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This shows you the differences between two versions of the page.

--- cst-317:classes2017 [2017/07/19 17:11]
gilberto
+++ cst-317:classes2017 [2018/04/11 10:25]
pedro
@@ Line 5: / Line 5: @@
   * Professors: Mariane Coutinho, Pedro R. Andrade,[[http://www.dpi.inpe.br/gilberto|Gilberto Câmara]]
   * Lectures: Mondays and Thursdays, 14h00-16h30, Room 12, 1st floor, CCST building
 ===== Classes =====
 ^ ^  Title	                  ^  Models  ^  Scenarios                ^  Concepts  ^  Exercises  |
-|1  |Introduction| | |
+|1  |Introduction | | | | |
 |   |{{http://www.dpi.inpe.br/gilberto/cursos/cst-317-2017/lecture-introd-2017.ppt|Introduction}}| | | | |
-|2  |Modelling Programming Basics| | |
+|2  |Modelling Programming Basics| | | | |
 |   |{{:cst-317:1-lua-for-terrame.ppt|Lua for TerraME}}     | {{http://www.dpi.inpe.br/gilberto/cursos/cst-317-2015/code-introduction.zip|Lua scripts}}      | | nil, number, boolean, string, table, function | {{:cst-317:exercicios-lua.pdf|Lua exercises}} |
-|3  |System Dynamics| | |
+|3  |System Dynamics| | | | |
-|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-systems-theory.ppt|Systems Theory}}    | | |
+|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-systems-theory.ppt|Systems Theory}}    | | | | |
-|    |{{:cst-317:2-system-dynamics.ppt|Systems Dynamics}}      | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/Tub.lua|Tub}} (sysdyn) | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/tub-scenarios.lua|tub-scenarios}} (sysdyn) | Model, Event, Timer, Chart | {{:cst-317:exercise1.pdf|Water in the Dam}} |
+|    |{{:cst-317:2-system-dynamics.ppt|Systems Dynamics}}     |{{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/Tub.lua|Tub}} (sysdyn) | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/tub-scenarios.lua|tub-scenarios}} (sysdyn) | Model, Event, Timer, Chart | {{:cst-317:exercise1.pdf|Water in the Dam}} |
-|  | {{:cst-317:3-feedbacks.ppt|Feedbacks}} | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/Coffee.lua|Coffee}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/PopulationGrowth.lua|PopulationGrowth}} (sysdyn) | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/coffee-scenarios.lua|coffee-scenarios}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/population-scenarios-1.lua|population-scenarios-1}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/population-scenarios-1.lua|population-scenarios-2}} (sysdyn) | Environment, instance of Model |
+|  | {{:cst-317:3-feedbacks.ppt|Feedbacks}} | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/Coffee.lua|Coffee}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/lua/PopulationGrowth.lua|PopulationGrowth}} (sysdyn) | {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/coffee-scenarios.lua|coffee-scenarios}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/population-scenarios-1.lua|population-scenarios-1}}, {{https://raw.githubusercontent.com/gilbertocamara/sysdyn/master/examples/population-scenarios-1.lua|population-scenarios-2}} (sysdyn) | Environment, instance of Model | |
-|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-mono-lake.ppt|Water Flows in Mono Lake}}   | {{http://www.dpi.inpe.br/gilberto/cursos/st-society/monolake.lua|Mono Lake Code in TerraME}} | || {{http://public.wsu.edu/~forda/Ch%205%20Extra.pdf|Exercise 2 - The Brine Shrimp of Mono Lake}}|
+|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-mono-lake.ppt|Water Flows in Mono Lake}}   | {{:cst-317:monolake.zip|Mono Lake Code in TerraME}} | | | |
-|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-daisyworld.pptx|Daisyworld}}{{http://www.dpi.inpe.br/gilberto/cursos/st-society/daisyworld_review.pdf|Daisyworld review paper}}   | {{http://www.dpi.inpe.br/gilberto/cursos/st-society/daisyworld.lua| Daisyworld model}} | |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/daisyworld_sessini.pdf| Daisyworld on Cellular Automata (reference for exercise 3}}|
+|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-daisyworld.pptx|Daisyworld}}  | {{http://www.dpi.inpe.br/gilberto/cursos/st-society/daisyworld.lua| Daisyworld model}} | | | |
-|4  |Climate Change Scenarios| | |
+|4 |Celular Automata | | | | |
-|   | {{http://climatemodels.uchicago.edu/kaya/|Kaya Identity}} |  |      || |
