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Company · Meyrin · Switzerland

GF Machining Solutions (Switzerland)

gfms.com/com/en.htmlROR OpenAlex
Research works
32
▲ 157% vs 2018-21
Citations
212
6.5 per fractional work
Top-10% rate
2.6%
all institutions 10.0%
Open access
37%
world 40%
International
15%
world 18%
GF Machining Solutions (Switzerland)

Not ranked overall: GF Machining Solutions (Switzerland) is under the volume floor below which a citation excellence rate is noise. Not ranked is not the same as ranked last.

Which fields of science does GF Machining Solutions (Switzerland) work in?

In 2022-now, 50% of research at GF Machining Solutions (Switzerland) is in Physical Sciences, 36% in Social Sciences. Its largest fields are Engineering (22%), Computer Science (20%), Decision Sciences (10%). It does 1.3× the world's share of Social Sciences.

Physical Sciences: 10 fractional works · 50.3% of its workEngineering: 5 fractional works · 22.3% of its workMechanical Engineering: 2 fractional works · 10.0% of its workElectrical and Electronic Engineering: 1 fractional works · 4.8% of its workBiomedical Engineering: 1 fractional works · 2.7% of its workComputational Mechanics: 0 fractional works · 1.4% of its workIndustrial and Manufacturing Engineering: 0 fractional works · 1.4% of its workMechanics of Materials: 0 fractional works · 0.8% of its workSafety, Risk, Reliability and Quality: 0 fractional works · 0.8% of its workControl and Systems Engineering: 0 fractional works · 0.4% of its workComputer Science: 4 fractional works · 19.6% of its workInformation Systems: 1 fractional works · 5.7% of its workSoftware: 1 fractional works · 5.7% of its workArtificial Intelligence: 1 fractional works · 4.9% of its workComputer Networks and Communications: 1 fractional works · 3.3% of its workEnvironmental Science: 1 fractional works · 4.9% of its workHealth, Toxicology and Mutagenesis: 1 fractional works · 4.9% of its workMaterials Science: 1 fractional works · 3.5% of its workGeneral Materials Science: 0 fractional works · 1.6% of its workMaterials Chemistry: 0 fractional works · 1.6% of its workBiomaterials: 0 fractional works · 0.3% of its workSocial Sciences: 7 fractional works · 36.3% of its workDecision Sciences: 2 fractional works · 10.0% of its workInformation Systems and Management: 1 fractional works · 5.1% of its workManagement Science and Operations Research: 1 fractional works · 4.9% of its workPsychology: 2 fractional works · 9.8% of its workSocial Psychology: 1 fractional works · 4.9% of its workDevelopmental and Educational Psychology: 1 fractional works · 3.3% of its workExperimental and Cognitive Psychology: 0 fractional works · 1.6% of its workArts and Humanities: 1 fractional works · 6.5% of its workVisual Arts and Performing Arts: 1 fractional works · 3.3% of its workHistory: 0 fractional works · 1.6% of its workLiterature and Literary Theory: 0 fractional works · 1.6% of its workSocial Sciences: 1 fractional works · 6.5% of its workEducation: 1 fractional works · 3.3% of its workDevelopment: 0 fractional works · 1.6% of its workSociology and Political Science: 0 fractional works · 1.6% of its workBusiness, Management and Accounting: 1 fractional works · 3.5% of its workOrganizational Behavior and Human Resource Management: 0 fractional works · 1.6% of its workStrategy and Management: 0 fractional works · 1.6% of its workManagement Information Systems: 0 fractional works · 0.2% of its workSmaller subfields together: 0 fractional works · 0.0% of its workHealth Sciences: 2 fractional works · 11.7% of its workNursing: 1 fractional works · 4.9% of its workNutrition and Dietetics: 1 fractional works · 4.9% of its workMedicine: 1 fractional works · 3.5% of its workRadiology, Nuclear Medicine and Imaging: 0 fractional works · 1.9% of its workPublic Health, Environmental and Occupational Health: 0 fractional works · 1.6% of its workHealth Professions: 1 fractional works · 3.3% of its workGeneral Health Professions: 0 fractional works · 1.6% of its workHealth Information Management: 0 fractional works · 1.6% of its workSmaller subfields together: 0 fractional works · 0.0% of its workLife Sciences: 0 fractional works · 1.6% of its workNeuroscience: 0 fractional works · 1.6% of its workCognitive Neuroscience: 0 fractional works · 1.6% of its workALL ITS WORKGF MachiningSolutions…20fractional works, 2022-now
Life Sciences2%Physical Sciences50%Health Sciences12%Social Sciences36%

Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in 2022-now. Every slice is a page; the interactive view zooms down to single topics and colours each by how much more of it this institution does than the world.

