Production Data Set for five-Axis CNC Milling with multiple Changeovers Article Swipe

PDF

M. Martı́nez , Anna-Maria Schmitt , Andreas Schiffler , Bastian Engelmann ·

YOU? · · 2025 · Open Access · · DOI: https://doi.org/10.1038/s41597-025-05294-0

This data descriptor contains information about an extensive production data set for a five-axis CNC milling process. Three geometrically different products were manufactured and relevant features from the numerical control of the machine were recorded. The recorded manufacturing process contains the preparation of the machine for the next product (changeover) as well as the machining process (production). The experimental manufacturing was organized with the aid of a changeover matrix to ensure that all possible changeover combinations for the three products were considered. The production was repeated five times, resulting in 30 manufacturing sessions and five complete changeover matrices. The data set was recorded in a laboratory environment. A rich feature set including i.e. the NC-code of the products, tool information, and a Jupyter notebook is provided with the data set.

Related Topics

Production (Economics)

Concepts

Set (abstract data type) Production (economics) Computer science Programming language Economics Macroeconomics

Metadata

Type: article
Language: en
Landing Page: https://doi.org/10.1038/s41597-025-05294-0
PDF: https://www.nature.com/articles/s41597-025-05294-0.pdf
OA Status: gold
References: 11
Related Works: 10
OpenAlex ID: https://openalex.org/W4411559939

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W4411559939

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.1038/s41597-025-05294-0

Digital Object Identifier
Title: Production Data Set for five-Axis CNC Milling with multiple Changeovers

Work title
Type: article

OpenAlex work type
Language: en

Primary language
Publication year: 2025

Year of publication
Publication date: 2025-06-23

Full publication date if available
Authors: M. Martı́nez, Anna-Maria Schmitt, Andreas Schiffler, Bastian Engelmann

List of authors in order
Landing page: https://doi.org/10.1038/s41597-025-05294-0

Publisher landing page
PDF URL: https://www.nature.com/articles/s41597-025-05294-0.pdf

Direct link to full text PDF
Open access: Yes

Whether a free full text is available
OA status: gold

Open access status per OpenAlex
OA URL: https://www.nature.com/articles/s41597-025-05294-0.pdf

Direct OA link when available
Concepts: Set (abstract data type), Production (economics), Computer science, Programming language, Economics, Macroeconomics