+| | {{:cst-317:8-cellular-automaton.ppt|Cellular Automata}}	              | {{https://raw.githubusercontent.com/pedro-andrade-inpe/ca/master/lua/Life.lua|Life}} (ca)         |      |Cell, CellularSpace, Neighborhood, Map, Random | |
-|  | {{http://climatemodels.uchicago.edu/slugulator|Methane vs. CO2}} |  | | | |
+| | {{:cst-317:9-fire-in-the-forest.ppt|Fire in the Forest}}             | {{https://raw.githubusercontent.com/pedro-andrade-inpe/ca/master/lua/Fire.lua|Fire}} (ca) |      |             | {{:cst-317:exercise3.pdf|Fire in the Forest}}|
-|5 |Celular Automata | | |
+|5| Spatial Models |  |      |             | |
-|    |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/lecture-cellular-automata.ppt|Cellular Automata}}    | | |Cell, CellularSpace, Neighborhood, Map, Random |{{http://www.dpi.inpe.br/gilberto/cursos/st-society/exercise-cellular-automata.pdf| Exercise 03 - Cellular Automata}}|
+| | {{:cst-317:10-runoff.ppt|Runoff}} | {{https://raw.githubusercontent.com/TerraME/terrame/master/packages/terralib/examples/runoff.lua|Runoff}} (terralib) | | |
-|6| Spatial Models |  |      |             | ||
 | | {{:cst-317:11-geospatial-data.ppt|Geospatial data}} | | | Project, Layer (terralib) | |
 | | {{:cst-317:12-deforestation.ppt|Deforestation}}   | {{:cst-317:deforestation.zip|}}| | Trajectory | {{:cst-317:exercise4.pdf|Deforestation}}, {{:cst-317:exercise4.zip|database}}|
+|6  |Climate Change Scenarios| | |
+|   | {{http://climatemodels.uchicago.edu/kaya/|Kaya Identity}} |  |      || |
+|  | {{http://climatemodels.uchicago.edu/slugulator|Methane vs. CO2}} |  | | | |
 |7| {{http://climatemodels.uchicago.edu/maps/|Climate models}} | | | |
@@ Line 44: / Line 44: @@
 or the following papers.
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Crooks2016ConflictDiamonds.pdf|Pires, B. and Crooks, A.T. (2016), The Geography of Conflict Diamonds: The Case of Sierra Leone}} (see also the model in the {{https://www.openabm.org/model/4955/OpenABM site)}} |
-| Diogo, Rolf e João | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Silvertown1992.pdf|J. Silvertown, S. Holtier, J. Johnson and P. Dale (1992) Cellular Automaton Models of Interspecific Competition for Space-The Effect of Pattern on Process. Journal of Ecology, 80(3):527-533}}|
+==== System Dynamics ====
+|  | [[http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=CB3EA777DE19841D563DC6241FA916B6?doi=10.1.1.497.9850&rep=rep1&type=pdf|Scherer A. & McLean A., (2002) Mathematical models of vaccination, British Medical Bulletin 2002;62 187-199.]] |
+|  | [[http://calculadora2050brasil.epe.gov.br/calculadora.html|Energy scenarios for Brazil (in portuguese)]]|
+==== Cellular Automata ====
 |  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Berjak2002.pdf|S. G. Berjak,  J. W. Hearne (2002) An improved cellular automaton model for simulating fire in a spatially heterogeneous Savanna system. Ecological Modelling 148(2):133–15}}|
 | | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Sirakoulis2000.pdf|G.Ch Sirakoulis, I. Karafyllidis, A. Thanailakis (2000) A cellular automaton model for the effects of population movement and vaccination on epidemic propagation. Ecological Modelling 133(3): 209–223}}|
 |  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Beauchemina2005.pdf|C. Beauchemina, J. Samuelb, J. Tuszynskia (2005) A simple cellular automaton model for influenza A viral infections. Journal of Theoretical Biology 232(2) 223–234}}|
-| Cassia e Kelly| {{http://www.dpi.inpe.br/gilberto/cursos/papers/Medeiros2011.pdf|Medeiros, L. C., Castilho, C. A. R., Braga, C., de Souza, W. V., Regis, L., Monteiro, A. M. V. (2011). Modeling the dynamic transmission of dengue fever: investigating disease persistence. PLOS neglected tropical diseases, 5(1), e942.}}|
-| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Nakanishi1990.pdf|H. Nakanishi (1990) Cellular-automaton model of earthquakes with deterministic dynamics. Phys. Rev. A 41:7086–7089}}|
-| | {{http://www.hks.harvard.edu/netgov/files/fellows/onnela_j/papers/A7.pdf| R. Toivonen, J. Onnela, J. Saramaki, J. Hyvonen, K. Kaski (2006) A model for social networks. Physica A: Statistical Mechanics and its Applications 371(2):851–860}}|
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers//joana_barros.pdf|Barros, J. Urban Growth in Latin American Cities. PhD thesis, CASA/UCL}} |