Its 4 domains and 13 fields, with their numbers
    1. Engineering522.3%
    2. Computer Science419.6%
    3. Environmental Science14.9%
    4. Materials Science13.5%
    1. Decision Sciences210.0%
    2. Psychology29.8%
    3. Arts and Humanities16.5%
    4. Social Sciences16.5%
    5. Business, Management and Accounting13.5%
    1. Nursing14.9%
    2. Medicine13.5%
    3. Health Professions13.3%
    1. Neuroscience01.6%
All of science, and how each field's share has moved since 1950: the Science domain explorer

Field profile

Location quotient across every field it publishes in: outside the ring is more than an institution of this size would be expected to publish, inside it is less.

Neuroscience: 1.01× its world share, 0 worksNeuroscienceComputer Science: 2.52× its world share, 4 worksComputer ScienceEngineering: 1.49× its world share, 4 worksEngineeringEnvironmental Science: 0.99× its world share, 1 worksEnvironmental ScienceMaterials Science: 1.01× its world share, 1 worksMaterials ScienceHealth Professions: 1.24× its world share, 1 worksHealth ProfessionsMedicine: 0.18× its world share, 1 worksMedicineNursing: 10.00× its world share, 1 worksNursingArts and Humanities: 2.26× its world share, 1 worksArts and HumanitiesBusiness, Management and Accounting: 1.08× its world share, 1 worksBusiness, Management…Decision Sciences: 10.35× its world share, 2 worksDecision SciencesPsychology: 3.22× its world share, 2 worksPsychologySocial Sciences: 0.52× its world share, 1 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Decision Sciences, 10.3×. Every wedge is a field page.

All 13 fields, with their numbers
  1. Decision Sciences10.35×2 works
  2. Nursing10.00×1 works
  3. Psychology3.22×2 works
  4. Computer Science2.52×4 works
  5. Arts and Humanities2.26×1 works
  6. Engineering1.49×4 works
  7. Health Professions1.24×1 works
  8. Business, Management and Accounting1.08×1 works
  9. Neuroscience1.01×0 works
  10. Materials Science1.01×1 works
  11. Environmental Science0.99×1 works
  12. Social Sciences0.52×1 works
  13. Medicine0.18×1 works

Who are the top researchers at GF Machining Solutions (Switzerland)?

Ranked on the quality score, Gianni Pucciani lead among researchers whose main affiliation is GF Machining Solutions (Switzerland).

  1. 1 Gianni Pucciani Switzerland · #3,167,356 worldwide 101 citations · 25 works
All ranked researchers at GF Machining Solutions (Switzerland)

What are the most cited papers from GF Machining Solutions (Switzerland)?

The most cited paper from GF Machining Solutions (Switzerland) is "EDM Drilling and Shaping of Cooling Holes in Inconel 718 Turbine Blades" (Mikhail Kliuev, M. Boccadoro, Rebeca Pérez et al., 2016), with 95 citations. Next come "A Hybrid Machine Learning Approach for Predictive Maintenance in Smart Factories of the Future" (49) and "Exploring the effectiveness of using internal CNC system signals for chatter detection in milling process" (47).

Most cited papers
#PaperReleasedCitations
1 EDM Drilling and Shaping of Cooling Holes in Inconel 718 Turbine Blades Mikhail Kliuev, M. Boccadoro, Rebeca Pérez et al. · Procedia CIRP Open access 2016 95
2 A Hybrid Machine Learning Approach for Predictive Maintenance in Smart Factories of the Future Sang‐Je Cho, Gökan May, Ioannis Tourkogiorgis et al. · IFIP advances in information and communication technology Conference paperOpen access 2018 49
3 Exploring the effectiveness of using internal CNC system signals for chatter detection in milling process Xiaochen Zheng, P.J. Arrazola, Roberto Pérez et al. · Mechanical Systems and Signal Processing Open access 26 Sep 2022 47
4 Wire EDM Monitoring for Zero-defect Manufacturing based on Advanced Sensor Signal Processing Alessandra Caggiano, Roberto Teti, Roberto Perez et al. · Procedia CIRP Open access 2015 44
5 Experimental Study of EDM-Drilling and Shaping of SiSiC and SiC Mikhail Kliuev, Umang Maradia, M. Boccadoro et al. · Procedia CIRP Open access 2016 35
All 48 most cited papers, with filters and sorting

Which keywords describe research at GF Machining Solutions (Switzerland)?

