cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26180/5619469
title: Microarray time-series data classification via multiple alignment of gene expression profiles

description: Pairwise alignment approaches for time-varying gene expression profiles have been recently developed for the detection of co-expressions in time-series microarray data sets. In this paper, we analyze multiple expression profile alignment (MEPA) methods for classifying microarray time-course data. We apply a nearest centroid classification technique, in which the centroid of each class is computed by means of a MEPA algorithm. MEPA aligns the expression profiles in such a way to minimize the total area between all aligned profiles. We propose four MEPA approaches whose effectiveness are demonstrated on the well-known budding yeast, S. cerevisiae, data set. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.57760/sciencedb.37170
title: COMSOL Simulation and Experimental Data for CFRP Electromagnetic Analysis
title: COMSOL Simulation and Experimental Data for CFRP Electromagnetic Analysis

description: Electromagnetic simulation using an explicit CFRP model in COMSOL, and experimental data measured using a lock-in amplifier experimental platform built with a MicroPhase Z7-lite FPGA development board.
description: Electromagnetic simulation using an explicit CFRP model in COMSOL, and experimental data measured using a lock-in amplifier experimental platform built with a MicroPhase Z7-lite FPGA development board.
DOI: 10.26180/5619469.v1
title: Microarray time-series data classification via multiple alignment of gene expression profiles

description: Pairwise alignment approaches for time-varying gene expression profiles have been recently developed for the detection of co-expressions in time-series microarray data sets. In this paper, we analyze multiple expression profile alignment (MEPA) methods for classifying microarray time-course data. We apply a nearest centroid classification technique, in which the centroid of each class is computed by means of a MEPA algorithm. MEPA aligns the expression profiles in such a way to minimize the total area between all aligned profiles. We propose four MEPA approaches whose effectiveness are demonstrated on the well-known budding yeast, S. cerevisiae, data set. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619466
title: Discrimination of GO term annotated proteins based on amino acid occurrence and composition

description: In this paper, we have applied linear discriminant analysis and support vector machine for predicting GO term annotated proteins using amino acid occurrence/composition in uniref50 data set, i.e., uniprot with less than 50 % sequence identity.We found that our method could discriminate between proteins with at least one known GO term and those without any annotation at an AUC of 0.82 using three-fold cross validation test. Discrimination of the 38 most frequent GO terms is achieved with the maximum AUC of 0.91. Our method is solely based on amino acid sequence and hence it will be useful to predict GO term associations of newly obtained amino acid sequence without any annotated known homolog. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619466.v1
title: Discrimination of GO term annotated proteins based on amino acid occurrence and composition

description: In this paper, we have applied linear discriminant analysis and support vector machine for predicting GO term annotated proteins using amino acid occurrence/composition in uniref50 data set, i.e., uniprot with less than 50 % sequence identity.We found that our method could discriminate between proteins with at least one known GO term and those without any annotation at an AUC of 0.82 using three-fold cross validation test. Discrimination of the 38 most frequent GO terms is achieved with the maximum AUC of 0.91. Our method is solely based on amino acid sequence and hence it will be useful to predict GO term associations of newly obtained amino acid sequence without any annotated known homolog. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619460
title: Hydrophobic-hydrophilic forces and their effects on protein structural similarity

description: Hydrophobic-hydrophilic interactions have a strong impact on the three-dimensional structure a protein will adopt. Because structure, not amino acid sequence order, carry out certain functions it is important to understand how these forces affect the protein folding process. In recent years, a lot of focus has been dedicated towards ab initio protein folding prediction, which tries to predict a proteins native conformation from its sequence alone. To aid this type of prediction sub-conformations from already known proteins are used to limit the free energy conformational search space. In this paper we looked into the sub-conformations’ hydrophobic-hydrophilic nature by incorporating a HP approach and proposed a way of evaluating how these type of forces affect the protein folding process. By doing this, we can gain insight into how hydrophobic-hydrophilic interactions affect protein structural similarity, and thus aid us in picking more suitable sub-conformations based off their HP shape for use in protein structure prediction. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619460.v1
title: Hydrophobic-hydrophilic forces and their effects on protein structural similarity

