Advanced Algorithms and Applications

Advanced Algorithms and Applications is a research topic within Control and Systems Engineering. Science Explorer counts 70k research works in it since 1952. 9.6% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on the application of control systems, neural networks, and advanced algorithms in various domains such as industrial processes, environmental monitoring, networked manufacturing, and robotic systems. The research spans topics like PID control, support vector machines, fuzzy logic, genetic algorithms, wireless sensor networks, remote sensing, and Internet of Things.

Neural Networks
PID Control
Support Vector Machines
Fuzzy Logic
Genetic Algorithm
Wireless Sensor Networks
Remote Sensing
Internet of Things
LabVIEW
Robotics

Research works: 70k
In the world top 10%: 6.7k
Top-10% rate: 9.6%
Growth, 2018-21 → 2022-25: +115%
Largest producer: China

Advanced Algorithms and Applications

Which countries lead Advanced Algorithms and Applications research?

By volume, China and India publish the most (5.2k and 388 works in 2022-now).

By volume, 2022-now

1 China 5.2k works
2 India 388 works
3 United States 163 works
4 ?? 118 works
5 Indonesia 109 works
6 Japan 96 works
7 South Korea 58 works
8 Malaysia 57 works
9 Iraq 56 works
10 Russia 54 works

How concentrated that is

The same countries as shares of everything the list above accounts for. A node where two countries do two thirds of the work and one spread evenly across twelve read alike as a ranking and not at all alike here.

China5,196 · 82.6%India388 · 6.2%United States163 · 2.6%??118 · 1.9%6 others listed430 · 6.8%

Shares of the rows listed above, not of the whole node.

Which institutions lead Advanced Algorithms and Applications research?

By volume in 2022-now, Chinese Academy of Sciences publishes the most Advanced Algorithms and Applications research, followed by State Grid Corporation of China (China) and China Southern Power Grid (China).

By volume, 2022-now

1 Chinese Academy of SciencesChina 102 works
2 State Grid Corporation of China (China)China 88 works
3 China Southern Power Grid (China)China 78 works
4 Shanghai Electric (China)China 58 works
5 North China Electric Power UniversityChina 56 works
6 Harbin Institute of TechnologyChina 53 works
7 Harbin Engineering UniversityChina 51 works
8 Wuhan University of TechnologyChina 50 works
9 Beijing Institute of TechnologyChina 45 works
10 Northeastern UniversityChina 43 works

Who are the leading researchers in Advanced Algorithms and Applications?

The most-cited researchers publishing on Advanced Algorithms and Applications include Jian Sun, Wei Huang and Xiaogang Wang.

1 Jian Sun 281k citations
2 Wei Huang China 267k citations
3 Xiaogang Wang China 260k citations
4 Li Fei-Fei United States 225k citations
5 Kai You Wang China 224k citations
6 Frede Blaabjerg Denmark 203k citations
7 Qiang Zhang China 184k citations
8 Han Zhang China 161k citations

Ranked by citations received across their whole record, among researchers with at least three works on this topic.

What are the most cited papers in Advanced Algorithms and Applications?

The most cited paper in Advanced Algorithms and Applications is "Particle swarm optimization" (Riccardo Poli, James C. Kennedy, Tim Blackwell, 2007), with 21,401 citations. Next come "Dynamic programming algorithm optimization for spoken word recognition" (6,722) and "Particle swarm optimization: developments, applications and resources" (4,324).

Most cited papers
#	Paper	Released	Citations
1	Particle swarm optimization Riccardo Poli, James C. Kennedy, Tim Blackwell · Swarm Intelligence	31 Jul 2007	21,401
2	Dynamic programming algorithm optimization for spoken word recognition Hiroaki Sakoe, Seibi Chiba · IEEE Transactions on Acoustics Speech and Signal Processing	Feb 1978	6,722
3	Particle swarm optimization: developments, applications and resources Eberhart, Yuhui Shi Conference paper	2001	4,324
4	Parameter selection in particle swarm optimization Yuhui Shi, Russell C. Eberhart · Lecture notes in computer science Conference paper	1998	3,541
5	Particle swarm optimization algorithm: an overview Dongshu Wang, Dapei Tan, Lei Liu · Soft Computing	17 Jan 2017	3,333

All 99 most cited papers, with filters and sorting

Where is Advanced Algorithms and Applications research done?