By fractional works in 2022-now, weighted toward what it does more of than the world: Workflow Management, Religion, Tool Wear, Automated Testing, Software Fault Localization, Reproducibility, Scientific Workflows and Environmental Exposure.

▲ more of its work than of the world's◆ about the world's share▼ less than the world's

Size is fractional works in 2022-now in the topics tagged with each word; colour is the word's share of this institution's work against its share of the world's. The 21 words are chosen for being large and distinctive. Each links to the topic it comes from most.

All 21 words, with their numbers
  1. Workflow Management1▲ 94×2 topics
  2. Religion1▲ 14×2 topics
  3. Tool Wear1▲ 49×2 topics
  4. Automated Testing1▲ 226×1 topic
  5. Software Fault Localization1▲ 226×1 topic
  6. Environmental Exposure1▲ 45×1 topic
  7. Exposome1▲ 142×1 topic
  8. Innovation1▲ 4.8×2 topics
  9. Leadership Development1▲ 134×2 topics
  10. Mechanical Properties1▲ 5.0×6 topics
  11. Ontology1▲ 64×1 topic
  12. Organizational Culture1▲ 13×2 topics
  13. Psychology1▲ 37×1 topic
  14. Reproducibility1▲ 130×1 topic
  15. Scientific Workflows1▲ 130×1 topic
  16. Selenium1▲ 269×1 topic
  17. Selenoproteins1▲ 269×1 topic
  18. Semantic Web1▲ 51×1 topic
  19. Simulation Optimization1▲ 314×1 topic
  20. Unconscious1▲ 1303×1 topic
  21. Verification and Validation1▲ 314×1 topic

Which research topics does GF Machining Solutions (Switzerland) publish most on?

By volume in 2022-now: Software Testing and Debugging Techniques, Health, Environment, Cognitive Aging, Selenium in Biological Systems and Semantic Web and Ontologies.

Software Testing and Deb…1Software Testing and Debugging Techniques: 1 fractional worksHealth, Environment, Cog…1Health, Environment, Cognitive Aging: 1 fractional worksSelenium in Biological Systems: 1 fractional worksSemantic Web and Ontolog…1Semantic Web and Ontologies: 1 fractional worksSimulation Techniques an…1Simulation Techniques and Applications: 1 fractional worksJungian Analytical Psychology: 1 fractional worksScientific Computing and Data Management: 1 fractional worksAdvanced machining proce…1Advanced machining processes and optimization: 1 fractional worksEducational Technology and Assessment: 1 fractional worksEducational Leadership and Practices: 1 fractional works
SoftwareHealth, Toxicology and MutagenesisNutrition and DieteticsArtificial Intelligence6 others

Area is fractional works; colour is the subfield each topic belongs to.

  1. 1 Software Testing and Debugging Techniques Software 1 works
  2. 2 Health, Environment, Cognitive Aging Health, Toxicology and Mutagenesis 1 works
  3. 3 Selenium in Biological Systems Nutrition and Dietetics 1 works
  4. 4 Semantic Web and Ontologies Artificial Intelligence 1 works
  5. 5 Simulation Techniques and Applications Management Science and Operations Research 1 works
  6. 6 Jungian Analytical Psychology Social Psychology 1 works
  7. 7 Scientific Computing and Data Management Information Systems and Management 1 works
  8. 8 Advanced machining processes and optimization Mechanical Engineering 1 works
  9. 9 Educational Technology and Assessment Information Systems 1 works
  10. 10 Educational Leadership and Practices Education 1 works

How open and international is its research?

Against the world's own shares: the tick on each track. Both are shares of its output, so they sit on one scale and can be read against each other as well as against the world.

openly available37.3%not open62.7%

World: 40% of research is openly available.

with international co-authors14.7%domestic only85.3%

World: 18% is written across borders.

How has GF Machining Solutions (Switzerland)'s research output changed?

Output in 2022-2025 was 157% higher than in 2018-2021.

still counting201520202025
grewheldshrank

The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.

Its share of all research

Growing output can still be a shrinking share: all of science grows. This is GF Machining Solutions (Switzerland) as a percentage of every work published that year, 0.0000031% in 2024.

still counting0.00020%0.00040%GF Machining Solutions (Switzerland)0.0000085% in 20252020

Fractional works of GF Machining Solutions (Switzerland) over all fractional works that year. How the balance of science has shifted.

Other research institutions in Meyrin

All research institutions in Meyrin

Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners have tabs of their own, above.

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