SlideShare a Scribd company logo
Tie Set and Tie Set Matrix
Mrs.V.SrirengaNachiyar,
Assistant Professor (Sr. Gr.),
Department of Electronics and Communication
Engineering,
Ramco Institute of Technology, Rajapalayam
TIE-SET
• A tie-set is a set of branches that form a closed path
in a graph such that the closed path contains one link
and remainders are twigs.
• The closed path is also known as loop.
• A tree of a graph does not have any closed path.
• Upon adding a link to the tree a closed path or loop
is created.
• Therefore on adding each link creates one loop and
• So the number of loops in a graph will be equal to
number of links.
TIE-SET
• In other words, the number of tie-sets will be equal
to number of links.
• For a graph with b branches and n nodes, the
possible tie-sets are given by (b − n + 1).
• The tie-set is also called as fundamental circuit or f-
circuit.
• Therefore, a fundamental tie-set is a tie-set formed
by one and only one link and a set of twigs.
TIE-SET
TIE SET MATRIX
• Tie set matrix is used to describe the way in
which the branches constitute loops or circuits
in a graph.
• An arbitrary orientation is specified for each
loop using an ordered list of its branches and
nodes.
• The reference direction of the f-loop is taken
as that of the link.
TIE SET MATRIX
TIE SET MATRIX
TIE SET MATRIX
TIE SET MATRIX
TIE SET MATRIX
Example Tree 1
TIE SET MATRIX
Example Tree 1
TIE SET MATRIX
Example Tree 1
TIE SET MATRIX
Example Tree 1
TIE SET MATRIX
Example Tree 2
TIE SET MATRIX
Example Tree 2
TIE SET MATRIX
Example Tree 2
TIE SET MATRIX
Example Tree 3
TIE SET MATRIX
Example Tree 3
TIE SET MATRIX
Example Tree 3

More Related Content

What's hot

Pre-emphasis and De-emphasis.pptx
Pre-emphasis and De-emphasis.pptxPre-emphasis and De-emphasis.pptx
Pre-emphasis and De-emphasis.pptx
swatihalunde
 
Electrical Network Topology
Electrical Network TopologyElectrical Network Topology
Electrical Network Topology
RAGHU ENGINEERING COLLEGE
 
Power BJT
Power BJTPower BJT
Unit5 , LC Networks and Filters
Unit5 , LC Networks and FiltersUnit5 , LC Networks and Filters
Unit5 , LC Networks and Filters
ACE ENGINEERING COLLEGE
 
transmission-lines
transmission-linestransmission-lines
transmission-lines
ATTO RATHORE
 
1.introduction to signals
1.introduction to signals1.introduction to signals
1.introduction to signals
INDIAN NAVY
 
Nodal analysis and mesh analysis
Nodal analysis and mesh analysisNodal analysis and mesh analysis
Nodal analysis and mesh analysis
Dr. Gudipudi Nageswara Rao
 
Superposition theorem
Superposition theoremSuperposition theorem
Superposition theorem
Jayanshu Gundaniya
 
Radix-2 DIT FFT
Radix-2 DIT FFT Radix-2 DIT FFT
Radix-2 DIT FFT
Sarang Joshi
 
Signals & Systems PPT
Signals & Systems PPTSignals & Systems PPT
Signals & Systems PPT
Jay Baria
 
Symmetrical components
Symmetrical componentsSymmetrical components
Symmetrical components
Sirat Mahmood
 
dc circuits
dc circuitsdc circuits
dc circuits
Yasir Hashmi
 
3.bipolar junction transistor (bjt)
3.bipolar junction transistor (bjt)3.bipolar junction transistor (bjt)
3.bipolar junction transistor (bjt)
firozamin
 
Power MOSFET
Power MOSFETPower MOSFET
Power MOSFET
johny renoald
 
1. rc rl-rlc
1. rc rl-rlc1. rc rl-rlc
Q-Factor In Series and Parallel AC Circuits
Q-Factor In Series and Parallel AC CircuitsQ-Factor In Series and Parallel AC Circuits
Q-Factor In Series and Parallel AC Circuits
Surbhi Yadav
 
