Optimal Solutions (United States)
In research, Optimal Solutions (United States) stands highest in Physical Sciences (#12,738 of 12,888 worldwide), 2022–2025.
- World rank, 2022–2025
- #18,683 of 28,054 · #18,669 all time
- Rank in United States
- #2,712 of 4,192
- Research works
- 631 ▼ 11% vs 2013–17
- Citations
- 10k 16.2 per fractional work
- Top-10% rate
- 8.4% record average 16.5%
- Open access
- 38% world 28%
What is Optimal Solutions (United States) known for in research?
The fields where it stands highest, 2022–2025, ranked among every institution above the floor in each field.
| Field | World rank | Where that sits | Top-10% rate | Works | All time |
|---|---|---|---|---|---|
| Physical SciencesDomain | #12,738 of 12,888 | 6.4% | 67 | #11893 |
Each strip is that field’s whole ranked pool, with the notch where Optimal Solutions (United States) 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.
Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 2.4×. Every wedge is a field page.
- Computer Science 2.4×
- Decision Sciences 2.3×
- Neuroscience 1.7×
- Health Professions 1.5×
- Economics, Econometrics and Finance 1.3×
- Engineering 1.3×
- Veterinary 1.2×
- Business, Management and Accounting 1.2×
- Agricultural and Biological Sciences 0.9×
- Medicine 0.9×
- Psychology 0.9×
- Mathematics 0.8×
- Arts and Humanities 0.7×
- Dentistry 0.7×
- Social Sciences 0.6×
- Biochemistry, Genetics and Molecular Biology 0.6×
- Energy 0.5×
- Environmental Science 0.5×
- Immunology and Microbiology 0.5×
- Materials Science 0.4×
- Earth and Planetary Sciences 0.3×
- Chemical Engineering 0.2×
- Physics and Astronomy 0.2×
- Chemistry 0.2×
- Nursing 0.1×
Who are the top researchers at Optimal Solutions (United States)?
Ranked on the composite score, David Wilkinson and Mark P. Rayson lead among researchers whose main affiliation is Optimal Solutions (United States).
- 1 David Wilkinson United States · #543,402 worldwide 123 citations · 74 works
- 2 Mark P. Rayson United States · #764,939 worldwide 33 citations · 26 works
Which keywords describe research at Optimal Solutions (United States)?
By fractional works in 2022–2025, weighted toward what it does more of than the world: Deep Learning, Machine Learning, Healthcare, Security, Internet of Things, IoT, Wireless Sensor Networks and IoT Security.
- Smart Vehicle Safety
- Accident Detection
- Marketing Strategy
- Intrusion Detection
- Security Analysis
- Resource Allocation
- Plant Disease Detection
- Student Engagement
- Cloud Computing
- Big Data Analytics
- Feature Extraction
- Privacy
- IoT Security
- Renewable Energy
- Neural Networks
- Supply Chain Management
- Wireless Sensor Networks
- Security
- Epidemiology
- Machine Learning
- Deep Learning
- Healthcare
- Internet of Things
- Convolutional Neural Networks
- IoT
- Energy Efficiency
- Data Mining
- COVID-19
- Image Processing
- Smart Farming
- Community Empowerment
- Environmental Monitoring
- Non-Communicable Diseases
- Internet of Things (IoT)
- Authentication
- 5G Networks
- Stunting
- RFID Technology
- Real-Time Monitoring
- Cryptanalysis
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
- Deep Learning17▲ 3.4×41 topics
- Machine Learning13▲ 2.8×30 topics
- Healthcare6▲ 3.9×9 topics
- Epidemiology6◆ 1.10×35 topics
- Internet of Things5▲ 4.1×13 topics
- Security5▲ 5.1×11 topics
- Convolutional Neural Networks4▲ 3.9×10 topics
- Wireless Sensor Networks4▲ 6.0×9 topics
- IoT4▲ 6.9×7 topics
- Supply Chain Management4▲ 2.8×8 topics
- Energy Efficiency4▲ 2.5×13 topics
- Neural Networks4▲ 1.57×12 topics
- Data Mining4▲ 3.2×6 topics
- Renewable Energy4▲ 1.65×17 topics
- COVID-193▲ 1.67×9 topics
- IoT Security3▲ 7.2×3 topics
- Image Processing3▲ 4.8×6 topics
- Privacy3▲ 6.6×4 topics
- Smart Farming3▲ 17×2 topics
- Feature Extraction3▲ 4.1×7 topics
- Community Empowerment3▲ 2.4×4 topics
- Big Data Analytics2▲ 7.3×3 topics
- Environmental Monitoring2▲ 4.0×3 topics
- Cloud Computing2▲ 5.4×6 topics
- Non-Communicable Diseases2▲ 5.0×3 topics
- Student Engagement2▲ 3.8×4 topics
- Internet of Things (IoT)2▲ 13×1 topic
- Plant Disease Detection2▲ 14×1 topic
- Authentication2▲ 8.6×3 topics
- Resource Allocation2▲ 7.5×6 topics
- 5G Networks2▲ 5.9×3 topics
- Security Analysis2▲ 6.8×2 topics
- Stunting2▲ 5.8×1 topic
- Intrusion Detection2▲ 7.7×2 topics
- RFID Technology2▲ 6.3×2 topics
- Marketing Strategy2▲ 10.0×4 topics
- Real-Time Monitoring2▲ 14×2 topics
- Accident Detection2▲ 54×1 topic
- Cryptanalysis2▲ 12×2 topics
- Smart Vehicle Safety2▲ 54×1 topic
Which research topics does Optimal Solutions (United States) publish most on?
By volume in 2022–2025: Smart Agriculture and AI, Public Health and Nutrition, IoT and GPS-based Vehicle Safety Systems and Network Security and Intrusion Detection.
Area is fractional works; colour is the subfield each topic belongs to.
- 1 Smart Agriculture and AI Plant Science 2 works
- 2 Public Health and Nutrition Pediatrics, Perinatology and Child Health 2 works
- 3 IoT and GPS-based Vehicle Safety Systems Mechanical Engineering 2 works
- 4 Network Security and Intrusion Detection Computer Networks and Communications 1 works
- 5 IoT and Edge/Fog Computing Computer Networks and Communications 1 works
- 6 Artificial Intelligence in Healthcare Health Information Management 1 works
- 7 Chaos-based Image/Signal Encryption Computer Vision and Pattern Recognition 1 works
- 8 COVID-19 and healthcare impacts Oncology 1 works
- 9 Innovations in Aquaponics and Hydroponics Systems Aquatic Science 1 works
- 10 Optimization and Search Problems 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.
World: 28% of research is openly available.
World: 19% is written across borders.
How has Optimal Solutions (United States)'s research output changed?
Output in 2018–2022 was 11% lower than in 2013–2017.
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 Bridgewater
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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.