-| Frederico e André | {{http://www.dpi.inpe.br/gilberto/cursos/papers/gas_book_chap3.pdf|Sex, Culture and Conflict in SugarScape}}. From J Epstein, R. Axtell, Growing Artificial Societies: Social Science from the Bottom Up. MIT Press, 1996.|
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/gas_book_chap4.pdf|Trade in SugarScape}}. From J Epstein, R. Axtell, Growing Artificial Societies: Social Science from the Bottom Up. MIT Press, 1996.|
-|  | {{http://jasss.soc.surrey.ac.uk/16/4/11.html|S Heckbert (2013). MayaSim: An agent-based model of the ancient Maya social-ecological system.}}{{http://www.openabm.org/model/3063/version/4/view| Available in CoMSES Computational Model Library.}}|
-| |{{http://www.openabm.org/model/3705/version/2/view| R Axelrod (1997). “The dissemination of culture - A model with local convergence and global polarization.” Journal of Conflict Resolution 41: 203-226.Replicated in CoMSES Computational Model Library.}}|
-| | {{http://www.openabm.org/model/3377/version/1/view|J Pepper and B Smuts (2000). The evolution of cooperation in an ecological context: an agent-based model. Replicated in CoMSES Computational Model Library.}}|
-|  | {{http://www.openabm.org/model/3890/version/2/view|K Kahn (2013) A model of the Spanish Flu Pandemic. Available in CoMSES Computational Model Library.}}|
-| | {{http://www.openabm.org/model/3051/version/1/view|Schindler J (2012) A simple Multi-Agent System of the Tragedy Of the Commons. Available in CoMSES Computational Model Library.}}|
-| | {{http://www.openabm.org/model/2762/version/1/view| A K Knittel, R Riolo and R Snow (2011). Development and evaluation of an agent-based model of sexual partnership. Adaptive Behavior (available at CoMSES Computational Model Library.}}|.
-| | {{http://www.openabm.org/model/2274/version/2/view| M Janssen and N.D. Rollins (2012). Evolution of cooperation in asymmetric commons dilemmas. Journal of Economic Behavior and Organization, 81: 220-229. Available in CoMSES Computational Model Library).}}|
-| | {{http://www.openabm.org/model/2222/version/2/view|Axtell, Epstein, et al. (2002) Population Growth and Collapse in a Multi-Agent Model of the Kayenta Anasazi in Long House Valley. PNAS 99(3): 7275-7279.  Replicated in M Janssen and available in CoMSES Computational Model Library.}}|
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Sirakoulis2000.pdf|G.Ch Sirakoulis, I. Karafyllidis, A. Thanailakis (2000) A cellular automaton model for the effects of population movement and vaccination on epidemic propagation. Ecological Modelling 133(3): 209–223}}|
 | | {{http://www.dpi.inpe.br/gilberto/cursos/papers/White2007.pdf|S. Hoya White, A. Martín del Rey, G. Rodríguez Sánchez(2007), Modeling epidemics using cellular automata. Applied Mathematics and Computation, 186(1):193-202}}|
-| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Feitosa2012.pdf| F. Feitosa, A.M. Monteiro, Urban Conventions and Residential Location Choice. CAMUSS Conference (Cellular Automata Modeling forUrban and Spatial Systems 2012)}}|
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Almeida2011.pdf|Almeida, Rodolfo Maduro, and Elbert EN Macau. "Stochastic cellular automata model for wildland fire spread dynamics." Journal of Physics: Conference Series. Vol. 285. No. 1. IOP Publishing, 2011.}}|
-| | Almeida, Rodolfo Maduro, and Elbert EN Macau. "Stochastic cellular automata model for wildland fire spread dynamics." Journal of Physics: Conference Series. Vol. 285. No. 1. IOP Publishing, 2011.|
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Fisch1991.pdf|Fisch, Robert, Janko Gravner, and David Griffeath. "Threshold-range scaling of excitable cellular automata." Statistics and Computing 1.1 (1991): 23-39.}} |
-| | de Bakker MP, de Jong K, Schmitz O, Karssenberg D. Design and demonstration of a data model to integrate agent-based and field-based modelling. Environmental Modelling & Software. 2017 Mar 31;89:172-89.|
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Fisch1992.pdf|Fisch, Robert. "Clustering in the one-dimensional three-color cyclic cellular automaton." The Annals of Probability (1992): 1528-1548.}} |
-| |[[https://en.wikipedia.org/wiki/Brian%27s_Brain|Brian's Brain]]  |