description: Hydrophobic-hydrophilic interactions have a strong impact on the three-dimensional structure a protein will adopt. Because structure, not amino acid sequence order, carry out certain functions it is important to understand how these forces affect the protein folding process. In recent years, a lot of focus has been dedicated towards ab initio protein folding prediction, which tries to predict a proteins native conformation from its sequence alone. To aid this type of prediction sub-conformations from already known proteins are used to limit the free energy conformational search space. In this paper we looked into the sub-conformations’ hydrophobic-hydrophilic nature by incorporating a HP approach and proposed a way of evaluating how these type of forces affect the protein folding process. By doing this, we can gain insight into how hydrophobic-hydrophilic interactions affect protein structural similarity, and thus aid us in picking more suitable sub-conformations based off their HP shape for use in protein structure prediction. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.57760/sciencedb.37154
title: Single-wavelength-sized focusing design and analysis for SULF 1–petawatt beamline
title: Single-wavelength-sized focusing design and analysis for SULF 1–petawatt beamline

description: Simulation data for "Single-wavelength-sized focusing design and analysis for SULF 1–petawatt beamline"
description: Simulation data for "Single-wavelength-sized focusing design and analysis for SULF 1–petawatt beamline"
DOI: 10.57760/sciencedb.j00266.00010
title: Rural Carbon Neutrality Development in Different Dimensions
title: Rural Carbon Neutrality Development in Different Dimensions

description: This dataset presents the Rural Carbon Neutrality Development Index (RCNDI) scores for each province. The index is constructed based on two primary dimensions: Carbon Neutrality and Development. The assessment framework evaluates four key aspects: the current status of rural carbon neutrality, rural carbon sequestration potential, rural livelihood development status, and rural innovation potential. This system comprises 9 secondary indicators and 18 tertiary indicators (detailed in the associated article).The Full-Permutation Polygon Synthetic Indicator method was employed for the comprehensive assessment. This approach integrates graphical representation with indicator quantification—specifically utilizing radar charts and area ratios—to standardize and evaluate indicators across different directions. The provided data contains the final calculated RCNDI scores, offering a comprehensive view of regional performance.
description: This dataset presents the Rural Carbon Neutrality Development Index (RCNDI) scores for each province. The index is constructed based on two primary dimensions: Carbon Neutrality and Development. The assessment framework evaluates four key aspects: the current status of rural carbon neutrality, rural carbon sequestration potential, rural livelihood development status, and rural innovation potential. This system comprises 9 secondary indicators and 18 tertiary indicators (detailed in the associated article).The Full-Permutation Polygon Synthetic Indicator method was employed for the comprehensive assessment. This approach integrates graphical representation with indicator quantification—specifically utilizing radar charts and area ratios—to standardize and evaluate indicators across different directions. The provided data contains the final calculated RCNDI scores, offering a comprehensive view of regional performance.
DOI: 10.26180/5579446
title: Hope and Despair: Contemporary Indonesian Painter Mahdi Abdullah exhibits Acehnese Culture in Melbourne

description: For more than a century, generations of Acehnese people have suffered through conflict. The battles against Dutch occupation were particularly harsh in Aceh. This was followed by the Japanese invasion and internal conflicts that arose after World War II. Conflict raged again when Aceh's struggle for independence from Indonesia started in 1976. For decades, Gerakan Aceh Merdeka (GAM, or the Free Aceh Movement) fought against the Indonesian military, and most outsiders were prohibited from visiting the province – that is, until the more recent tragedy.
DOI: 10.26180/5579446.v2
title: Hope and Despair: Contemporary Indonesian Painter Mahdi Abdullah exhibits Acehnese Culture in Melbourne

description: For more than a century, generations of Acehnese people have suffered through conflict. The battles against Dutch occupation were particularly harsh in Aceh. This was followed by the Japanese invasion and internal conflicts that arose after World War II. Conflict raged again when Aceh's struggle for independence from Indonesia started in 1976. For decades, Gerakan Aceh Merdeka (GAM, or the Free Aceh Movement) fought against the Indonesian military, and most outsiders were prohibited from visiting the province – that is, until the more recent tragedy.
DOI: 10.57760/sciencedb.37082
title: Soil fluorescence quantitative PCR
title: Soil fluorescence quantitative PCR

