IoT-based Control Systems

IoT-based Control Systems is a research topic within Computer Science Applications. Science Explorer counts 12k research works in it since 1978. 9.8% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on the innovations in educational technology and training, including topics such as Internet of Things, digital literacy, e-learning, quality of service, interactive multimedia learning, smart home applications, virtual classrooms, student engagement, and pedagogical innovations.

Internet of Things
Educational Challenges
Digital Literacy
E-Learning
Quality of Service
Interactive Multimedia Learning
Smart Home
Virtual Classrooms
Student Engagement
Pedagogical Innovations

Research works: 12k
In the world top 10%: 1.2k
Top-10% rate: 9.8%
Growth, 2018-21 → 2022-25: +16%
Largest producer: Indonesia

IoT-based Control Systems

Which countries lead IoT-based Control Systems research?

By volume, Indonesia and ?? publish the most (5.1k and 333 works in 2022-now).

By volume, 2022-now

1 Indonesia 5.1k works
2 ?? 333 works
3 India 81 works
4 United States 67 works
5 Malaysia 50 works
6 China 26 works
7 Philippines 24 works
8 Russia 21 works
9 Spain 18 works
10 Canada 16 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.

Indonesia5,104 · 88.9%??333 · 5.8%India81 · 1.4%United States67 · 1.2%6 others listed156 · 2.7%

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

Which institutions lead IoT-based Control Systems research?

By volume in 2022-now, State University of Malang publishes the most IoT-based Control Systems research, followed by State University of Padang and Universitas Pamulang.

By volume, 2022-now

1 State University of MalangIndonesia 183 works
2 State University of PadangIndonesia 133 works
3 Universitas PamulangIndonesia 86 works
4 Universitas Negeri SurabayaIndonesia 81 works
5 University of Singaperbangsa KarawangIndonesia 80 works
6 Telkom UniversityIndonesia 68 works
7 Jakarta State PolytechnicIndonesia 62 works
8 State University of MakassarIndonesia 62 works
9 University of MataramIndonesia 60 works
10 Universitas Nusa BangsaIndonesia 56 works

What are the most cited papers in IoT-based Control Systems?

The most cited paper in IoT-based Control Systems is "Mathematical modelling, analysis and design of fuzzy logic controller for the control of ventilation systems using MATLAB fuzzy logic toolbox" (Shubham Kumar Sharma, Ahmed J. Obaid, 2020), with 163 citations. Next come "Digital Learning Demand for Future Education 4.0—Case Studies at Malaysia Education Institutions" (111) and "Sensor Ultrasonik HCSR04 Berbasis Arduino Due untuk Sistem Monitoring Ketinggian" (110).

Most cited papers
#	Paper	Released	Citations
1	Mathematical modelling, analysis and design of fuzzy logic controller for the control of ventilation systems using MATLAB fuzzy logic toolbox Shubham Kumar Sharma, Ahmed J. Obaid · Journal of Interdisciplinary Mathematics	18 May 2020	163
2	Digital Learning Demand for Future Education 4.0—Case Studies at Malaysia Education Institutions Siti Dianah Abdul Bujang, Ali Selamat, Ondřej Krejcar et al. · Informatics Open access	30 Apr 2020	111
3	Sensor Ultrasonik HCSR04 Berbasis Arduino Due untuk Sistem Monitoring Ketinggian Fitri Puspasari, Imam Fahrurrozi, Trias Prima Satya et al. · Jurnal Fisika dan Aplikasinya Open access	Jul 2019	110
4	SISTEM PENGAMANAN PINTU RUMAH BERBASIS Internet Of Things (IoT) Dengan ESP8266 Arafat Arafat · Technologia Jurnal Ilmiah Open access	Dec 2016	108
5	Intelligent accident detection and alert system for emergency medical assistance Nicky Kattukkaran, Arun M. George, T.P. Mithun Haridas Conference paper	2017	107

All 101 most cited papers, with filters and sorting

Where is IoT-based Control Systems research done?

The largest centres of IoT-based Control Systems research in 2022-now are Jakarta (Indonesia), Surabaya (Indonesia), Bandung (Indonesia) and Malang (Indonesia). Among places with at least 20 works in it, it is an unusually large share of all research in Makassar, Semarang and Surabaya.

Largest cities, 2022-now

1 JakartaIndonesia 482 works
2 SurabayaIndonesia 334 works
3 BandungIndonesia 321 works
4 MalangIndonesia 310 works
5 MedanIndonesia 254 works
6 PadangIndonesia 237 works
7 SemarangIndonesia 215 works
8 YogyakartaIndonesia 186 works
9 TangerangIndonesia 181 works
10 MakassarIndonesia 178 works

Where it is the local speciality

Makassar21.6 works145×
Semarang34.1 works93×
Surabaya50.7 works70×
BalikpapanID · 48.6 works49×
Bandung41.8 works47×

← less than its size predicts1×more →

Location quotient: how much more of its research is in IoT-based Control Systems than the world average.

See IoT-based Control Systems on the map

Where is the best place to study IoT-based Control Systems?