-| | Fisch, Robert, Janko Gravner, and David Griffeath. "Threshold-range scaling of excitable cellular automata." Statistics and Computing 1.1 (1991): 23-39. |
-| | Fisch, Robert. "Clustering in the one-dimensional three-color cyclic cellular automaton." The Annals of Probability (1992): 1528-1548. |
 | | [[https://qlfiles.net/the-ql-files/next-nearest-neighbors-cellular-automata/|Li, Wentian. "Complex patterns generated by next nearest neighbors cellular automata." Computers & Graphics 13.4 (1989): 531-537.]] |
-| | Chate, H. & Manneville, P. (1990). Criticality in cellular automata. Physica D (45), 122-135.|
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Chate1990.pdf|Chate, H. & Manneville, P. (1990). Criticality in cellular automata. Physica D (45), 122-135.}}|
 | | Li, W., Packard, N., & Langton, C. (1990). Transition Phenomena in Cellular Automata Rule Space. Physica D (45), 77-94. |
 | | [[https://en.wikipedia.org/wiki/Belousov–Zhabotinsky_reaction|Belousov–Zhabotinsky reaction]]|
 | | Colasanti, R. L., R. Hunt, and L. Watrud. "A simple cellular automaton model for high-level vegetation dynamics." Ecological Modelling 203.3 (2007): 363-374.|
-|  | [[http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=CB3EA777DE19841D563DC6241FA916B6?doi=10.1.1.497.9850&rep=rep1&type=pdf|Scherer A. & McLean A., (2002) Mathematical models of vaccination, British Medical Bulletin 2002;62 187-199.]] |
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Yassemi2008.pdf|S. Yassemi, S. Dragićevića, M. Schmidt(2008), Design and implementation of an integrated GIS-based cellular automata model to characterize forest fire behaviour
+, Ecological Modelling, 210(1–2), 71–84}}|
+| | {{http://pdf.blucher.com.br.s3-sa-east-1.amazonaws.com/designproceedings/sigradi2016/450.pdf| Araujo and Celani (20166), Exploring Weaire-Phelan through Cellular Automata: A proposal for a structural variance-producing engine}}|
+|  | [[http://link.aps.org/pdf/10.1103/PhysRevE.58.1425|Rickert, M., Nagel, K., Schreckenberg, M. and Latour, A., 1996. Two lane traffic simulations using cellular automata. Physica A: Statistical Mechanics and its Applications, 231(4), pp.534-550.]]|
+|  | [[https://pdfs.semanticscholar.org/a522/5a5633d0ce89c913a65c2e6cde72f808e95f.pdf|White, R. and Engelen, G., 1993. Cellular automata and fractal urban form: a cellular modelling approach to the evolution of urban land-use patterns. Environment and planning A, 25(8), pp.1175-1199.]] |
+|  | [[ https://www.sciencedirect.com/science/article/pii/S0169204602002189| Barredo, J.I., Kasanko, M., McCormick, N. and Lavalle, C., 2003. Modelling dynamic spatial processes:  simulation of urban future scenarios through cellular automata. Landscape and urban planning, 64(3), pp.145-160.]]|
+|  | [[ http://www.academia.edu/download/30249270/m283xl03.pdf| Karafyllidis, I. and Thanailakis, A., 1997. A model for predicting forest fire spreading using cellular automata. Ecological Modelling, 99(1), pp.87-97.]]|
+|  | [[ http://search.proquest.com/openview/6fc409331fb6e6f5a21e4fc783349e7c/1.pdf?pq-origsite=gscholar&cbl=1456339| Ermentrout, G.B. and Edelstein-Keshet, L., 1993. Cellular automata approaches to biological modeling. Journal of theoretical Biology, 160(1), pp.97-133.]]|
+|  | [[ https://www.sciencedirect.com/science/article/pii/S0022519303002443| Alarcón, T., Byrne, H.M. and Maini, P.K., 2003. A cellular automaton model for tumour growth in inhomogeneous environment. Journal of theoretical biology, 225(2), pp.257-274.]]|
+|  | [[https://www.sciencedirect.com/science/article/pii/S0378437107006085 | Yuan, W. and Tan, K.H., 2007. An evacuation model using cellular automata. Physica A: Statistical Mechanics and its Applications, 384(2), pp.549-566.]]|
+| | [[ http://www.bioinfo.de/isb/2002020035/main.html | Dormann, S. and Deutsch, A., 2002. Modeling of self-organized avascular tumor growth with a hybrid cellular automaton. In silico biology, 2(3), pp.393-406.]]|
+| | [[https://pdfs.semanticscholar.org/4f78/2bcb7bf2c0d4e1a210a41b80a4f664efc9f8.pdf|Bersini, H. and Detours, V., 1994, July. Asynchrony induces stability in cellular automata based models. In Artificial Life IV (pp. 382-387). MIT Press, MA.]]|
-===== Papers for Final Projects: Secondary Choices =====
+==== Agent-based Modeling ====
-You can also choose from the following papers if you did not find a suitable paper in the above list.