Unit-1 Power Semiconductor devices
Unit-1 Power Semiconductor devicesUnit-1 Power Semiconductor devices
Unit-1 Power Semiconductor devices
johny renoald
 
Snubber circuits
Snubber circuitsSnubber circuits
Snubber circuits
hugosaldano
 
EC8352-Signals and Systems - Laplace transform
EC8352-Signals and Systems - Laplace transformEC8352-Signals and Systems - Laplace transform
EC8352-Signals and Systems - Laplace transform
NimithaSoman
 
igbt and its characteristics
igbt and its characteristicsigbt and its characteristics
igbt and its characteristics
dharmendrawaghjipur007
 

What's hot (20)

Pre-emphasis and De-emphasis.pptx
Pre-emphasis and De-emphasis.pptxPre-emphasis and De-emphasis.pptx
Pre-emphasis and De-emphasis.pptx
 
Electrical Network Topology
Electrical Network TopologyElectrical Network Topology
Electrical Network Topology
 
Power BJT
Power BJTPower BJT
Power BJT
 
Unit5 , LC Networks and Filters
Unit5 , LC Networks and FiltersUnit5 , LC Networks and Filters
Unit5 , LC Networks and Filters
 
transmission-lines
transmission-linestransmission-lines
transmission-lines
 
1.introduction to signals
1.introduction to signals1.introduction to signals
1.introduction to signals
 
Nodal analysis and mesh analysis
Nodal analysis and mesh analysisNodal analysis and mesh analysis
Nodal analysis and mesh analysis
 
Superposition theorem
Superposition theoremSuperposition theorem
Superposition theorem
 
Radix-2 DIT FFT
Radix-2 DIT FFT Radix-2 DIT FFT
Radix-2 DIT FFT
 
Signals & Systems PPT
Signals & Systems PPTSignals & Systems PPT
Signals & Systems PPT
 
Symmetrical components
Symmetrical componentsSymmetrical components
Symmetrical components
 
dc circuits
dc circuitsdc circuits
dc circuits
 
3.bipolar junction transistor (bjt)
3.bipolar junction transistor (bjt)3.bipolar junction transistor (bjt)
3.bipolar junction transistor (bjt)
 
Power MOSFET
Power MOSFETPower MOSFET
Power MOSFET
 
1. rc rl-rlc
1. rc rl-rlc1. rc rl-rlc
1. rc rl-rlc
 
Q-Factor In Series and Parallel AC Circuits
Q-Factor In Series and Parallel AC CircuitsQ-Factor In Series and Parallel AC Circuits
Q-Factor In Series and Parallel AC Circuits
 
Unit-1 Power Semiconductor devices
Unit-1 Power Semiconductor devicesUnit-1 Power Semiconductor devices
Unit-1 Power Semiconductor devices
 
Snubber circuits
Snubber circuitsSnubber circuits
Snubber circuits
 
EC8352-Signals and Systems - Laplace transform
EC8352-Signals and Systems - Laplace transformEC8352-Signals and Systems - Laplace transform
EC8352-Signals and Systems - Laplace transform
 
igbt and its characteristics
igbt and its characteristicsigbt and its characteristics
igbt and its characteristics
 

Similar to Tie set and tie-set matrix

Network Topology.PDF
Network Topology.PDFNetwork Topology.PDF
Network Topology.PDF
parameshwar7
 
Graph theory[1]
Graph theory[1]Graph theory[1]
Graph theory[1]
sethamit
 
NAS-Ch2-Network Equations
NAS-Ch2-Network EquationsNAS-Ch2-Network Equations
NAS-Ch2-Network Equations
Hussain K
 