description: Absolute quantitative analysis of soil nitrogen transformation genes using SYBR Green fuel method Real time PCR assay 
description: Absolute quantitative analysis of soil nitrogen transformation genes using SYBR Green fuel method Real time PCR assay
DOI: 10.6084/m9.figshare.30022171
title: Refined lunar global chemistry mapping with the first farside ground truth from Chang'E-6

description: Each global chemistry map is divided into 9 parts, each representing a longitude span of 40 degrees, with latitudes ranging from -65 to+65
DOI: 10.6084/m9.figshare.30022171.v1
title: Refined lunar global chemistry mapping with the first farside ground truth from Chang'E-6

description: Each global chemistry map is divided into 9 parts, each representing a longitude span of 40 degrees, with latitudes ranging from -65 to+65
DOI: 10.57760/sciencedb.37123
title: Geological Attribute Code Dataset for QTP Copper Deposits
title: Geological Attribute Code Dataset for QTP Copper Deposits

description: The CopperData.csv file included in this study contains structured geological attribute code data for 252 copper deposits on the Tibetan Plateau. The geological attribute codes in the dataset correspond to the copper deposit attribute categories (e.g., tectonic-terrane regions, magmatic rock types, orogenic belts). Detailed information about each attribute code—including its definition, classification criteria, and the matching relationship between codes and specific geological attributes—can be found in the supplementary materials:Table S1. Copper Deposit Attribute Encoding (specifies code definitions and classification bases)Table S2. Attribute Code Correspondence Table (details the mapping between codes and actual geological attribute information).
description: The CopperData.csv file included in this study contains structured geological attribute code data for 252 copper deposits on the Tibetan Plateau. The geological attribute codes in the dataset correspond to the copper deposit attribute categories (e.g., tectonic-terrane regions, magmatic rock types, orogenic belts). Detailed information about each attribute code—including its definition, classification criteria, and the matching relationship between codes and specific geological attributes—can be found in the supplementary materials:Table S1. Copper Deposit Attribute Encoding (specifies code definitions and classification bases)Table S2. Attribute Code Correspondence Table (details the mapping between codes and actual geological attribute information).
DOI: 10.57760/sciencedb.37124
title: Codon Usage Bias and Evolutionary Dynamics in Chloroplast Genomes of Seven Simaroubaceae Species
title: Codon Usage Bias and Evolutionary Dynamics in Chloroplast Genomes of Seven Simaroubaceae Species

description: Codon Usage Bias in Chloroplast Genomes of Seven Simaroubaceae Species
description: Codon Usage Bias in Chloroplast Genomes of Seven Simaroubaceae Species
DOI: 10.5281/zenodo.18616227
title: SWIFTraj-Hurong-Expressway-Sections
DOI: 10.5281/zenodo.18616228
title: SWIFTraj-Hurong-Expressway-Sections
DOI: 10.57760/sciencedb.37119
title: Relevant data, titled 'Flow and Heat Transfer Characteristics of Nanofluids under the Synergistic Effect of Magnetic Field and Pulsation'
title: Relevant data, titled 'Flow and Heat Transfer Characteristics of Nanofluids under the Synergistic Effect of Magnetic Field and Pulsation'

description: This research concentrates on investigating the flow and heat transfer characteristics of nanofluids in wave-walled tubes, while factoring in the combined effects of magnetic field and pulsation. The study uncovers the pattern of flow field variations within these tubes under enhanced heat transfer conditions achieved through this dual enhancement approach.This dataset has passed the relevant parameter data.
description: This research concentrates on investigating the flow and heat transfer characteristics of nanofluids in wave-walled tubes, while factoring in the combined effects of magnetic field and pulsation. The study uncovers the pattern of flow field variations within these tubes under enhanced heat transfer conditions achieved through this dual enhancement approach.This dataset has passed the relevant parameter data.
DOI: 10.5281/zenodo.18542998
title: Temporal_Evolution_SDB

