Class information for:
Level 1: MODULATION CLASSIFICATION//AUTOMATIC MODULATION CLASSIFICATION//MODULATION RECOGNITION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
18740 537 19.7 43%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
22 3       TELECOMMUNICATIONS//ENGINEERING, ELECTRICAL & ELECTRONIC//IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 113649
418 2             OFDM//TELECOMMUNICATIONS//ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING OFDM 16503
18740 1                   MODULATION CLASSIFICATION//AUTOMATIC MODULATION CLASSIFICATION//MODULATION RECOGNITION 537

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 MODULATION CLASSIFICATION authKW 2506651 9% 96% 46
2 AUTOMATIC MODULATION CLASSIFICATION authKW 1033846 4% 91% 20
3 MODULATION RECOGNITION authKW 877290 3% 86% 18
4 MODULATION IDENTIFICATION authKW 460578 2% 90% 9
5 RADAR EMITTER authKW 454894 1% 100% 8
6 AUTOMATIC MODULATION RECOGNITION authKW 404348 1% 89% 8
7 DIGITAL MODULATION CLASSIFICATION authKW 348276 1% 88% 7
8 BLIND RECOGNITION authKW 203075 1% 71% 5
9 AUTOMATIC MODULATION CLASSIFICATION AMC authKW 181956 1% 80% 4
10 COMMUNICATION SIGNAL RECOGNITION authKW 170585 1% 100% 3

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Telecommunications 11926 39% 0% 212
2 Engineering, Electrical & Electronic 8523 72% 0% 388
3 Engineering, Aerospace 775 6% 0% 32
4 Computer Science, Artificial Intelligence 610 9% 0% 50
5 Computer Science, Information Systems 402 8% 0% 41
6 Operations Research & Management Science 169 4% 0% 24
7 Engineering, General 160 5% 0% 25
8 Automation & Control Systems 157 4% 0% 21
9 Computer Science, Theory & Methods 148 5% 0% 28
10 Transportation Science & Technology 80 2% 0% 9

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 AAMP 56862 0% 100% 1
2 ACOUST INFORMAT 56862 0% 100% 1
3 ARL CI CN 56862 0% 100% 1
4 BU RADAR WARFARE SYST 56862 0% 100% 1
5 CETC 29 56862 0% 100% 1
6 COMMUN ENGN NETWORKING 56862 0% 100% 1
7 COMMUN INFORMAT TECHNOL STIC 56862 0% 100% 1
8 ELECT WARFARE SUPPORT MEASU BRANCH 56862 0% 100% 1
9 ENST URA 820 56862 0% 100% 1
10 ETUD TECH ARMEMENT 56862 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS 6987 4% 1% 23
2 IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING 6607 2% 1% 10
3 IEEE TRANSACTIONS ON COMMUNICATIONS 6419 6% 0% 33
4 IET RADAR SONAR AND NAVIGATION 5501 2% 1% 10
5 IET SIGNAL PROCESSING 4843 1% 1% 8
6 IEEE COMMUNICATIONS LETTERS 4636 4% 0% 23
7 SIGNAL PROCESSING 4634 4% 0% 23
8 IET COMMUNICATIONS 4213 3% 1% 14
9 JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS 3913 2% 1% 10
10 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 3015 4% 0% 19

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 MODULATION CLASSIFICATION 2506651 9% 96% 46 Search MODULATION+CLASSIFICATION Search MODULATION+CLASSIFICATION
2 AUTOMATIC MODULATION CLASSIFICATION 1033846 4% 91% 20 Search AUTOMATIC+MODULATION+CLASSIFICATION Search AUTOMATIC+MODULATION+CLASSIFICATION
3 MODULATION RECOGNITION 877290 3% 86% 18 Search MODULATION+RECOGNITION Search MODULATION+RECOGNITION
4 MODULATION IDENTIFICATION 460578 2% 90% 9 Search MODULATION+IDENTIFICATION Search MODULATION+IDENTIFICATION
5 RADAR EMITTER 454894 1% 100% 8 Search RADAR+EMITTER Search RADAR+EMITTER
6 AUTOMATIC MODULATION RECOGNITION 404348 1% 89% 8 Search AUTOMATIC+MODULATION+RECOGNITION Search AUTOMATIC+MODULATION+RECOGNITION
7 DIGITAL MODULATION CLASSIFICATION 348276 1% 88% 7 Search DIGITAL+MODULATION+CLASSIFICATION Search DIGITAL+MODULATION+CLASSIFICATION
8 BLIND RECOGNITION 203075 1% 71% 5 Search BLIND+RECOGNITION Search BLIND+RECOGNITION
9 AUTOMATIC MODULATION CLASSIFICATION AMC 181956 1% 80% 4 Search AUTOMATIC+MODULATION+CLASSIFICATION+AMC Search AUTOMATIC+MODULATION+CLASSIFICATION+AMC
10 COMMUNICATION SIGNAL RECOGNITION 170585 1% 100% 3 Search COMMUNICATION+SIGNAL+RECOGNITION Search COMMUNICATION+SIGNAL+RECOGNITION