IRJET - On Strong Blast Domination of Graphs
 IRJET - On Strong Blast Domination of Graphs IRJET - On Strong Blast Domination of Graphs
IRJET - On Strong Blast Domination of Graphs
IRJET Journal
 
Unit V - ppt.pptx
Unit V - ppt.pptxUnit V - ppt.pptx
Lec28
Lec28Lec28
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
SUTAPAMUKHERJEE12
 
UNIT III.pptx
UNIT III.pptxUNIT III.pptx
UNIT III.pptx
SwarndeviKm
 
ECE203 Lecture 5, 6
ECE203 Lecture 5, 6ECE203 Lecture 5, 6
ECE203 Lecture 5, 6
Jeya Prakash K
 
Graph & Heap in Data Structure (Basic Information)
Graph & Heap in Data Structure (Basic Information)Graph & Heap in Data Structure (Basic Information)
Graph & Heap in Data Structure (Basic Information)
Daffodil International University
 
Data Structures 5
Data Structures 5Data Structures 5
Data Structures 5
Dr.Umadevi V
 
GRAPH MATRIX APPLICATIONS.pdf
GRAPH MATRIX APPLICATIONS.pdfGRAPH MATRIX APPLICATIONS.pdf
GRAPH MATRIX APPLICATIONS.pdf
DurgaPrasad736072
 
data structures and algorithms Unit 2
data structures and algorithms Unit 2data structures and algorithms Unit 2
data structures and algorithms Unit 2
infanciaj
 
Lecture 14 data structures and algorithms
Lecture 14 data structures and algorithmsLecture 14 data structures and algorithms
Lecture 14 data structures and algorithms
Aakash deep Singhal
 
Biological sequences analysis
Biological sequences analysisBiological sequences analysis
Biological sequences analysis
Davide Andrea Guastella
 
Graphs data structures
Graphs data structuresGraphs data structures
Graphs data structures
Jasleen Kaur (Chandigarh University)
 
Minicourse on Network Science
Minicourse on Network ScienceMinicourse on Network Science
Minicourse on Network Science
Pavel Loskot
 
Graphs in Data Structure
 Graphs in Data Structure Graphs in Data Structure
Graphs in Data Structure
hafsa komal
 
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
IRJET Journal
 
Network topology
Network topologyNetwork topology
Network topology
toramamohan
 

Similar to Tie set and tie-set matrix (20)

Network Topology.PDF
Network Topology.PDFNetwork Topology.PDF
Network Topology.PDF
 
Graph theory[1]
Graph theory[1]Graph theory[1]
Graph theory[1]
 
NAS-Ch2-Network Equations
NAS-Ch2-Network EquationsNAS-Ch2-Network Equations
NAS-Ch2-Network Equations
 
IRJET - On Strong Blast Domination of Graphs
 IRJET - On Strong Blast Domination of Graphs IRJET - On Strong Blast Domination of Graphs
IRJET - On Strong Blast Domination of Graphs
 
Unit V - ppt.pptx
Unit V - ppt.pptxUnit V - ppt.pptx
Unit V - ppt.pptx
 
Lec28
Lec28Lec28
Lec28
 
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
PPT on Graph Theory ( Tree, Cotree, nodes, branches, incidence , tie set and ...
 
UNIT III.pptx
UNIT III.pptxUNIT III.pptx
UNIT III.pptx
 
ECE203 Lecture 5, 6
ECE203 Lecture 5, 6ECE203 Lecture 5, 6
ECE203 Lecture 5, 6
 
Graph & Heap in Data Structure (Basic Information)
Graph & Heap in Data Structure (Basic Information)Graph & Heap in Data Structure (Basic Information)
Graph & Heap in Data Structure (Basic Information)
 
Data Structures 5
Data Structures 5Data Structures 5
Data Structures 5
 
GRAPH MATRIX APPLICATIONS.pdf
GRAPH MATRIX APPLICATIONS.pdfGRAPH MATRIX APPLICATIONS.pdf
GRAPH MATRIX APPLICATIONS.pdf
 
data structures and algorithms Unit 2
data structures and algorithms Unit 2data structures and algorithms Unit 2
data structures and algorithms Unit 2
 
