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Research facility · Compiègne · France

Heuristics and Diagnostics for Complex Systems

In research, Heuristics and Diagnostics for Complex Systems stands highest in Physical Sciences (#11,400 of 12,888 worldwide), 2022–2025.

hds.utc.fr/?lang=enROR OpenAlex
World rank, 2022–2025
#22,705
of 28,054 · #20,054 all time
Rank in France
#1,073
of 1,422
Research works
907
▼ 51% vs 2013–17
Citations
15k
16.2 per fractional work
Top-10% rate
14.8%
record average 16.5%
Open access
40%
world 28%

What is Heuristics and Diagnostics for Complex Systems known for in research?

The fields where it stands highest, 2022–2025, ranked among every institution above the floor in each field.

FieldWorld rankWhere that sitsTop-10% rateWorksAll time
Physical SciencesDomain #11,400 of 12,888 15.2%74 #11639

Each strip is that field’s whole ranked pool, with the notch where Heuristics and Diagnostics for Complex Systems sits in it, in the colour of the band that rank falls in. The track under the rate is the rate itself: it carries no world mark, because the world rate differs by field (from about 6% to 21% in this record).

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.

Agricultural and Biological Sciences: 0.12× its world share, 0 worksAgricultural and Bio…Biochemistry, Genetics and Molecular Biology: 0.01× its world share, 0 worksBiochemistry, Geneti…Neuroscience: 0.42× its world share, 1 worksNeurosciencePharmacology, Toxicology and Pharmaceutics: 0.26× its world share, 0 worksPharmacology, Toxico…Computer Science: 5.31× its world share, 38 worksComputer ScienceEarth and Planetary Sciences: 0.06× its world share, 0 worksEarth and Planetary …Energy: 0.20× its world share, 0 worksEnergyEngineering: 2.47× its world share, 34 worksEngineeringEnvironmental Science: 0.25× its world share, 1 worksEnvironmental ScienceMaterials Science: 0.13× its world share, 0 worksMaterials ScienceMathematics: 1.01× its world share, 1 worksMathematicsPhysics and Astronomy: 0.11× its world share, 0 worksPhysics and AstronomyHealth Professions: 0.52× its world share, 1 worksHealth ProfessionsMedicine: 0.12× its world share, 2 worksMedicineArts and Humanities: 0.17× its world share, 0 worksArts and HumanitiesBusiness, Management and Accounting: 0.16× its world share, 0 worksBusiness, Management…Decision Sciences: 5.37× its world share, 5 worksDecision SciencesEconomics, Econometrics and Finance: 0.22× its world share, 0 worksEconomics, Econometr…Psychology: 0.59× its world share, 2 worksPsychologySocial Sciences: 0.38× its world share, 4 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Decision Sciences, 5.4×. Every wedge is a field page.

Who are the top researchers at Heuristics and Diagnostics for Complex Systems?

Ranked on the composite score, P. Castillo, Rogelio Lozano and Daniël Lechner lead among researchers whose main affiliation is Heuristics and Diagnostics for Complex Systems.

  1. 1 P. Castillo France · #84,211 worldwide 302 citations · 53 works
  2. 2 Rogelio Lozano France · #92,218 worldwide 918 citations · 151 works
  3. 3 Daniël Lechner France · #97,434 worldwide 151 citations · 33 works
  4. 4 Ali Charara France · #98,303 worldwide 266 citations · 55 works
  5. 5 Gérard Govaert France · #99,194 worldwide 326 citations · 36 works
  6. 6 Abdelmadjid Bouabdallah France · #209,287 worldwide 255 citations · 50 works
  7. 7 Yacine Challal France · #264,574 worldwide 332 citations · 71 works
  8. 8 Dominique Lenné France · #610,636 worldwide 54 citations · 37 works
  9. 9 Moustapha Doumiati France · #656,057 worldwide 100 citations · 37 works
  10. 10 Aziz Moukrim France · #713,204 worldwide 91 citations · 57 works
All ranked researchers at Heuristics and Diagnostics for Complex Systems

Which keywords describe research at Heuristics and Diagnostics for Complex Systems?

By fractional works in 2022–2025, weighted toward what it does more of than the world: Deep Learning, Autonomous Vehicles, Collision Avoidance, Machine Learning, Neural Networks, Multi-Agent Systems, Path Planning and Optimal Motion Planning.