Top concepts (fields/topics) attached by OpenAlex
Cited by: 0

Total citation count in OpenAlex
References (count): 11

Number of works referenced by this work
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W4411559939
doi	https://doi.org/10.1038/s41597-025-05294-0
ids.doi	https://doi.org/10.1038/s41597-025-05294-0
ids.pmid	https://pubmed.ncbi.nlm.nih.gov/40550797
ids.openalex	https://openalex.org/W4411559939
fwci	0.0
type	article
title	Production Data Set for five-Axis CNC Milling with multiple Changeovers
biblio.issue	1
biblio.volume	12
biblio.last_page	1067
biblio.first_page	1067
topics[0].id	https://openalex.org/T11159
topics[0].field.id	https://openalex.org/fields/22
topics[0].field.display_name	Engineering
topics[0].score	0.9987999796867371
topics[0].domain.id	https://openalex.org/domains/3
topics[0].domain.display_name	Physical Sciences
topics[0].subfield.id	https://openalex.org/subfields/2209
topics[0].subfield.display_name	Industrial and Manufacturing Engineering
topics[0].display_name	Manufacturing Process and Optimization
topics[1].id	https://openalex.org/T13113
topics[1].field.id	https://openalex.org/fields/22
topics[1].field.display_name	Engineering
topics[1].score	0.9904000163078308
topics[1].domain.id	https://openalex.org/domains/3
topics[1].domain.display_name	Physical Sciences
topics[1].subfield.id	https://openalex.org/subfields/2209
topics[1].subfield.display_name	Industrial and Manufacturing Engineering
topics[1].display_name	Engineering Technology and Methodologies
topics[2].id	https://openalex.org/T12782
topics[2].field.id	https://openalex.org/fields/22
topics[2].field.display_name	Engineering
topics[2].score	0.9902999997138977
topics[2].domain.id	https://openalex.org/domains/3
topics[2].domain.display_name	Physical Sciences
topics[2].subfield.id	https://openalex.org/subfields/2209
topics[2].subfield.display_name	Industrial and Manufacturing Engineering
topics[2].display_name	Assembly Line Balancing Optimization
is_xpac	False
apc_list.value	1990
apc_list.currency	USD
apc_list.value_usd	1990
apc_paid.value	1990
apc_paid.currency	USD
apc_paid.value_usd	1990
concepts[0].id	https://openalex.org/C177264268
concepts[0].level	2
concepts[0].score	0.5559815168380737
concepts[0].wikidata	https://www.wikidata.org/wiki/Q1514741
concepts[0].display_name	Set (abstract data type)
concepts[1].id	https://openalex.org/C2778348673
concepts[1].level	2
concepts[1].score	0.5347887873649597
concepts[1].wikidata	https://www.wikidata.org/wiki/Q739302
concepts[1].display_name	Production (economics)
concepts[2].id	https://openalex.org/C41008148
concepts[2].level	0
concepts[2].score	0.48648709058761597
concepts[2].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[2].display_name	Computer science
concepts[3].id	https://openalex.org/C199360897
concepts[3].level	1
concepts[3].score	0.09948417544364929
concepts[3].wikidata	https://www.wikidata.org/wiki/Q9143
concepts[3].display_name	Programming language
concepts[4].id	https://openalex.org/C162324750
concepts[4].level	0
concepts[4].score	0.0
concepts[4].wikidata	https://www.wikidata.org/wiki/Q8134
concepts[4].display_name	Economics
concepts[5].id	https://openalex.org/C139719470
concepts[5].level	1
concepts[5].score	0.0
concepts[5].wikidata	https://www.wikidata.org/wiki/Q39680
concepts[5].display_name	Macroeconomics
keywords[0].id	https://openalex.org/keywords/set
keywords[0].score	0.5559815168380737
keywords[0].display_name	Set (abstract data type)
keywords[1].id	https://openalex.org/keywords/production
keywords[1].score	0.5347887873649597
keywords[1].display_name	Production (economics)
keywords[2].id	https://openalex.org/keywords/computer-science
keywords[2].score	0.48648709058761597
keywords[2].display_name	Computer science
keywords[3].id	https://openalex.org/keywords/programming-language
keywords[3].score	0.09948417544364929
keywords[3].display_name	Programming language
language	en
locations[0].id	doi:10.1038/s41597-025-05294-0
locations[0].is_oa	True
locations[0].source.id	https://openalex.org/S2607323502
locations[0].source.issn	2052-4463
locations[0].source.type	journal
locations[0].source.is_oa	True
locations[0].source.issn_l	2052-4463
locations[0].source.is_core	True
locations[0].source.is_in_doaj	True
locations[0].source.display_name	Scientific Data
locations[0].source.host_organization	https://openalex.org/P4310319908
locations[0].source.host_organization_name	Nature Portfolio
locations[0].source.host_organization_lineage	https://openalex.org/P4310319908, https://openalex.org/P4310319965
locations[0].source.host_organization_lineage_names	Nature Portfolio, Springer Nature
locations[0].license	cc-by
locations[0].pdf_url	https://www.nature.com/articles/s41597-025-05294-0.pdf
locations[0].version	publishedVersion
locations[0].raw_type	journal-article
locations[0].license_id	https://openalex.org/licenses/cc-by
