Systems Thinking Nathaniel J. C. Libatique A System Is More than the sum of its parts Where the rules of the game are as important Composed of Elements and Interconnections Invested with a Purpose http://www.cellsignal. com/reference/pathw ay/Apoptosis_Overvi ew.html Ingredients Collective Behavior Signaling and Computation Adaptation Large scale networks with no central control and simple rules give complex collective behavior, sophisticated signaling and information processing and adaptation via learning or evolution Nature. 2000 Nov 16;408(6810) Feedback control of intercellular signalling in development. Freeman M. MRC Laboratory of Molecular Biology, Cambridge, UK. MF1@mrclmb.cam.ac.uk The intercellular communication that regulates cell fate during animal development must be precisely controlled to avoid dangerous errors. How is this achieved? Recent work has highlighted the importance of positive and negative feedback loops in the dynamic regulation of developmental signalling. These feedback interactions can impart precision, robustness and versatility to intercellular signals. Feedback failure can cause disease. http://www.cellsignal.com/reference/ pathway/Angiogenesis.html http://www.csulb.edu/depts/biology/media/cell751.gif http://www.ebi.ac.uk/microarray/biology_intro.html “A system is more than the sum of its parts. It may exhibit adaptive, dynamic, goal-seeking, self-preserving, and sometimes evolutionary behavior.” (D. Meadows) • MAFIA • Residents in MTUs • Sand on the road • Apoptosis • Trees http://en.wikipedia.org/wiki/Corleone_crime_family Elements vs. Interconnections Tree system: physical flows and chemistry Sunny day lose water pressure drop roots take in more Roots see dry soil pressure loss signals closing of leaf pores Colder temperatures nutrients pass from leaves to trunk and roots Overall purpose of the tree is to grow Purpose of the tree is nested within the purpose of the forest fan.theonering.net/middleearthtours/ents.html Elements, Interconnections and the System’s Purpose People change cells every few weeks, countries change Presidents every 6 years (or so), Universities have a flow of students and professors Rules determine interconnections: CO2 O2 process is changed to O2 CO2 . Tree survival & reproduction grow to unlimited size http://simple.wikipedia.org/wi ki/Baobab http://en.wikipedia.org/wiki/File:Adansonia_grandidieri03.jpg#filehistor y Growth in constrained environments Limits to tree height Regenerating capital fueled by a non renewable resource: Oil companies “The least obvious part of the system, its function or purpose, is often the most crucial determinant of the system behavior.” (D. Meadows) • Purpose deduced from behavior, not necessarily stated goals… acrobatic frog, climate change policies vs. growth, corrupt government • Purposes of subunits can add up to an unwanted overall behavior! … universities, government inflow Stocks and Flows stock outflow stock Fossil fuel, energy efficiency, energy policies and legislation …. inflow outflow stock cooling Coffee temperature B discrepancy Room temperature The greater the temperature difference, the faster the coffee will cool. Purpose of system is to reduce the discrepancy to zero. Balancing feedback: goalseeking, stabilizing, regulating loop Body’s stored energy Metabolic mobilization of energy Energy Energy expenditure available for work Coffee intake B discrepancy Desired energy level Runaway Loops – Reinforcing Feedback. Arms race, accelerated climate change, inflation, erosion, epidemics http://www.guardian.co.uk/world/2010/jan/28/human-rights-watch-hamas Interest added Money in bank R account Interest rate pg 31, Meadows investment capital Machines/Factories Goods/Services Fraction of Output invested R output + CO2 Global Temp + - Photosynthetic Biomass R + Albedo A study published in the September 7th issue (2006) of Nature authored by Katey Walter of the University of Alaska, and Jeff Chanton of Florida State University reports that greenhouse gas is escaping into the atmosphere at a frightening rate. Melting permafrost peatlands at Noyabrsk, Western Siberia. http://www.terranature.org/methaneSiberia.htm Biomass Global Temp CO2 Production R + Trapped GHGs Why Systems Surprise Series of visible events fool us: a river floods, a forest cut down, oil discovered, market crashes. Interconnection between systems structure and behavior is hidden: interlocking stocks, flows and feedback loops Page 92, Thinking in Systems Spruce budworm