Class information for:
Level 1: NEGATIVE IMAGINARY SYSTEMS//PRANDTL ISHLINSKII MODEL//NANOPOSITIONING

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
7796 1248 25.2 65%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
2561 3256 FLEXURE HINGE//PIEZOELECTRIC ACTUATOR//NANOPOSITIONING

Terms with highest relevance score



Rank Term Type of term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 NEGATIVE IMAGINARY SYSTEMS Author keyword 22 81% 1% 13
2 PRANDTL ISHLINSKII MODEL Author keyword 16 58% 2% 19
3 NANOPOSITIONING Author keyword 16 27% 4% 49
4 HYSTERESIS COMPENSATION Author keyword 9 39% 1% 18
5 PIEZOELECTRIC TUBE SCANNER PTS Author keyword 8 100% 0% 5
6 PIEZOELECTRIC ACTUATORS Author keyword 8 13% 4% 56
7 HYSTERESIS OBSERVER Author keyword 6 80% 0% 4
8 PIEZOELECTRIC ACTUATOR PA Author keyword 6 80% 0% 4
9 BIO NANO RUMENTAT Address 6 71% 0% 5
10 INTELLIGENT SYST CONTROL ENGN Address 6 71% 0% 5

Web of Science journal categories

Author Key Words



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
LCSH search Wikipedia search
1 NEGATIVE IMAGINARY SYSTEMS 22 81% 1% 13 Search NEGATIVE+IMAGINARY+SYSTEMS Search NEGATIVE+IMAGINARY+SYSTEMS
2 PRANDTL ISHLINSKII MODEL 16 58% 2% 19 Search PRANDTL+ISHLINSKII+MODEL Search PRANDTL+ISHLINSKII+MODEL
3 NANOPOSITIONING 16 27% 4% 49 Search NANOPOSITIONING Search NANOPOSITIONING
4 HYSTERESIS COMPENSATION 9 39% 1% 18 Search HYSTERESIS+COMPENSATION Search HYSTERESIS+COMPENSATION
5 PIEZOELECTRIC TUBE SCANNER PTS 8 100% 0% 5 Search PIEZOELECTRIC+TUBE+SCANNER+PTS Search PIEZOELECTRIC+TUBE+SCANNER+PTS
6 PIEZOELECTRIC ACTUATORS 8 13% 4% 56 Search PIEZOELECTRIC+ACTUATORS Search PIEZOELECTRIC+ACTUATORS
7 HYSTERESIS OBSERVER 6 80% 0% 4 Search HYSTERESIS+OBSERVER Search HYSTERESIS+OBSERVER
8 PIEZOELECTRIC ACTUATOR PA 6 80% 0% 4 Search PIEZOELECTRIC+ACTUATOR+PA Search PIEZOELECTRIC+ACTUATOR+PA
9 HYSTERESIS NONLINEARITY 5 35% 1% 12 Search HYSTERESIS+NONLINEARITY Search HYSTERESIS+NONLINEARITY
10 PREISACH MODEL 5 11% 3% 43 Search PREISACH+MODEL Search PREISACH+MODEL

Key Words Plus



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 VIBRATION COMPENSATION 56 64% 4% 55
2 PIEZOACTUATORS 41 58% 4% 47
3 PIEZOCERAMIC ACTUATOR 35 54% 4% 45
4 PIEZOCERAMIC ACTUATORS 27 37% 5% 57
5 PIEZOELECTRIC TUBE SCANNERS 21 73% 1% 16
6 STUDYING BIOLOGICAL MACROMOLECULES 19 53% 2% 25
7 PREISACH MODEL 18 23% 5% 68
8 NANO VISUALIZATION 13 67% 1% 12
9 RATE DEPENDENT HYSTERESIS 13 62% 1% 13
10 BIOMOLECULAR PROCESSES 12 50% 1% 17

Journals

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
A survey of control issues in nanopositioning 2007 321 131 43%
Invited Review Article: High-speed flexure-guided nanopositioning: Mechanical design and control issues 2012 40 184 61%
A review of nanometer resolution position sensors: Operation and performance 2013 22 58 53%
A review, supported by experimental results, of voltage, charge and capacitor insertion method for driving piezoelectric actuators 2010 39 28 82%
High-Speed AFM and Applications to Biomolecular Systems 2013 31 109 28%
A survey on hysteresis modeling, identification and control 2014 4 69 52%
Opportunities in High-Speed Atomic Force Microscopy 2013 10 81 60%
High-speed atomic force microscopy coming of age 2012 77 183 19%
High-Speed AFM Reveals the Dynamics of Single Biomolecules at the Nanometer Scale 2011 29 20 45%
Invited Review Article: Accurate and fast nanopositioning with piezoelectric tube scanners: Emerging trends and future challenges 2008 67 62 53%

Address terms



Rank Address term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ.
in class
1 BIO NANO RUMENTAT 6 71% 0.4% 5
2 INTELLIGENT SYST CONTROL ENGN 6 71% 0.4% 5
3 LEHRSTUHL PROZESSAUTOMATISIERUNG 4 75% 0.2% 3
4 MECH ENGN ME3265 3 100% 0.2% 3
5 BIO AFM FRONTIER 3 37% 0.6% 7
6 MATH SYST THEORY GRP 3 60% 0.2% 3
7 SOLID NANOTECHNOL 3 60% 0.2% 3
8 ELECT ELECT SCI DEE 2 67% 0.2% 2
9 AUTOMAT CONTROL MICROMECHATRON SYST 2 20% 0.6% 8
10 DELFT SYST CONTROL PRECIS MICROSYST ENGN 1 100% 0.2% 2

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000230308 FLEXURE HINGE//PLANAR MOTOR//COMPLIANT MECHANISMS
2 0.0000119755 ADV MICRO NANOSYST//MICROGRIPPER//NANOMANIPULATION
3 0.0000104396 VECTOR HYSTERESIS//PREISACH MODEL//JILES ATHERTON MODEL
4 0.0000098197 NON CLASSICAL HEAT EQUATION//RATE INDEPENDENCE//HYSTERESIS OPERATORS OF PREISACH TYPE
5 0.0000082123 DISSENY PROGRAMACIO SISTEMES ELECT//FUTURE ENERGY IFES//QPLUS
6 0.0000081794 NEGATIVE CAPACITANCE CIRCUIT//SYNCHRONIZED SWITCH DAMPING//SEMI PASSIVE DAMPING
7 0.0000070441 TIP CHARACTERIZATION//TIP CHARACTERIZER//SIDEWALL MEASUREMENT
8 0.0000064534 ITERATIVE LEARNING CONTROL//ITERATIVE LEARNING CONTROL ILC//REPETITIVE CONTROL
9 0.0000056977 FRICTION COMPENSATION//DISTURBANCE OBSERVER BASED CONTROL//DISTURBANCE OBSERVER
10 0.0000056645 LOCAL TUNNELING BARRIER HEIGHT//LOCAL TUNNELING BARRIER HEIGHT LBH//I S CHARACTERISTICS