cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id129635.2
title: StrainInfo SI-ID 129635.2

description: StrainInfo dataset 129635 about a strain of Lysinibacillus odysseyi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129636.2
title: StrainInfo SI-ID 129636.2

description: StrainInfo dataset 129636 about a strain of Paenibacillus massiliensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5281/zenodo.11191595
title: AI-BASED INSPECTION OF RECYCLED CARBON FIBRE FABRIC

description: This dataset is part of the EU funded project. It is pat of the paper titled "AI-based Inspection of Recycled Carbon Fibre Fabric"

The work presented in this paper is related to the project “MC4” and has received funding from the European Union’s Horizon Europe research and innovation program under grant agreement No 101057394. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. 
description: Carbon fiber fabric for structural components has to satisfy high quality requirements. The automation of end-of-line quality control is thus an important step towards the automated documentation and correction of defects.

In order to scan fabric already during the production process, a modular vision-based sensor is presented. The sensor generates multi-modal images, including reflectance properties and fiber orientation. The sensor concept can be extended up to 2.5m in length (100”) to allow the scanning of the whole width of the fabric. An AI-based data analysis is developed and assessed on a range of typical defects that occur during the manufacturing of carbon fiber fabric. The paper describes the approach to the sensor design, the image modalities and the AI-based method for defect segmentation and classification.

A specific analysis is also done in relation to the properties of woven and nonwoven materials made from recycled carbon fiber. These materials have higher visual variability and the analysis needs to take this into account.
DOI: 10.60712/si-id129638.2
title: StrainInfo SI-ID 129638.2

description: StrainInfo dataset 129638 about a strain of Photobacterium rosenbergii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12964.2
title: StrainInfo SI-ID 12964.2

description: StrainInfo dataset 12964 about a strain of Shewanella oneidensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129643.2
title: StrainInfo SI-ID 129643.2

description: StrainInfo dataset 129643 about a strain of Enterovibrio coralii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12966.2
title: StrainInfo SI-ID 12966.2

description: StrainInfo dataset 12966 about a strain of Geobacillus thermocatenulatus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12967.2
title: StrainInfo SI-ID 12967.2

description: StrainInfo dataset 12967 about a strain of Cellulophaga baltica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12968.2
title: StrainInfo SI-ID 12968.2

description: StrainInfo dataset 12968 about a strain of Cellulophaga fucicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12969.2
title: StrainInfo SI-ID 12969.2

description: StrainInfo dataset 12969 about a strain of Corynebacterium jeikeium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129690.2
title: StrainInfo SI-ID 129690.2

description: StrainInfo dataset 129690 about a strain of Pedobacter caeni. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12970.2
title: StrainInfo SI-ID 12970.2

description: StrainInfo dataset 12970 about a strain of Corynebacterium coyleae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12971.2
title: StrainInfo SI-ID 12971.2

description: StrainInfo dataset 12971 about a strain of Corynebacterium durum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129721.2
title: StrainInfo SI-ID 129721.2

description: StrainInfo dataset 129721 about a strain of Enterococcus italicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129722.2
title: StrainInfo SI-ID 129722.2

description: StrainInfo dataset 129722 about a strain of Lactobacillus delbrueckii subsp. indicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129723.2
title: StrainInfo SI-ID 129723.2

description: StrainInfo dataset 129723 about a strain of Ligilactobacillus saerimneri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129725.2
title: StrainInfo SI-ID 129725.2

description: StrainInfo dataset 129725 about a strain of Limosilactobacillus antri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129727.2
title: StrainInfo SI-ID 129727.2

description: StrainInfo dataset 129727 about a strain of Limosilactobacillus gastricus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129729.2
title: StrainInfo SI-ID 129729.2

description: StrainInfo dataset 129729 about a strain of Lactobacillus kalixensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id129731.2
title: StrainInfo SI-ID 129731.2

description: StrainInfo dataset 129731 about a strain of Lactobacillus ultunensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12974.2
title: StrainInfo SI-ID 12974.2

description: StrainInfo dataset 12974 about a strain of Corynebacterium kroppenstedtii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12975.2
title: StrainInfo SI-ID 12975.2

description: StrainInfo dataset 12975 about a strain of Corynebacterium phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12976.2
title: StrainInfo SI-ID 12976.2

description: StrainInfo dataset 12976 about a strain of Corynebacterium riegelii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12977.2
title: StrainInfo SI-ID 12977.2

description: StrainInfo dataset 12977 about a strain of Corynebacterium ulcerans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12979.2
title: StrainInfo SI-ID 12979.2

description: StrainInfo dataset 12979 about a strain of Corynebacterium pseudodiphtheriticum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12980.2
title: StrainInfo SI-ID 12980.2

description: StrainInfo dataset 12980 about a strain of Corynebacterium pseudotuberculosis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5281/zenodo.11191594
title: AI-BASED INSPECTION OF RECYCLED CARBON FIBRE FABRIC

description: The dataset is part of an EU-funded project and is included in the paper entitled "AI-based Inspection of Recycled Carbon Fibre Fabric."

The work presented in this paper is related to the project “MC4” and has received funding from the European Union’s Horizon Europe research and innovation program under grant agreement No 101057394. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. 

 

sample_images.zip - It is a zip file containg the .png images. These are the samples images of the output from the in-house developed sensor.

dataset_samples.pkl - It is a pickle file. This contains the dataset whose results are reported in the paper .

load_data.py - This is the sample code to load the data. Explanation to the shapes and the structure of the data are present here.
description: Carbon fiber fabric for structural components has to satisfy high quality requirements. The automation of end-of-line quality control is thus an important step towards the automated documentation and correction of defects.