Budworm attacking spruce and fir for 400 year cycle now (tree ring records). White pine prime lumber Annual DDT since 1950, still budworm resurgence, 1980 $12.5 M in New Brunswick Fir – most competitive, spruce next, then birch Fir threatens monoculture, worm opens forest. Forest System Fir builds up, worm’s favorite food Budworm population increases nonlinearly Two to three warm dry springs increase survivability Natural enemies cannot control worms Drastic reduction of food supply crashes the population! Oscillation Drug Supply: Goals Addicts - high Enforcement Agencies - low Pushers – not to high not too low Citizens - Safety Drug Supply System Enforcement agents cut imports at border Drug supply goes down Other stakeholders redouble efforts to push it back up: street prices go up addicts commit more crimes for their fix more profits at higher prices, suppliers use profits to increase capital (planes boats) Drug supply goes up Game Theory and Decisions How are societies formed and sustained? The Social Contract largely unoptimal equilibrium Collective of individual decisions optimizing payoff Taxes: Most would want to do without it (wealthier without it) If no one pays, then no services, everyone worse off Equilibrium condition is still unsatisfying Prisoners’ Dilemma Two crooks questioned by police for a serious crime. Separate cells, no communication. If neither confesses then you a 2 year sentence for each is all you have on the lesser charge. Turn state witness, confess and you will be set free!* The other gets 4 years plus 1 more for obstructing justice. (But if both of you confess you both get 4 yrs). Keep Quiet (Q) or Squeal (S) Payoffs are in years lost in jail Payoffs (P1, P2); prisoners 1 and 2 Prisoner 2 Prisoner 1 Q Q -2, -2 S -5, 0 S 0, 5 -4, -4 J. Webb, “Game Theory”, Springer. Both prisoners, by following the optimum strategy (self interest) are actually worse off! Honor among thieves? Revenge! (that’s another game, with a different set of payoffs!) J. Webb, “Game Theory”, Springer. R Simile File: “capital growth” Capital output per unit capital = 33% investment = 20% of annual output Years Capital output per unit capital = 33% investment = n% of annual output n% = 5%, 10%, 20% Years R B depreciation = capital / capital lifetime capital lifetime = 10 years, 15 years, 20 years Capital Capital Lifetime is a deal breaker! 20 yr. lifetime 15 yr. lifetime 10 yr. lifetime Simile File: “capital with depreciation” Years extraction resource y ield per unit capital price prof it capital lif etime growth goal inv estment capital depreciation Initial values and constants • capital = 5 units • resource = 1000 units • capital_lifetime = 20 yrs • price = 3 units growth_goal = capital*10% depreciation = capital/capital_lifetime investment = minimum(profit, growth_goal) yield_per_unit_capital = 1 – exp(-resource/125) extraction = capital*yield_per_unit_capital The bottom line! (extracted output minus reinvestment) profit = price*extraction – capital*growth_goal Yield per unit capital Capital Extraction Boom-Bust Cycle Time (Yr) Sarah Palin and environmental permits California gold rush Ghost towns Japanese refineries British Petroleum, increasingly more costly and sophisticated mining technologies Price of crude extraction Resource Bonanza! (?) Effect of Larger Oil Deposits R = 1000 units 4R 2R R extraction Calibrated Greed 10% Calibrate your growth goals… 7% 5% Time (Yr) Drill baby Drill !!! $ PROFIT $ Capital Extraction http://www.youtube.com/watch?v=seXMIHgMFj8 Sarah Palin: Rally 10/25/08, youtube, http://www.youtube.com/watch?v=iolgiIvfV-0 Deepwater Horizon http://www.economist.com/node/17902859 The oil slick as seen from space by NASA's Terra satellite on May 24, 2010 http://en.wikipedia.org/wiki/Deepwater_Horizon_oil_spill http://www.nytimes.com/interactive/2012/05/31/world/asia/Territorial-Claims-in-South-China-Sea.html Resources D. Meadows, “Thinking in Systems”, Check Google Books http://books.google.com/books?id=JSgOSP1qklUC&printsec=fro ntcover&dq=donella+meadows+systems+thinking&cd=1#v=o nepage&q=&f=false www.simulistics.com : the tool used in this presentation Steven Levitt: “Why do crack dealers still live with their moms?” http://www.youtube.com/watch?v=5UGC2nLnaes http://www.pioneerentrepreneurs.net/presentations/An%20Int roduction%20to%20System%20Dynamics.html http://www.raczynski.com/pn/simball.htm Powersim constructor lite Netlogo has a systems dynamics tool SCICOS from Scilab also has a low level simulation tool