locations[0].is_accepted	True
locations[0].is_published	True
locations[0].raw_source_name	Scientific Data
locations[0].landing_page_url	https://doi.org/10.1038/s41597-025-05294-0
locations[1].id	pmid:40550797
locations[1].is_oa	False
locations[1].source.id	https://openalex.org/S4306525036
locations[1].source.issn
locations[1].source.type	repository
locations[1].source.is_oa	False
locations[1].source.issn_l
locations[1].source.is_core	False
locations[1].source.is_in_doaj	False
locations[1].source.display_name	PubMed
locations[1].source.host_organization	https://openalex.org/I1299303238
locations[1].source.host_organization_name	National Institutes of Health
locations[1].source.host_organization_lineage	https://openalex.org/I1299303238
locations[1].license
locations[1].pdf_url
locations[1].version	publishedVersion
locations[1].raw_type
locations[1].license_id
locations[1].is_accepted	True
locations[1].is_published	True
locations[1].raw_source_name	Scientific data
locations[1].landing_page_url	https://pubmed.ncbi.nlm.nih.gov/40550797
locations[2].id	pmh:oai:doaj.org/article:80ae2d2b816c4124ad100510ca1b3841
locations[2].is_oa	False
locations[2].source.id	https://openalex.org/S4306401280
locations[2].source.issn
locations[2].source.type	repository
locations[2].source.is_oa	False
locations[2].source.issn_l
locations[2].source.is_core	False
locations[2].source.is_in_doaj	False
locations[2].source.display_name	DOAJ (DOAJ: Directory of Open Access Journals)
locations[2].source.host_organization
locations[2].source.host_organization_name
locations[2].license
locations[2].pdf_url
locations[2].version	submittedVersion
locations[2].raw_type	article
locations[2].license_id
locations[2].is_accepted	False
locations[2].is_published	False
locations[2].raw_source_name	Scientific Data, Vol 12, Iss 1, Pp 1-11 (2025)
locations[2].landing_page_url	https://doaj.org/article/80ae2d2b816c4124ad100510ca1b3841
locations[3].id	pmh:oai:europepmc.org:10995569
locations[3].is_oa	True
locations[3].source.id	https://openalex.org/S4306400806
locations[3].source.issn
locations[3].source.type	repository
locations[3].source.is_oa	False
locations[3].source.issn_l
locations[3].source.is_core	False
locations[3].source.is_in_doaj	False
locations[3].source.display_name	Europe PMC (PubMed Central)
locations[3].source.host_organization	https://openalex.org/I1303153112
locations[3].source.host_organization_name	European Bioinformatics Institute
locations[3].source.host_organization_lineage	https://openalex.org/I1303153112
locations[3].license	other-oa
locations[3].pdf_url
locations[3].version	submittedVersion
locations[3].raw_type	Text
locations[3].license_id	https://openalex.org/licenses/other-oa
locations[3].is_accepted	False
locations[3].is_published	False
locations[3].raw_source_name
locations[3].landing_page_url	https://www.ncbi.nlm.nih.gov/pmc/articles/12185752
indexed_in	crossref, doaj, pubmed
authorships[0].author.id	https://openalex.org/A5100629817
authorships[0].author.orcid	https://orcid.org/0000-0002-3135-945X
authorships[0].author.display_name	M. Martı́nez
authorships[0].countries	DE
authorships[0].affiliations[0].institution_ids	https://openalex.org/I3130074995
authorships[0].affiliations[0].raw_affiliation_string	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[0].institutions[0].id	https://openalex.org/I3130074995
authorships[0].institutions[0].ror	https://ror.org/01k5h5v15
authorships[0].institutions[0].type	education
authorships[0].institutions[0].lineage	https://openalex.org/I3130074995
authorships[0].institutions[0].country_code	DE
authorships[0].institutions[0].display_name	Technical University of Applied Sciences Würzburg-Schweinfurt
authorships[0].author_position	first
authorships[0].raw_author_name	Mario Martinez
authorships[0].is_corresponding	False
authorships[0].raw_affiliation_strings	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[1].author.id	https://openalex.org/A5023046207
authorships[1].author.orcid	https://orcid.org/0000-0002-2256-0741
authorships[1].author.display_name	Anna-Maria Schmitt
authorships[1].countries	DE
authorships[1].affiliations[0].institution_ids	https://openalex.org/I3130074995
authorships[1].affiliations[0].raw_affiliation_string	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[1].institutions[0].id	https://openalex.org/I3130074995
authorships[1].institutions[0].ror	https://ror.org/01k5h5v15
authorships[1].institutions[0].type	education
authorships[1].institutions[0].lineage	https://openalex.org/I3130074995
authorships[1].institutions[0].country_code	DE
authorships[1].institutions[0].display_name	Technical University of Applied Sciences Würzburg-Schweinfurt
authorships[1].author_position	middle
authorships[1].raw_author_name	Anna-Maria Schmitt
authorships[1].is_corresponding	False