The largest centres of Advanced Algorithms and Applications research in 2022-now are Beijing (China), Shanghai (China), Xi'an (China) and Nanjing (China). Among places with at least 20 works in it, it is an unusually large share of all research in Wuhu and Jilin City.

Largest cities, 2022-now

1 BeijingChina 809 works
2 ShanghaiChina 319 works
3 Xi'anChina 298 works
4 NanjingChina 264 works
5 WuhanChina 244 works
6 GuangzhouChina 205 works
7 HarbinChina 163 works
8 TianjinChina 147 works
9 ChengduChina 142 works
10 ShenyangChina 133 works

Where it is the local speciality

WuhuCN · 31.8 works10×
Jilin CityCN · 22.2 works10.0×

← less than its size predicts1×more →

Location quotient: how much more of its research is in Advanced Algorithms and Applications than the world average.

See Advanced Algorithms and Applications on the map

Where is the best place to study Advanced Algorithms and Applications?

Among universities, judged by research, Jiangsu University, Northeastern University and Dalian Maritime University score highest, combining excellence, specialisation, size, growth and international reach. Research strength is one signal when choosing where to study; it does not measure teaching.

above the meannear itbelow it

One dot per university in the first ten of the table below, at the default weights. The upper left is the interesting corner: small places doing unusually strong work.

Excellenceshare of its work in the world top 10%, 2022-now and all time averaged

40%

Specialisationhow much of its work is in this field, counted up to 10× the world share

10%

Sizeits output in this field, on a log scale

30%

Growthoutput growth, counted from -20% to +20%

10%

Internationalshare of its work with a co-author abroad

10%

Each slider sets a weight; the share it gets of the score is beside it.