Among universities, judged by research, Universitas Teknokrat Indonesia, State University of Malang and Serang Raya 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	Universitas Teknokrat IndonesiaIndonesia	66.8	25.4%	98.7×	26	-2.9%
2	State University of MalangIndonesia	64.2	12.0%	39.0×	183	+50.0%
3	Serang Raya UniversityIndonesia	59.4	31.9%	21.3×	9	+146.8%
4	Binus UniversityIndonesia	58.8	27.9%	7.9×	21	+104.3%
5	Universitas Nusa BangsaIndonesia	57.7	15.9%	25.7×	56	+965.0%
6	Universitas Bhayangkara SurabayaIndonesia	56.0	30.1%	50.0×	14	+145.8%
7	Universitas Wijaya PutraIndonesia	54.7	20.7%	39.0×	29	+126.8%
8	University of Singaperbangsa KarawangIndonesia	54.1	10.3%	40.4×	80	+134.2%
9	Institut Teknologi Telkom PurwokertoIndonesia	53.8	19.1%	125.7×	30	+53.0%
10	Satya Wacana Christian UniversityIndonesia	53.2	22.8%	19.5×	24	+176.4%
11	Universitas Negeri SurabayaIndonesia	52.6	8.2%	21.9×	81	+66.3%
12	Lampung UniversityIndonesia	52.5	11.6%	16.4×	44	+25.3%
13	Universitas Ahmad DahlanIndonesia	52.4	15.1%	14.9×	29	+12.6%
14	Universitas Islam MakassarIndonesia	52.0	18.2%	27.5×	29	+109.9%
15	Malikussaleh UniversityIndonesia	50.9	13.3%	29.8×	39	+169.6%
16	Universitas PamulangIndonesia	50.6	7.0%	44.1×	86	+121.9%
17	State University of PadangIndonesia	49.9	10.3%	25.1×	133	-20.5%
18	University of MataramIndonesia	49.4	8.0%	15.1×	60	+107.8%
19	Tanjungpura UniversityIndonesia	49.2	7.6%	23.4×	56	+234.9%
20	Sunan Gunung Djati State Islamic University BandungIndonesia	48.6	22.4%	9.2×	16	+5.9%
21	Sumatera Institute of TechnologyIndonesia	48.4	14.4%	44.1×	22	+69.8%
22	State University of MedanIndonesia	48.1	8.4%	15.4×	55	+47.9%
23	Institut Teknologi Nasional MalangIndonesia	48.1	18.5%	89.5×	32	+4.5%
24	Jakarta State PolytechnicIndonesia	47.3	8.4%	46.3×	62	+8.7%
25	Universitas JemberIndonesia	47.2	8.0%	15.3×	43	+94.5%
26	State University of MakassarIndonesia	46.9	5.4%	15.9×	62	+89.5%
27	Universitas Muhammadiyah SidoarjoIndonesia	46.8	6.4%	23.0×	47	+23.0%
28	Andalas UniversityIndonesia	46.6	12.3%	18.3×	46	-7.7%
29	Universitas Informatika dan Bisnis IndonesiaIndonesia	45.9	7.4%	23.4×	40	+51.5%
30	Muhammadiyah University of SurakartaIndonesia	45.9	15.0%	7.3×	21	+26.0%
31	Universitas Yudharta PasuruanIndonesia	45.9	18.2%	49.7×	14	+862.5%
32	Universitas Muhammadiyah GresikIndonesia	45.8	8.8%	46.3×	44	+196.8%
33	Sultan Ageng Tirtayasa UniversityIndonesia	45.6	5.6%	26.2×	51	+214.7%
34	State University of SemarangIndonesia	45.6	9.0%	11.2×	42	+3.1%
35	Universitas Dian NusantaraIndonesia	45.5	17.1%	52.4×	17	+103.2%
36	Manado State UniversityIndonesia	45.2	11.8%	25.3×	31	+83.0%
37	Riau UniversityIndonesia	45.2	13.1%	10.1×	27	+47.6%
38	Pelita Harapan UniversityIndonesia	45.0	7.6%	23.4×	35	+28.1%
39	Institut Teknologi IndonesiaIndonesia	44.9	10.7%	71.4×	24	+112.5%
40	Sepuluh Nopember Institute of TechnologyIndonesia	44.7	11.5%	18.9×	39	-8.4%
41	Telkom UniversityIndonesia	44.3	15.9%	26.4×	68	-76.3%
42	IPB UniversityIndonesia	43.2	21.4%	4.8×	13	+45.8%
43	Bandung Institute of TechnologyIndonesia	42.1	7.8%	16.6×	54	-14.4%
44	Caltex Riau Polytechnic	41.6	3.9%	217.9×	11	+19.1%
45	Universitas Muhammadiyah Sumatera UtaraIndonesia	40.3	18.5%	17.6×	20	-16.0%
46	Muhammadiyah University of YogyakartaIndonesia	36.5	6.8%	11.1×	18	-8.1%
47	Universitas Gadjah MadaIndonesia	33.9	6.7%	6.1×	29	-12.7%
48	National Institute of Science and TechnologyIndonesia	32.3	1.8%	78.8×	9	+25.2%
49	Politeknik Negeri Ujung Pandang	28.9	2.5%	191.6×	18	-14.4%

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 IoT-based Control Systems, country by country

Is IoT-based Control Systems research growing?

Output in 2022-2025 was 16% higher than in 2018-2021, peaking in 2023. The fastest-growing topics are IoT-based Control Systems.

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 IoT-based Control Systems as a percentage of every work published that year, 0.020% in 2024.

Fractional works of IoT-based Control Systems 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 IoT-based Control Systems research?

By volume, 2022-now

How concentrated that is

Which institutions lead IoT-based Control Systems research?

By volume, 2022-now

What are the most cited papers in IoT-based Control Systems?

Where is IoT-based Control Systems research done?

Largest cities, 2022-now

Where it is the local speciality

Where is the best place to study IoT-based Control Systems?

Is IoT-based Control Systems 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