description: Temporal evolution of bathymetries derived from Sentinel-2 multispectral images for 12 sites in the Western Mediterranean. The bathymetries were obtained between 2018 and 2024, considering two temporal windows mosaic of 6 and 12 months with a monthly offset. The SDBs are associated with an optimal Chl-a value for each area, minimizing the RMSE with respect to in situ bathymetries. Additionally, wave time series considered in the study are included, along with codes, images and spatio-temporal information.
DOI: 10.5281/zenodo.17897818
title: Temporal_Evolution_SDB

description: Temporal evolution of bathymetries derived from Sentinel-2 multispectral images for 12 sites in the Western Mediterranean. The bathymetries were obtained between 2018 and 2024, considering two temporal windows mosaic of 6 and 12 months with a monthly offset. The SDBs are associated with an optimal Chl-a value for each area, minimizing the RMSE with respect to in situ bathymetries. Additionally, wave time series considered in the study are included, along with codes, images and spatio-temporal information.
DOI: 10.5281/zenodo.17084058
title: Complementary Data for Wueller et al. (2026): Assessing Potential Landing Sites with Favorable Illumination and Accessible, Potentially Volatile-Rich Permanently Shadowed Regions within Artemis Candidate Landing Regions

description: This data is complementary to Wueller et al. (2026): Assessing Potential Landing Sites with Favorable Illumination and Accessible, Potentially Volatile-Rich Permanently Shadowed Regions within Artemis Candidate Landing Regions. JGR Planets, accepted in February 2026.

The data are accessed via Zenodo: 10.5281/zenodo.17084058--------------------------------------------------------------------------------------------------------------------------------------------------------

STRUCTURE

Folder "Landing_Sites"

-> It includes the georeferenced shapefile of the candidate landing sites and the raster of the area satisfying the HLS requirements as well as ArcGIS Pro layerfiles (maintaining symbology).

Folder "Illumination_Modeling"

-> It includes the georeferenced raster files and ArcGIS Pro layerfiles (maintaining symbology) with the illumination conditions of all 16 Artemis candidate landing regions for the midsummers from 2025 to 2032.

File "Diffusion_Modeling"

-> The table includes the modeled crater ages for PSR-hosting craters within 2 kilometers of candidate landin sites in CR, CRE, dGR1, and PNS. The modeled crater age is given in column 'meanAge' in the atribute table.

Folder "PSR_Volatile_Estimates"

-> It includes the georeferenced shapefile and ArcGIS Pro layerfile of accessible PSRs in CR, CRE, dGR1, and PNS with their estimated volatile abundance in column 'Volatiles_max' of the atribute table.

---------------------------------------------------------------------------------------------------------------------------------------------------------

For further questions, please contact: lwueller@uni-muenster.de

Lukas Wueller, University of Münster, Institute of Planetology, 48149 Münster, Germany, 15th of September 2025

 

This work was conducted during the 2024 LPI Exploration Science Summer Intern Program, supported by funding from the Lunar and Planetary Institute (LPI) and the Center for Lunar Science and Exploration (CLSE), which is part of the NASA Solar System Exploration Research Virtual Institute (SSERVI).

Please cite both:

Wueller, L., Berger, L. M., Christopher, H., Sugimoto, K., Thaker, A. D., Carton, L., Jo, W., Lee, S., Pedrelli, R., Sanchez, P., & Kring, D. A. (2026). Complementary Data for Wueller et al. (2026): Assessing Potential Landing Sites with Favorable Illumination and Accessible, Volatile-Rich Permanently Shadowed Regions within Artemis Candidate Landing Regions. Zenodo Dataset. https://doi.org/10.5281/zenodo.17084058

Wueller, L., Berger, L. M., Christopher, H., Sugimoto, K., Thaker, A. D., Carton, L., Jo, W., Lee, S., Pedrelli, R., Sanchez, P., & Kring, D. A. (2026). Assessing Potential Landing Sites with Favorable Illumination and Accessible, Volatile-Rich Permanently Shadowed Regions within Artemis Candidate Landing Regions. Journal of Geophysical Research Planets. submission number 2025JE009434.