#	University	Score	Top 10%	Specialisation	Works	Growth
1	Jiangsu UniversityChina	78.2	22.1%	7.8×	37	+222.0%
2	Northeastern UniversityChina	76.0	14.9%	8.1×	43	+99.5%
3	Dalian Maritime UniversityChina	73.2	17.5%	13.9×	30	+77.6%
4	Xidian UniversityChina	72.7	15.9%	8.1×	35	+293.8%
5	China University of Mining and TechnologyChina	70.8	23.8%	5.0×	24	+20.1%
6	North China Electric Power UniversityChina	70.5	7.4%	14.2×	56	+18.6%
7	Southeast UniversityChina	70.2	14.0%	4.2×	36	+233.1%
8	Harbin Institute of TechnologyChina	70.0	8.5%	5.4×	53	+250.7%
9	South China University of TechnologyChina	69.6	21.4%	3.9×	25	+113.3%
10	Harbin Engineering UniversityChina	69.3	8.8%	16.8×	51	+139.1%
11	Nanjing University of Aeronautics and AstronauticsChina	67.8	13.1%	7.1×	37	+183.5%
12	Xi'an Jiaotong UniversityChina	67.6	11.8%	3.3×	34	+174.8%
13	Central South UniversityChina	67.2	15.2%	2.7×	31	+126.5%
14	China Agricultural UniversityChina	67.0	21.6%	3.5×	12	+112.7%
15	Zhejiang UniversityChina	66.7	16.7%	1.8×	28	+152.6%
16	Xi'an University of TechnologyChina	65.9	19.9%	11.9×	23	+60.1%
17	Wuhan University of TechnologyChina	65.6	5.5%	10.4×	50	+38.3%
18	Tongji UniversityChina	65.5	21.0%	2.5×	23	+145.9%
19	Southwest Jiaotong UniversityChina	65.1	16.0%	6.2×	28	+287.8%
20	University of Science and Technology BeijingChina	65.0	19.5%	4.6×	21	+19.9%
21	Beijing University of TechnologyChina	64.3	13.2%	6.5×	27	+69.9%
22	Chongqing UniversityChina	64.2	14.5%	4.6×	30	+141.1%
23	Northwestern Polytechnical UniversityChina	63.9	10.4%	6.2×	42	+108.7%
24	Beihang UniversityChina	63.5	11.9%	4.8×	32	+120.7%
25	Tsinghua UniversityChina	63.5	13.7%	2.1×	29	+124.7%
26	Huazhong University of Science and TechnologyChina	63.2	16.1%	2.6×	28	+101.3%
27	Beijing Institute of TechnologyChina	62.9	3.9%	6.4×	45	+94.0%
28	Beijing University of Chemical TechnologyChina	62.7	20.1%	6.3×	16	+40.6%
29	Hunan UniversityChina	62.5	19.8%	4.1×	17	+93.3%
30	Shandong University of Science and TechnologyChina	62.2	8.3%	12.7×	36	+177.4%
31	Shandong UniversityChina	62.0	12.8%	3.5×	28	+155.9%
32	Nanjing University of Science and TechnologyChina	61.9	8.7%	6.8×	33	+107.8%
33	Kunming University of Science and TechnologyChina	61.5	13.4%	9.3×	31	+104.9%
34	Shandong University of TechnologyChina	60.8	23.7%	9.0×	14	+134.5%
35	Tiangong UniversityChina	60.6	22.1%	8.6×	12	+200.1%
36	Nanjing University of Posts and TelecommunicationsChina	60.2	12.7%	9.9×	25	+213.7%
37	Jiangnan UniversityChina	60.2	15.6%	5.1×	18	+53.7%
38	Anhui UniversityChina	59.9	10.2%	10.8×	29	+351.1%
39	Hohai UniversityChina	59.2	11.1%	6.2×	22	+61.2%
40	Zhejiang University of TechnologyChina	59.2	20.8%	3.8×	12	+201.3%
41	Islamic Azad University, TehranIran	58.1	11.6%	1.0×	10	+18.5%
42	University of Science and Technology LiaoningChina	58.0	16.3%	24.6×	17	+35.1%
43	Chongqing University of Posts and TelecommunicationsChina	56.9	10.6%	14.6×	25	+168.7%
44	Shanghai Maritime UniversityChina	56.8	7.0%	19.9×	29	+225.7%
45	Shenzhen UniversityChina	56.6	13.6%	2.7×	12	+87.5%
46	National University of Defense TechnologyChina	56.1	6.0%	8.0×	37	+37.1%
47	Vellore Institute of Technology UniversityIndia	55.2	18.5%	1.7×	10	+221.3%
48	Liaoning University of TechnologyChina	55.0	23.1%	22.8×	10	+350.0%
49	Nanjing University of Information Science and TechnologyChina	53.7	10.4%	5.1×	12	+160.7%
50	China University of GeosciencesChina	52.0	15.9%	3.9×	10	+172.7%
51	Xiamen UniversityChina	50.0	10.0%	2.8×	14	+315.4%
52	University of Chinese Academy of SciencesChina	46.7	19.1%	1.0×	10	+109.0%
53	Fudan UniversityChina	29.7	6.9%	0.9×	8	+192.2%

Universities only. The score blends excellence (40%), size (30%), specialisation (10%), growth (10%), international reach (10%), 2022-now; growth compares 2018-21 with 2022-25 and counts up to +20%, since a jump from a small base is mostly noise.

Every institution in Advanced Algorithms and Applications, country by country

Is Advanced Algorithms and Applications research growing?

Output in 2022-2025 was 115% higher than in 2018-2021, peaking in 2010. The fastest-growing topics are Advanced Algorithms and Applications.

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 Advanced Algorithms and Applications as a percentage of every work published that year, 0.055% in 2024.

Fractional works of Advanced Algorithms and Applications over all fractional works that year. How the balance of science has shifted.

How much of it reaches the world top 10%

Year by year.

Of each year's works in it, the share that reached the world's 10% most cited for their field and year. A field is the world for its own topics, so there is no other line to hold it against.

Which topics inside it are moving

Growth and decline on one axis around a shared zero. Two lists side by side hide the thing that matters: whether the growth dwarfs the decline, or the other way round.

Discussion

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Which countries lead Advanced Algorithms and Applications research?

By volume, 2022-now

How concentrated that is

Which institutions lead Advanced Algorithms and Applications research?

By volume, 2022-now

Who are the leading researchers in Advanced Algorithms and Applications?

What are the most cited papers in Advanced Algorithms and Applications?

Where is Advanced Algorithms and Applications research done?

Largest cities, 2022-now

Where it is the local speciality

Where is the best place to study Advanced Algorithms and Applications?

Is Advanced Algorithms and Applications research growing?

Its share of all research

How much of it reaches the world top 10%

Which topics inside it are moving

Related research

Discussion