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Company · Stuttgart · Germany

TWT GmbH Science & Innovation (Germany)

twt-innovation.deROR OpenAlex
Research works
70
▼ 34% vs 2013–17
Citations
450
6.4 per fractional work
Top-10% rate
16.7%
record average 16.5%
Open access
30%
world 28%

Not ranked overall: TWT GmbH Science & Innovation (Germany) is under the volume floor below which an excellence rate is noise. Not ranked is not the same as ranked last.

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: 1.15× its world share, 0 worksNeuroscienceComputer Science: 3.20× its world share, 4 worksComputer ScienceEngineering: 3.07× its world share, 7 worksEngineeringEnvironmental Science: 1.13× its world share, 1 worksEnvironmental ScienceMaterials Science: 0.16× its world share, 0 worksMaterials ScienceMathematics: 2.86× its world share, 0 worksMathematicsHealth Professions: 0.71× its world share, 0 worksHealth ProfessionsMedicine: 0.14× its world share, 0 worksMedicineArts and Humanities: 0.13× its world share, 0 worksArts and HumanitiesBusiness, Management and Accounting: 0.54× its world share, 0 worksBusiness, Management…Psychology: 1.95× its world share, 1 worksPsychologySocial Sciences: 0.41× its world share, 1 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 3.2×. Every wedge is a field page.

Who are the top researchers at TWT GmbH Science & Innovation (Germany)?

Ranked on the composite score, Dimitris Vartziotis lead among researchers whose main affiliation is TWT GmbH Science & Innovation (Germany).

  1. 1 Dimitris Vartziotis Germany · #993,913 worldwide 38 citations · 18 works
All ranked researchers at TWT GmbH Science & Innovation (Germany)

Which keywords describe research at TWT GmbH Science & Innovation (Germany)?

By fractional works in all years, weighted toward what it does more of than the world: Deep Learning, Machine Learning, Sustainability, Autonomous Vehicles, Big Data, Supply Chain Management, Information Technology and Vibration Analysis.

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

Size is fractional works in all years 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 40 words are chosen for being large and distinctive. Each links to the topic it comes from most.

All 40 words, with their numbers
  1. Deep Learning7▲ 4.8×14 topics
  2. Machine Learning6▲ 4.0×11 topics
  3. Sustainability6▲ 4.5×7 topics
  4. Autonomous Vehicles4▲ 39×3 topics
  5. Big Data4▲ 10×6 topics
  6. Neural Networks3▲ 4.3×8 topics
  7. Renewable Energy3▲ 4.2×5 topics
  8. Supply Chain Management3▲ 7.4×3 topics
  9. Information Technology2▲ 12×2 topics
  10. Metamodeling2▲ 75×2 topics
  11. Vibration Analysis2▲ 11×3 topics
  12. Additive Manufacturing2▲ 16×4 topics
  13. Anomaly Detection2▲ 20×3 topics
  14. Digital Capital2▲ 108×1 topic
  15. Mechanical Properties2▲ 3.5×5 topics
  16. Polymer Composites2▲ 18×2 topics
  17. Sensor Fusion2▲ 37×3 topics
  18. Value Chains2▲ 108×1 topic
  19. Intelligent Transportation Systems2▲ 36×3 topics
  20. Control Systems2▲ 12×4 topics
  21. Driver Assistance Systems2▲ 105×1 topic
  22. Trajectory Prediction2▲ 105×1 topic
  23. Cyber-Physical Systems2▲ 21×3 topics
  24. Agent-Based Modeling2▲ 16×3 topics
  25. Model Checking2▲ 22×3 topics
  26. Simulation Optimization2▲ 96×1 topic
  27. Verification and Validation2▲ 96×1 topic
  28. 3D Printing2▲ 12×3 topics
  29. Traffic Flow2▲ 37×2 topics
  30. Applications2▲ 9.9×2 topics
  31. Automata2▲ 35×2 topics
  32. Temporal Logic2▲ 29×2 topics
  33. Trust2▲ 8.5×3 topics
  34. Assembly Planning1▲ 24×1 topic
  35. Customer Experience1▲ 23×2 topics
  36. Design for Manufacture1▲ 24×1 topic
  37. Human Factors1▲ 36×2 topics
  38. Power Electronics1▲ 7.2×2 topics
  39. Analytics1▲ 36×1 topic
  40. Business Intelligence1▲ 36×1 topic

Which research topics does TWT GmbH Science & Innovation (Germany) publish most on?

By volume in 2022–2025: Autonomous Vehicle Technology and Safety, Topological and Geometric Data Analysis, Traffic control and management and Human-Automation Interaction and Safety.

Autonomous Vehicle Technology and Safety: 1 fractional worksTopological and Geometric Data Analysis: 1 fractional worksTraffic control and management: 1 fractional worksHuman-Automation Interaction and Safety: 0 fractional worksVehicular Ad Hoc Networks (VANETs): 0 fractional worksSoftware Engineering Res…0Software Engineering Research: 0 fractional worksSoftware Testing and Debugging Techniques: 0 fractional worksVehicle Dynamics and Control Systems: 0 fractional worksFault Detection and Control Systems: 0 fractional worksSoftware Engineering Techniques and Practices: 0 fractional works
Automotive EngineeringComputational Theory and MathematicsControl and Systems EngineeringSocial Psychology3 others

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

  1. 1 Autonomous Vehicle Technology and Safety Automotive Engineering 1 works
  2. 2 Topological and Geometric Data Analysis Computational Theory and Mathematics 1 works
  3. 3 Traffic control and management Control and Systems Engineering 1 works
  4. 4 Human-Automation Interaction and Safety Social Psychology 0 works
  5. 5 Vehicular Ad Hoc Networks (VANETs) Electrical and Electronic Engineering 0 works
  6. 6 Software Engineering Research Information Systems 0 works
  7. 7 Software Testing and Debugging Techniques Software 0 works
  8. 8 Vehicle Dynamics and Control Systems Automotive Engineering 0 works
  9. 9 Fault Detection and Control Systems Control and Systems Engineering 0 works
  10. 10 Software Engineering Techniques and Practices Information Systems 0 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 available29.6%not open70.4%

World: 28% of research is openly available.

with international co-authors26.8%domestic only73.2%

World: 19% is written across borders.

How has TWT GmbH Science & Innovation (Germany)'s research output changed?

Output in 2018–2022 was 34% lower than in 2013–2017.

201020152020
grewheldshrank

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

Other research institutions in Stuttgart

All research institutions in Stuttgart

Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners are in the interactive view on the map.