels, temporal groundwater levels, model importance information, and parameter inversion results produced by the PINNs model.
DOI: 10.6084/m9.figshare.2060565.v1
title: Trivedi Effect | Characterisation of Physical, Spectral and Thermal Properties of Biofield treated Resorcinol
DOI: 10.6084/m9.figshare.2060850.v1
title: Effect of Biofield Energy Treatment on Physical and Structural Properties of Calcium Carbide and Praseodymium Oxide
DOI: 10.6084/m9.figshare.2060562
title: Trivedi Effect | Evaluation of Biofield Treatment on Atomic and Thermal Properties of Ethanol
DOI: 10.6084/m9.figshare.2060565
title: Trivedi Effect | Characterisation of Physical, Spectral and Thermal Properties of Biofield treated Resorcinol