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MBO

December 1, 2020

Agent Based Modeling for Resilience

This resource is intended for the following purposes: To raise awareness among students on why you should analyze your (Agent Based) model, and provides some tools on how to do this To use sensitivity analysis to quantify resilience. This tutorial is intended as part of a larger course on Agent Based Modelling and/or modelling for resilience, but may also be useful as a stand-alone module given a certain background of the participants. It consists of three parts dealing with some basic methodologies for analyzing an Agent Based Model and interpreting the results, with some focus on a resilience context. This tutorial contains 3 parts, including an overview including detailed learning objectives. Part 1: Tutorial R for NetLogo Part 2: Model analysis Part 3: Quantifying resilience

Document

George van Voorn, Guus ten Broeke

December 30, 2025

Lessons Learned

Agent-based modelling (ABM) is one of the most widely applied computational modelling research techniques in archaeology, because it is well suited to the questions asked by archaeologists. However, the access to vocational training for ABM is limited. In this paper we present the Open Educational Resources (OER) that we produced in an international cooperation. For this purpose, we created online and open tutorials for ABM for archaeologists. In addition, how-to guides and support material were created, both for teachers and students. The materials adhere to international (European) standards in relation to education and the Digital Skills Passport for archaeology. The teaching materials have been well tested using a diverse group of archaeologists during various international conferences and meetings. It was shown that the knowledge and skills of the participants in relation to ABM improved. In addition, the demand for the teaching materials and the workshops was high, ensuring that the tutorials on ABM will be used in the future.

Document

Ronald Visser, Karsten Lambers, Kenneth Aitchison, Annemarie Jutte, James Douglas Rocks-Macqueen, Laura van der Knaap, Iza Romanowska, Tom Brughmans, Jeroen Linssen, Adam Pažout

February 1, 2021

Course Agent Based Modeling

Understanding Complex Adaptive Systems requires tools that themselves are complex to create and understand. Shalizi defines Agent Based Modelling as “An agent is a persistent thing which has some state we find worth representing, and which interacts with other agents, mutually modifying each other’s states. The components of an agent-based model are a collection of agents and their states, the rules governing the interactions of the agents and the environment within which they live.” This course contains 12 chapters. Firstly, an introduction to Complexity and to Agent based modelling is given (chapter 1 and 2). In the next chapters, complex system properties are explained in more detail (chapter 3-7 :Emergence, Path dependence, Adaptiveness, Chaos and instability, Diversity and Self-similarity). Subsequently, in chapter 8, an introduction is given of Robustness and Resilience. Lastly, in chapter 9-12, four other concepts are explained to understand the agent based modelling of complex adaptive systems: Evolution, Network theory and observer dependence. The course can be found on the following link: https://ocw.tudelft.nl/courses/agent-based-modeling-of-complex-adaptive-systems-basic/ This publication also includes various examples (selected research articles) of the use of ABM when it comes to understanding and analyzing resilience. A course summary is also part of the resources. This course relates to the collection "Measuring and Analyzing Resilience of STE Systems."

Website

Ivo Bouwmans, Igor Nikolic

March 7, 2021

Tutorial Part 2. Introduction to sensitivity analysis with agent-based modeling

This resources includes: Docx-file for tutorial part 2 Folder with r- and data-files for the tutorial part 2.

Document

George van Voorn, Guus ten Broeke

March 7, 2021

Tutorial Part 1- Introduction to sensitivity analysis with R and NetLogo

This resource includes: Docx-file for tutorial part 1 Folder with r- and data-files for the tutorial part 1.

Document

George van Voorn, Guus ten Broeke

September 5, 2021

Resilience Thinking

This set contains four learning components that cover urban resilience in Japanese cities. Introduction to Urban Resilience (~ 11-min long video) Exploring Resilience Possibilities (~ 6-min long video) Resilience in Delta Cities (~ 7-min long video) Resilience Ball and Cup Heuristics (~ 2-min long video) Agent-based Modelling for Resilience (4-part tutorial)

Various Experts

March 7, 2021

Tutorial Part 3- Resilience through adaptation

This resources includes: PDF-file for tutorial part 3 A link where you can find a model developed as a test-case for application of sensitivity analysis methods to ABMs

Document

George van Voorn, Guus ten Broeke

September 5, 2021

Sustainability and Resilience in Chinese Cities

This set contains five videos regarding the sustainability and resilience of Chinese cities: i. Introduction to Urban Resilience (~ 11-min long video) ii. Exploring Resilience Possibilities (~ 6-min long video) iii. Resilience in Delta Cities (~ 7-min long video) iv. Co-creation of Sustainable Cities (6 short videos) v. Sustainability Politics in Chinese Cities (~ 6-min long video) vi. Agent-based Modelling for Resilience (4-part tutorial) vii. Deconstructing Urban Resilience (10-slide document)

Dominic Stead et.al

February 1, 2021

Cyber Attacks on Power Grids and Impact

This resource consist of 3 presentations and focus on the following learning objectives: Part 1 – Describe what is IEC 61850 standard and how it is applied in digital substations for power system automation and protection Part 2: – Explain the architecture of a digital substation for power grids that uses IEC 61850 – Analyse vulnerabilities, threats and cyber attack models targeting IEC 61850 GOOSE and Sampled Value protocols Part 3 – Analyse the impact of cyber attacks on power system operation and explain how they can lead to cascading failures (Part 3) – Recommend appropriate security controls to mitigate cyber attacks on power grids

Presentation

Alex Stefanov​

August 1, 2021

Amsterdam: Integrated solutions and inclusive governance in a smart city

HOW TO NAVIGATE THIS CASE STUDY: First, please refer to the Teacher's Guide using the yellow "View Materials" button on the left pane. The teacher's guide outlines the purpose, contents, approach, case structure, and technical information of this case study. This case study was curated from other independently published open educational resources and from existing materials on this platform. These resources are also organized by domain. At the bottom of each resource's page, you can see both the city case study and SURF Resilience domain to which it belongs. Click on the case study or the domain name to navigate to the case study homepage or SURF Resilience collection, respectively. OVERVIEW: This case study contains a teaching guide, seven thematic foci, and a gaming simulation. In the first thematic focus, you will discover the dynamics of co-creation across multiple sectors such as air, smart grids, energy, mobility, green spaces, and water. In 'Amsterdam's Air Quality,' you will visit NGOs like the Waag Society where citizens use art, science, and technology to help address air pollution. Then, you will see how big data and the use of ICT may make aspects of life in Amsterdam more sustainable in 'Smart & Livable Cities.' You will learn how citizens help guard against the disappearance of green spaces, traveling to a buttercup farm where you will see how conflicting visions by different stakeholders are integrated to develop urban spaces. Finally, you will discover how a low-lying city like Amsterdam copes with intensifying rainfall in the 'Water Management & Climate Change' theme and learn about agent-based modelling for resilience. To experience this interdependence of different sectors, play the urban resilience game at the end of this set. You will see how disasters impact the urban system and experience the consequences of your choices on how to protect the city.

Document

Eunice Koid, Martine Rutten, Claudia Rot