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

Size is fractional works in 2022–2025 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 Learning15▲ 4.7×31 topics
  2. Machine Learning11▲ 3.6×22 topics
  3. Autonomous Vehicles10▲ 53×4 topics
  4. Collision Avoidance9▲ 52×3 topics
  5. Neural Networks7▲ 4.9×14 topics
  6. Multi-Agent Systems5▲ 31×5 topics
  7. Path Planning5▲ 46×3 topics
  8. Optimal Motion Planning4▲ 65×1 topic
  9. Sampling-Based Algorithms4▲ 65×1 topic
  10. Sensor Fusion4▲ 46×3 topics
  11. Driver Assistance Systems4▲ 79×1 topic
  12. Trajectory Prediction4▲ 79×1 topic
  13. Optimization3▲ 7.8×9 topics
  14. Genetic Algorithm3▲ 25×6 topics
  15. Security3▲ 5.1×6 topics
  16. Metaheuristics3▲ 37×3 topics
  17. Intelligent Transportation Systems3▲ 19×4 topics
  18. Scheduling3▲ 42×3 topics
  19. Bayesian Networks2▲ 28×3 topics
  20. Deep Neural Networks2▲ 23×2 topics
  21. Robotics2▲ 9.7×5 topics
  22. Collaborative Filtering2▲ 64×1 topic
  23. Matrix Factorization2▲ 64×1 topic
  24. Mobile Robots2▲ 24×2 topics
  25. Clustering Algorithms2▲ 30×3 topics
  26. 3D Mapping2▲ 29×1 topic
  27. SLAM2▲ 29×1 topic
  28. 5G Networks2▲ 9.6×3 topics
  29. Environmental Impacts2▲ 6.7×3 topics
  30. Feature Selection2▲ 8.4×3 topics
  31. Traffic Flow2▲ 18×2 topics
  32. Causal Discovery2▲ 54×2 topics
  33. Cooperative Adaptive Cruise Control2▲ 42×1 topic
  34. Microscopic Simulation2▲ 42×1 topic
  35. Reinforcement Learning2▲ 17×2 topics
  36. Causal Inference2▲ 51×1 topic
  37. Control Systems2▲ 8.7×4 topics
  38. Flexible Job-shop2▲ 56×1 topic
  39. Graphical Models2▲ 113×1 topic
  40. Manufacturing2▲ 35×1 topic

Which research topics does Heuristics and Diagnostics for Complex Systems publish most on?

By volume in 2022–2025: Robotic Path Planning Algorithms, Autonomous Vehicle Technology and Safety, Recommender Systems and Techniques and Robotics and Sensor-Based Localization.

Robotic Path Planning Al…4Robotic Path Planning Algorithms: 4 fractional worksAutonomous Vehicle Technology and Safety: 4 fractional worksRecommender Systems and Techniques: 2 fractional worksRobotics and Sensor-Based Localization: 2 fractional worksTraffic control and management: 2 fractional worksData Management and Algorithms: 2 fractional worksBayesian Modeling and Causal Inference: 2 fractional worksScheduling and Optimization Algorithms: 2 fractional worksExplainable Artificial Intelligence (XAI): 1 fractional worksIoT and Edge/Fog Computing: 1 fractional works
Computer Vision and Pattern RecognitionAutomotive EngineeringInformation SystemsAerospace Engineering5 others

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

  1. 1 Robotic Path Planning Algorithms Computer Vision and Pattern Recognition 4 works
  2. 2 Autonomous Vehicle Technology and Safety Automotive Engineering 4 works
  3. 3 Recommender Systems and Techniques Information Systems 2 works
  4. 4 Robotics and Sensor-Based Localization Aerospace Engineering 2 works
  5. 5 Traffic control and management Control and Systems Engineering 2 works
  6. 6 Data Management and Algorithms Signal Processing 2 works
  7. 7 Bayesian Modeling and Causal Inference Artificial Intelligence 2 works
  8. 8 Scheduling and Optimization Algorithms Industrial and Manufacturing Engineering 2 works
  9. 9 Explainable Artificial Intelligence (XAI) Artificial Intelligence 1 works
  10. 10 IoT and Edge/Fog Computing Computer Networks and Communications 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 available39.5%not open60.5%

World: 28% of research is openly available.

with international co-authors18.0%domestic only82.0%

World: 19% is written across borders.

How has Heuristics and Diagnostics for Complex Systems's research output changed?

Output in 2018–2022 was 51% lower than in 2013–2017.

1990200020102020
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 Compiègne

All research institutions in Compiègne

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.