Lecture 14 data structures and algorithms
Lecture 14 data structures and algorithmsLecture 14 data structures and algorithms
Lecture 14 data structures and algorithms
 
Biological sequences analysis
Biological sequences analysisBiological sequences analysis
Biological sequences analysis
 
Graphs data structures
Graphs data structuresGraphs data structures
Graphs data structures
 
Minicourse on Network Science
Minicourse on Network ScienceMinicourse on Network Science
Minicourse on Network Science
 
Graphs in Data Structure
 Graphs in Data Structure Graphs in Data Structure
Graphs in Data Structure
 
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
IRJET- Study of Topological Analogies of Perfect Difference Network and Compl...
 
Network topology
Network topologyNetwork topology
Network topology
 

More from Srirengasrirenga

Frequency Response.pptx
Frequency Response.pptxFrequency Response.pptx
Frequency Response.pptx
Srirengasrirenga
 
PN junction diodes.pptx
PN junction diodes.pptxPN junction diodes.pptx
PN junction diodes.pptx
Srirengasrirenga
 
Feedback amplifiers.pptx
Feedback amplifiers.pptxFeedback amplifiers.pptx
Feedback amplifiers.pptx
Srirengasrirenga
 
Memory hierarchy
Memory hierarchyMemory hierarchy
Memory hierarchy
Srirengasrirenga
 
Management by objectives
Management by objectivesManagement by objectives
Management by objectives
Srirengasrirenga
 
Memory hierarchy
Memory hierarchyMemory hierarchy
Memory hierarchy
Srirengasrirenga
 

More from Srirengasrirenga (6)

Frequency Response.pptx
Frequency Response.pptxFrequency Response.pptx
Frequency Response.pptx
 
PN junction diodes.pptx
PN junction diodes.pptxPN junction diodes.pptx
PN junction diodes.pptx
 
Feedback amplifiers.pptx
Feedback amplifiers.pptxFeedback amplifiers.pptx
Feedback amplifiers.pptx
 
Memory hierarchy
Memory hierarchyMemory hierarchy
Memory hierarchy
 
Management by objectives
Management by objectivesManagement by objectives
Management by objectives
 
Memory hierarchy
Memory hierarchyMemory hierarchy
Memory hierarchy
 

Recently uploaded

ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
Rahul
 
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
Mukeshwaran Balu
 
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSA SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
IJNSA Journal
 
Series of visio cisco devices Cisco_Icons.ppt
Series of visio cisco devices Cisco_Icons.pptSeries of visio cisco devices Cisco_Icons.ppt
Series of visio cisco devices Cisco_Icons.ppt
PauloRodrigues104553
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
rpskprasana
 
Technical Drawings introduction to drawing of prisms
Technical Drawings introduction to drawing of prismsTechnical Drawings introduction to drawing of prisms
Technical Drawings introduction to drawing of prisms
heavyhaig
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...
nooriasukmaningtyas
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
nooriasukmaningtyas
 
6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
ClaraZara1
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
Divyam548318
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
kandramariana6
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
ssuser36d3051
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
wisnuprabawa3
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
NidhalKahouli2
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
yokeleetan1
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
ihlasbinance2003
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 

Recently uploaded (20)

ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
 
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
 
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSA SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
 
Series of visio cisco devices Cisco_Icons.ppt
Series of visio cisco devices Cisco_Icons.pptSeries of visio cisco devices Cisco_Icons.ppt
Series of visio cisco devices Cisco_Icons.ppt
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
 
Technical Drawings introduction to drawing of prisms
Technical Drawings introduction to drawing of prismsTechnical Drawings introduction to drawing of prisms
Technical Drawings introduction to drawing of prisms
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
 
6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 

Tie set and tie-set matrix