authorships[1].raw_affiliation_strings	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[2].author.id	https://openalex.org/A5090309786
authorships[2].author.orcid	https://orcid.org/0000-0002-1447-7331
authorships[2].author.display_name	Andreas Schiffler
authorships[2].countries	DE
authorships[2].affiliations[0].institution_ids	https://openalex.org/I3130074995
authorships[2].affiliations[0].raw_affiliation_string	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[2].institutions[0].id	https://openalex.org/I3130074995
authorships[2].institutions[0].ror	https://ror.org/01k5h5v15
authorships[2].institutions[0].type	education
authorships[2].institutions[0].lineage	https://openalex.org/I3130074995
authorships[2].institutions[0].country_code	DE
authorships[2].institutions[0].display_name	Technical University of Applied Sciences Würzburg-Schweinfurt
authorships[2].author_position	middle
authorships[2].raw_author_name	Andreas Schiffler
authorships[2].is_corresponding	False
authorships[2].raw_affiliation_strings	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany.
authorships[3].author.id	https://openalex.org/A5050071939
authorships[3].author.orcid	https://orcid.org/0000-0002-2053-0995
authorships[3].author.display_name	Bastian Engelmann
authorships[3].countries	DE
authorships[3].affiliations[0].institution_ids	https://openalex.org/I3130074995
authorships[3].affiliations[0].raw_affiliation_string	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany. [email protected].
authorships[3].institutions[0].id	https://openalex.org/I3130074995
authorships[3].institutions[0].ror	https://ror.org/01k5h5v15
authorships[3].institutions[0].type	education
authorships[3].institutions[0].lineage	https://openalex.org/I3130074995
authorships[3].institutions[0].country_code	DE
authorships[3].institutions[0].display_name	Technical University of Applied Sciences Würzburg-Schweinfurt
authorships[3].author_position	last
authorships[3].raw_author_name	Bastian Engelmann
authorships[3].is_corresponding	False
authorships[3].raw_affiliation_strings	Technical University of Applied Sciences Würzburg-Schweinfurt, Institute of Digital Engineering (IDEE), Schweinfurt, 97421, Germany. [email protected].
has_content.pdf	True
has_content.grobid_xml	True
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://www.nature.com/articles/s41597-025-05294-0.pdf
open_access.oa_status	gold
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	Production Data Set for five-Axis CNC Milling with multiple Changeovers
has_fulltext	True
is_retracted	False
updated_date	2025-11-06T03:46:38.306776
primary_topic.id	https://openalex.org/T11159
primary_topic.field.id	https://openalex.org/fields/22
primary_topic.field.display_name	Engineering
primary_topic.score	0.9987999796867371
primary_topic.domain.id	https://openalex.org/domains/3
primary_topic.domain.display_name	Physical Sciences
primary_topic.subfield.id	https://openalex.org/subfields/2209
primary_topic.subfield.display_name	Industrial and Manufacturing Engineering
primary_topic.display_name	Manufacturing Process and Optimization
related_works	https://openalex.org/W4391375266, https://openalex.org/W2899084033, https://openalex.org/W2748952813, https://openalex.org/W2390279801, https://openalex.org/W4391913857, https://openalex.org/W2358668433, https://openalex.org/W4396701345, https://openalex.org/W2376932109, https://openalex.org/W2001405890, https://openalex.org/W4396696052
cited_by_count	0
locations_count	4
best_oa_location.id	doi:10.1038/s41597-025-05294-0
best_oa_location.is_oa	True
best_oa_location.source.id	https://openalex.org/S2607323502
best_oa_location.source.issn	2052-4463
best_oa_location.source.type	journal
best_oa_location.source.is_oa	True
best_oa_location.source.issn_l	2052-4463
best_oa_location.source.is_core	True
best_oa_location.source.is_in_doaj	True
best_oa_location.source.display_name	Scientific Data
best_oa_location.source.host_organization	https://openalex.org/P4310319908
best_oa_location.source.host_organization_name	Nature Portfolio
best_oa_location.source.host_organization_lineage	https://openalex.org/P4310319908, https://openalex.org/P4310319965
best_oa_location.source.host_organization_lineage_names	Nature Portfolio, Springer Nature
best_oa_location.license	cc-by
best_oa_location.pdf_url	https://www.nature.com/articles/s41597-025-05294-0.pdf
best_oa_location.version	publishedVersion
best_oa_location.raw_type	journal-article
best_oa_location.license_id	https://openalex.org/licenses/cc-by
best_oa_location.is_accepted	True
best_oa_location.is_published	True
best_oa_location.raw_source_name	Scientific Data
best_oa_location.landing_page_url	https://doi.org/10.1038/s41597-025-05294-0
primary_location.id	doi:10.1038/s41597-025-05294-0
primary_location.is_oa	True
primary_location.source.id	https://openalex.org/S2607323502
primary_location.source.issn	2052-4463
primary_location.source.type	journal