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Balzter1998.pdf|H. Balzter, P. W. Braun, W. Köhler (1998) Cellular automata models for vegetation dynamics. Ecological Modelling 107(2-3):113-125}}|
+| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Medeiros2011.pdf|Medeiros, L. C., Castilho, C. A. R., Braga, C., de Souza, W. V., Regis, L., Monteiro, A. M. V. (2011). Modeling the dynamic transmission of dengue fever: investigating disease persistence. PLOS neglected tropical diseases, 5(1), e942.}}|
+| | {{http://www.openabm.org/model/2274/version/2/view| M Janssen and N.D. Rollins (2012). Evolution of cooperation in asymmetric commons dilemmas. Journal of Economic Behavior and Organization, 81: 220-229. Available in CoMSES Computational Model Library).}}|
 | | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Bandini2007.pdf|S Bandini, F Celada, S Manzoni, G Vizzari (2007). Modelling the immune system: the case of situated cellular agents, Natural Computing, 6(1):19-32.}}|
-| | {{http://www.dpi.inpe.br/gilberto/cursos/papers/Yassemi2008.pdf|S. Yassemi, S. Dragićevića, M. Schmidt(2008), Design and implementation of an integrated GIS-based cellular automata model to characterize forest fire behaviour
+|  | Pe'er et al. Virtual Corridors for Conservation Management, Conservation Biology (2005): 1997–2003 |
-, Ecological Modelling, 210(1–2), 71–84}}|
+|  | Garcia et al. Predicting evolution of insect resistance to transgenic crops in within field refuge configurations, based on larval movement. Ecol. Complex. 28, 94–103 (2016).|
-|  | {{http://www.openabm.org/model/3163/version/2/view|S Bergin (2012). Torsten Hägerstrand’s Spatial Innovation Diffusion Model. Available in CoMSES Computational Model Library.}}|
+|  | Malaquias et al. Larval Dispersal of Spodoptera frugiperda Strains on Bt Cotton: A Model for Understanding Resistance Evolution and Consequences for its Management. Scientific reports. 2017 Nov 23;7(1):16109.|
-| Ricardo, Ana e Karina | {{http://www.dpi.inpe.br/gilberto/cursos/papers//Dunkerley1997a.pdf|D. L. Dunkerley (1997) Banded vegetation: development under uniform rainfall from a simple cellular automaton model. Plant Ecology 129(2):103-111}}|
+|  | Brown, C.; Bakam, I.; Smith. P.; Matthews, R.B., (2016) An agent-based modelling approach to evaluate factors influencing bioenergy crop adoption in north-east Scotland., Global Change Biology Bioenergy, 8, 226-244.|
-|  | {{http://www.dpi.inpe.br/gilberto/cursos/papers//Dunkerley1997b.pdf|D.L Dunkerley (1997) Banded vegetation: survival under drought and grazing pressure based on a simple cellular automaton model. Journal of Arid Environments 35(3):419–428}}|
-|  | {{:env-model:classes:first2014:finalproject:jager-amblard-attitude-change.pdf|Jager, Wander, and Frédéric Amblard. "Uniformity, bipolarization and pluriformity captured as generic stylized behavior with an agent-based simulation model of attitude change." Computational & Mathematical Organization Theory 10.4 (2005): 295-303.}}|
-|  | [[http://www.sciencedirect.com/science/article/pii/S1364815216310088| Donkin et al. (2017) Replicating complex agent based models, a formidable task. Environmental Modelling & Software 92,142:151]] |

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