In order to scan fabric already during the production process, a modular vision-based sensor is presented. The sensor generates multi-modal images, including reflectance properties and fiber orientation. The sensor concept can be extended up to 2.5m in length (100”) to allow the scanning of the whole width of the fabric. An AI-based data analysis is developed and assessed on a range of typical defects that occur during the manufacturing of carbon fiber fabric. The paper describes the approach to the sensor design, the image modalities and the AI-based method for defect segmentation and classification.

A specific analysis is also done in relation to the properties of woven and nonwoven materials made from recycled carbon fiber. These materials have higher visual variability and the analysis needs to take this into account.
DOI: 10.5281/zenodo.11203952
title: AI-BASED INSPECTION OF RECYCLED CARBON FIBRE FABRIC

description: The dataset is part of an EU-funded project and is included in the paper entitled "AI-based Inspection of Recycled Carbon Fibre Fabric."

The work presented in this paper is related to the project “MC4” and has received funding from the European Union’s Horizon Europe research and innovation program under grant agreement No 101057394. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union. Neither the European Union nor the granting authority can be held responsible for them. 

 

sample_images.zip - It is a zip file containg the .png images. These are the samples images of the output from the in-house developed sensor.

dataset_samples.pkl - It is a pickle file. This contains the dataset whose results are reported in the paper .

load_data.py - This is the sample code to load the data. Explanation to the shapes and the structure of the data are present here.
description: Carbon fiber fabric for structural components has to satisfy high quality requirements. The automation of end-of-line quality control is thus an important step towards the automated documentation and correction of defects.

In order to scan fabric already during the production process, a modular vision-based sensor is presented. The sensor generates multi-modal images, including reflectance properties and fiber orientation. The sensor concept can be extended up to 2.5m in length (100”) to allow the scanning of the whole width of the fabric. An AI-based data analysis is developed and assessed on a range of typical defects that occur during the manufacturing of carbon fiber fabric. The paper describes the approach to the sensor design, the image modalities and the AI-based method for defect segmentation and classification.

A specific analysis is also done in relation to the properties of woven and nonwoven materials made from recycled carbon fiber. These materials have higher visual variability and the analysis needs to take this into account.
DOI: 10.60712/si-id12982.2
title: StrainInfo SI-ID 12982.2

description: StrainInfo dataset 12982 about a strain of Corynebacterium amycolatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12983.2
title: StrainInfo SI-ID 12983.2

description: StrainInfo dataset 12983 about a strain of Corynebacterium glucuronolyticum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12984.2
title: StrainInfo SI-ID 12984.2

description: StrainInfo dataset 12984 about a strain of Corynebacterium afermentans subsp. afermentans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12986.2
title: StrainInfo SI-ID 12986.2

description: StrainInfo dataset 12986 about a strain of Corynebacterium argentoratense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12987.2
title: StrainInfo SI-ID 12987.2

description: StrainInfo dataset 12987 about a strain of Corynebacterium macginleyi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12989.2
title: StrainInfo SI-ID 12989.2

description: StrainInfo dataset 12989 about a strain of Rhizobium mongolense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12992.2
title: StrainInfo SI-ID 12992.2

description: StrainInfo dataset 12992 about a strain of Kocuria palustris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12993.2
title: StrainInfo SI-ID 12993.2

description: StrainInfo dataset 12993 about a strain of Kocuria rhizophila. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12994.2
title: StrainInfo SI-ID 12994.2

description: StrainInfo dataset 12994 about a strain of Corynebacterium kutscheri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12995.2
title: StrainInfo SI-ID 12995.2

description: StrainInfo dataset 12995 about a strain of Vibrio scophthalmi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12996.2
title: StrainInfo SI-ID 12996.2

description: StrainInfo dataset 12996 about a strain of Vibrio tapetis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12997.2
title: StrainInfo SI-ID 12997.2

description: StrainInfo dataset 12997 about a strain of Vibrio ichthyoenteri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12998.2
title: StrainInfo SI-ID 12998.2

description: StrainInfo dataset 12998 about a strain of Vibrio penaeicida. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id12999.2
title: StrainInfo SI-ID 12999.2

description: StrainInfo dataset 12999 about a strain of Paraburkholderia caledonica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13005.2
title: StrainInfo SI-ID 13005.2

description: StrainInfo dataset 13005 about a strain of Burkholderia dolosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13011.2
title: StrainInfo SI-ID 13011.2

description: StrainInfo dataset 13011 about a strain of Ensifer arboris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13015.2
title: StrainInfo SI-ID 13015.2

description: StrainInfo dataset 13015 about a strain of Ensifer arboris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13018.2
title: StrainInfo SI-ID 13018.2

description: StrainInfo dataset 13018 about a strain of Ensifer kostiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id130276.2
title: StrainInfo SI-ID 130276.2

description: StrainInfo dataset 130276 about a strain of Limosilactobacillus reuteri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id130389.2
title: StrainInfo SI-ID 130389.2

description: StrainInfo dataset 130389 about a strain of Lactococcus lactis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13065.2
title: StrainInfo SI-ID 13065.2

description: StrainInfo dataset 13065 about a strain of Staphylococcus gallinarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13072.2
title: StrainInfo SI-ID 13072.2

description: StrainInfo dataset 13072 about a strain of Staphylococcus caprae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id130818.2
title: StrainInfo SI-ID 130818.2

description: StrainInfo dataset 130818 about a strain of Aeromonas molluscorum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id13083.2
title: StrainInfo SI-ID 13083.2

description: StrainInfo dataset 13083 about a strain of Cupriavidus taiwanensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id130830.2
title: StrainInfo SI-ID 130830.2

description: StrainInfo dataset 130830 about a strain of Halopseudomonas pachastrellae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.