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 ELDEMERDASH, YA , DOBRE, OA , LIAO, BJ , (2015) BLIND IDENTIFICATION OF SM AND ALAMOUTI STBC-OFDM SIGNALS.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS. VOL. 14. ISSUE 2. P. 972 -982 22 88% 5
2 DOBRE, OA , ABDI, A , BAR-NESS, Y , SU, W , (2007) SURVEY OF AUTOMATIC MODULATION CLASSIFICATION TECHNIQUES: CLASSICAL APPROACHES AND NEW TRENDS.IET COMMUNICATIONS. VOL. 1. ISSUE 2. P. 137-156 20 80% 308
3 ELDEMERDASH, YA , DOBRE, OA , ONER, M , (2016) SIGNAL IDENTIFICATION FOR MULTIPLE-ANTENNA WIRELESS SYSTEMS: ACHIEVEMENTS AND CHALLENGES.IEEE COMMUNICATIONS SURVEYS AND TUTORIALS. VOL. 18. ISSUE 3. P. 1524 -1551 37 47% 2
4 ZHU, ZC , NANDI, AK , (2014) BLIND DIGITAL MODULATION CLASSIFICATION USING MINIMUM DISTANCE CENTROID ESTIMATOR AND NON-PARAMETRIC LIKELIHOOD FUNCTION.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS. VOL. 13. ISSUE 8. P. 4483 -4494 27 68% 5
5 XU, JL , SU, W , ZHOU, MC , (2011) LIKELIHOOD-RATIO APPROACHES TO AUTOMATIC MODULATION CLASSIFICATION.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 41. ISSUE 4. P. 455 -469 18 90% 34
6 ZENG, D , ZENG, X , CHENG, H , TANG, B , (2012) AUTOMATIC MODULATION CLASSIFICATION OF RADAR SIGNALS USING THE RIHACZEK DISTRIBUTION AND HOUGH TRANSFORM.IET RADAR SONAR AND NAVIGATION. VOL. 6. ISSUE 5. P. 322-331 17 85% 13
7 DOBRE, OA , (2015) SIGNAL IDENTIFICATION FOR EMERGING INTELLIGENT RADIOS: CLASSICAL PROBLEMS AND NEW CHALLENGES.IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE. VOL. 18. ISSUE 2. P. 11 -18 17 74% 4
8 HAN, LB , GAO, FF , LI, Z , DOBRE, OA , (2017) LOW COMPLEXITY AUTOMATIC MODULATION CLASSIFICATION BASED ON ORDER-STATISTICS.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS. VOL. 16. ISSUE 1. P. 400 -411 14 88% 0
9 CHANG, DC , SHIH, PK , (2015) CUMULANTS-BASED MODULATION CLASSIFICATION TECHNIQUE IN MULTIPATH FADING CHANNELS.IET COMMUNICATIONS. VOL. 9. ISSUE 6. P. 828 -835 14 88% 2
10 IGLESIAS, V , GRAJAL, J , ROYER, P , SANCHEZ, MA , LOPEZ-VALLEJO, M , YESTE-OJEDA, OA , (2015) REAL-TIME LOW-COMPLEXITY AUTOMATIC MODULATION CLASSIFIER FOR PULSED RADAR SIGNALS.IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS. VOL. 51. ISSUE 1. P. 108 -126 14 88% 1

Classes with closest relation at Level 1


Rank Class id link
1 20746 PERIODICALLY CORRELATED PROCESSES//CYCLOSTATIONARITY//ALMOST PERIODICALLY CORRELATED PROCESSES
2 26061 SNR ESTIMATION//SIGNAL TO NOISE RATIO SNR ESTIMATION//DATA AIDED DA
3 32927 COUPLED TASKS//PULSE INTERLEAVING//DWELL SCHEDULING
4 15515 SYMBOL TIMING RECOVERY//CARRIER SYNCHRONIZATION//TIMING ERROR DETECTOR
5 30929 RF FINGERPRINT//RADIO FREQUENCY FINGERPRINTING//RADIOMETRIC IDENTIFICATION
6 29572 WAVE PROBABILISTIC FUNCTIONS//CONTROL ENGN TELEMAT//QUANTUM INSPIRED EVOLUTIONARY ALGORITHM
7 36695 AUDIO RESTORATION//AUDIO ARCHIVES//OUTLIER DETECTION AND ELIMINATION
8 5270 POLYNOMIAL PHASE SIGNALS//INSTANTANEOUS FREQUENCY//WIGNER DISTRIBUTION
9 28608 ADAPTIVE MODULATION SYSTEM//LAND MOBILE COMMUNICATION//INTEGRATED VOICE AND DATA SYSTEMS
10 24241 IEEE TRANSACTIONS ON SONICS AND ULTRASONICS//RADIO HIGHWAY NETWORKS//CHIRP MULTIPLEXING TRANSFORM

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