primary_location.source.is_oa	True
primary_location.source.issn_l	2052-4463
primary_location.source.is_core	True
primary_location.source.is_in_doaj	True
primary_location.source.display_name	Scientific Data
primary_location.source.host_organization	https://openalex.org/P4310319908
primary_location.source.host_organization_name	Nature Portfolio
primary_location.source.host_organization_lineage	https://openalex.org/P4310319908, https://openalex.org/P4310319965
primary_location.source.host_organization_lineage_names	Nature Portfolio, Springer Nature
primary_location.license	cc-by
primary_location.pdf_url	https://www.nature.com/articles/s41597-025-05294-0.pdf
primary_location.version	publishedVersion
primary_location.raw_type	journal-article
primary_location.license_id	https://openalex.org/licenses/cc-by
primary_location.is_accepted	True
primary_location.is_published	True
primary_location.raw_source_name	Scientific Data
primary_location.landing_page_url	https://doi.org/10.1038/s41597-025-05294-0
publication_date	2025-06-23
publication_year	2025
referenced_works	https://openalex.org/W4396584140, https://openalex.org/W6968219605, https://openalex.org/W4235462431, https://openalex.org/W4393151285, https://openalex.org/W6911383732, https://openalex.org/W4390954928, https://openalex.org/W4400957155, https://openalex.org/W2562319768, https://openalex.org/W2612374285, https://openalex.org/W4394063309, https://openalex.org/W4404037355
referenced_works_count	11
abstract_inverted_index.A	108
abstract_inverted_index.a	13, 67, 105, 122
abstract_inverted_index.30	91
abstract_inverted_index.an	7
abstract_inverted_index.as	51, 53
abstract_inverted_index.in	90, 104
abstract_inverted_index.is	125
abstract_inverted_index.of	31, 43, 66, 116
abstract_inverted_index.to	70
abstract_inverted_index.CNC	15
abstract_inverted_index.The	36, 58, 83, 99
abstract_inverted_index.aid	65
abstract_inverted_index.all	73
abstract_inverted_index.and	24, 94, 121
abstract_inverted_index.for	12, 46, 77
abstract_inverted_index.set	11, 101, 111
abstract_inverted_index.the	28, 32, 41, 44, 47, 54, 64, 78, 114, 117, 128
abstract_inverted_index.was	61, 85, 102
abstract_inverted_index.This	1
abstract_inverted_index.data	2, 10, 100, 129
abstract_inverted_index.five	87, 95
abstract_inverted_index.from	27
abstract_inverted_index.i.e.	113
abstract_inverted_index.next	48
abstract_inverted_index.rich	109
abstract_inverted_index.set.	130
abstract_inverted_index.that	72
abstract_inverted_index.tool	119
abstract_inverted_index.well	52
abstract_inverted_index.were	22, 34, 81
abstract_inverted_index.with	63, 127
abstract_inverted_index.Three	18
abstract_inverted_index.about	6
abstract_inverted_index.three	79
abstract_inverted_index.ensure	71
abstract_inverted_index.matrix	69
abstract_inverted_index.times,	88
abstract_inverted_index.Jupyter	123
abstract_inverted_index.NC-code	115
abstract_inverted_index.control	30
abstract_inverted_index.feature	110
abstract_inverted_index.machine	33, 45
abstract_inverted_index.milling	16
abstract_inverted_index.process	39, 56
abstract_inverted_index.product	49
abstract_inverted_index.Abstract	0
abstract_inverted_index.complete	96
abstract_inverted_index.contains	4, 40
abstract_inverted_index.features	26
abstract_inverted_index.notebook	124
abstract_inverted_index.possible	74
abstract_inverted_index.process.	17
abstract_inverted_index.products	21, 80
abstract_inverted_index.provided	126
abstract_inverted_index.recorded	37, 103
abstract_inverted_index.relevant	25
abstract_inverted_index.repeated	86
abstract_inverted_index.sessions	93
abstract_inverted_index.different	20
abstract_inverted_index.extensive	8
abstract_inverted_index.five-axis	14
abstract_inverted_index.including	112
abstract_inverted_index.machining	55
abstract_inverted_index.matrices.	98
abstract_inverted_index.numerical	29
abstract_inverted_index.organized	62
abstract_inverted_index.products,	118
abstract_inverted_index.recorded.	35
abstract_inverted_index.resulting	89
abstract_inverted_index.changeover	68, 75, 97
abstract_inverted_index.descriptor	3
abstract_inverted_index.laboratory	106
abstract_inverted_index.production	9, 84
abstract_inverted_index.considered.	82
abstract_inverted_index.information	5
abstract_inverted_index.preparation	42
abstract_inverted_index.(changeover)	50
abstract_inverted_index.combinations	76
abstract_inverted_index.environment.	107
abstract_inverted_index.experimental	59
abstract_inverted_index.information,	120
abstract_inverted_index.manufactured	23
abstract_inverted_index.(production).	57
abstract_inverted_index.geometrically	19
abstract_inverted_index.manufacturing	38, 60, 92
cited_by_percentile_year
countries_distinct_count	1
institutions_distinct_count	4
citation_normalized_percentile.value	0.32764302
citation_normalized_percentile.is_in_top_1_percent	False
citation_normalized_percentile.is_in_top_10_percent	False