EE6605Complex Networks: Modeling, Dynamics and Control

这门课学什么

课程简介

The aim of this course is to provide students with a good understanding of basic concepts, techniques and principles of complex networks: their modelling, dynamics and control.

校方 PDF 第 2 页 · Abstract

课程内容

Network Structures and Properties Recent advances in scientific literature including the complexity of models; degree distributions; random graphs; small- world features; scale-free properties; basic network modeling Elementary Graph Theory Basic concepts; elementary properties; typical algorithms; graph applications Network Dynamics Network dynamical behaviors; stability and synchronization; network game; community structures; opinion dynamics; evolving networks Network Performances Internet topology; data traffic; epidemics spreading; cascade failures Network Synchronization and Control Network synchronization phenomena and criteria; network stabilization and pinning control; data traffic congestion control; network synchronizability and controllability Potential Engineering Applications Internet; power grids; transportation networks; social networks Research-Oriented Computer project A self-designed, self-performed and self-analyzed computer-programming project, using basic complex-network knowledge learned from the course

校方 PDF 第 5 页 · Keyword Syllabus

预期学习成果

查看校方学习成果与对应条件

CILOs                                              Weighting (if DEC-A1          DEC-A2          DEC-A3
                                                                  app.)
1              Apply basic concepts to describe representative                     x            x               x
               network models
2              Analyze the effects of network structures on                         x            x               x
               dynamical behaviors
3              Estimate local and global network stability,                        x            x
               synchronizability and controllability
4              Develop small-scale efficient virus-spreading                         x            x
               control algorithms
5              Describe the control of data traffic flows and                         x            x
               network topological effect
6              Apply the learned techniques to solve some                                       x               x
               practical problems

校方 PDF 第 2 页 · Course Intended Learning Outcomes (CILOs)

我能不能修这门课

先修、建议先备和并修要求分别查看；等同及互斥条件也会影响选课。and 表示同时满足，or 表示备选；组合条件按下方原文分组阅读。

先修条件

无（校方注明 Nil）

校方 PDF 第 1 页 · Prerequisites

建议先备知识

MA3150 Advanced Mathematical Analysis or equivalent

校方 PDF 第 1 页 · Precursors

并修要求

该版官方课纲未列明该项。

其他修读要求

该版官方课纲未列明该项。

等同课程及条件

无（校方注明 Nil）

校方 PDF 第 1 页 · Equivalent Courses

互斥课程及条件

无（校方注明 Nil）

校方 PDF 第 1 页 · Exclusive Courses

怎么考，怎样才算通过

考核方式

Continuous Assessment (%): 50; Examination (%): 50; Examination Duration (Hours): 2

查看校方原始考核表与使用要求

ATs                CILO No.              Weighting (%)   Remarks ("-" for      Allow Use of
                                                                                  nil entry)            GenAI?
1                        Tests (min.: 2)    1, 2, 3, 4, 5, 6      40              One mid-term test     No
                                                                                  and one end-term
                                                                                  test
2                        #Assignments       1, 2, 3, 4, 5         10              8 to 10 sets of HWs   Yes
                         (min.: 3)

校方 PDF 第 3 页 · Continuous Assessment (%),Examination (%),Examination Duration (Hours)

通过条件

Minimum Examination Passing Requirement (%): 30 Additional Information for ATs: Remark: To pass the course, students are required to achieve at least 30% in course work and 30% in the examination. # may include homework, tutorial exercise, project/mini-project, presentation

校方 PDF 第 3 页 · Minimum Examination Passing Requirement (%),Additional Information for ATs