Abstract
We present a novel methodology to integrate qualitative knowledge from different case studies on Global Change related issues into a single framework. The method is based on the concept of qualitative differential equations (QDEs) which represents a mathematically well-defined approach to investigate classes of ordinary differential equations (ODEs) used in conventional modeling exercises. These classes are defined by common qualitative features, e.g., monotonicity, signs, etc. Using the QSIM-algorithm it is possible to derive the set of possible solutions of all ODEs in the class. By this one can formulate a common, qualitatively specified cause–effect scheme valid for all case studies. The scheme is validated by testing it against the actually observed histories in the study regions with respect to their reconstruction by the corresponding QDE. The method is outlined theoretically and exemplary applied to the problem of land-use changes due to smallholder agriculture in developing countries. It is shown that the seven case-studies used can be described by a single cause–effect scheme which thus constitutes a pattern of Global Change. As a generally valid prerequisite for sustainability of this kind of land-use the presence of wage labor is shown to represent a decisive factor.
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References
J. Rotmans and B. de Vries, Perspectives on Global Change. The TARGETS Approach (Cambridge University Press, Cambridge, 1997).
A. Ganopolski, S. Rahmstorf, V. Petoukhov and M. Claussen, Nature 391 (1998) 350–356.
H.J. Schellnhuber and G. W. Yohe, Comprehending the economic and social dimensions of climate change by integrated assessment, in: Proceedings of the WCRP-Conference (1997).
E. van Daalen, W. Thissen and M. Berk, Results from the IMAGE2.1 Model. The Delft process: experiences with a dialogue between policy makers and global modellers, in: Global Change. Scenarios of the 138 G. Petschel-Held, M.K.B. Lüdeke / Integration of case studies on Global Change by means of qualitative differential equations 21st Century, eds. J. Alcamo, R. Leemans and E. Kreileman (Pergamon Press, Oxford, 1998).
D.H. Meadows, D. L. Meadows and J. Randers, Beyond the Limits: Confronting Global Collapse, Envisioning a Sustainable Future (Chelsea Green Press, London, 1992).
K. Strzepek, D. Yates and D. El Quosy, Climate Research 6(2) (1996) 89–95.
S.J. Cohen, Mackenzie basin impact study (mbis), Technical report, Environment Canada (1997).
B. Kasemir, J. Behringer, B. de Marchi, C. Deuker, G. Dürrenberger, S. Funtowicz, A. Gerger, D. Tabara, M. van Asselt, D. Vassileaou, N. Willi and C. Jaeger, Focus groups in integrated assessement: The ulysses pilot experience, ULYSSES Working Paper 97-4 (1997).
H. Haken, Synergetics (Springer, Berlin, 1983).
R.W. Kates, B. L. Turner II and W. C. Clark, in: The Earth as Transformed by Human Action, The Great Transformation, eds. B.L. Turner II, W. C. Clark, R. W. Kates, J. F. Richards, J. T. Mathews and W. B. Meyer (Cambridge University Press, Cambridge, 1990) pp. 1–18.
P.C. Stern, O. R. Young and D. Druckman, Global Environmental Change: Understanding the Human Dimensions (National Academy Press, Washington, DC, 1992).
L.R. Oldeman, R. T.A. Hakkeling and W. G. Sombroek, World map of the status of human-induced soil degradation. An explanatory note (1990).
D. Pimentel, C. Harvey, P. Resosudarmo, K. Sinclair, D. Kurz, M. McNair, S. Crist, L. Shpritz, L. Fitton, R. Saffouri and R. Blair, Science 267 (1995) 1117–1123.
German Advisory Council on Global Change, World in Transition: Ways Towards Sustainable Management of Freshwater Resources (Springer, Berlin, 1999).
B. Kuipers, Artificial Intelligence 29 (1986) 289–338.
B. Kuipers, Qualitative Reasoning: Modeling and Simulation with Incomplete Knowledge (MIT Press, Cambridge, 1994).
R.S.J. Tol, Ecological Economics 19 (1996) 67–90.
J.E. Lovelock and M. Margulis, Tellus 26 (1974) 1–10.
G. Petschel-Held, H.-J. Schellnhuber, T. Bruckner, F. Toth and K. Hasselmann, Climatic Change 41 (1999) 303–331.
G. Petschel-Held, A. Block, M. Cassel-Gintz, J. Kropp, M. K. Lüdeke, O. Moldenhauer, F. Reusswig and H.-J. Schellnhuber, Environmental Modeling and Asssessment 4(4) (1999) 295–314.
German Advisory Council on Global Change, World in Transition – The Threat to Soils. Annual Report 1994 (Economica, Bonn, 1994).
H. Schellnhuber, A. Block, M. Cassel-Gintz, J. Kropp, G. Lammel, W. Lass, R. Lienenkamp, C. Loose, M. Lüdeke, O. Moldenhauer, G. Petschel-Held, M. Plöchl and F. Reusswig, GAIA 6 (1997) 19–34.
G. Petschel-Held, M. K. Lüdeke and F. Reusswig, in: Coping with Changing Environments, eds. B. Lohnert and H. Geist (Ashgate, London, 1999) pp. 255–293.
D.J. Clancy and B. J. Kuipers, Static and dynamic abstraction solves the problem of chatter in qualitative simulation, in: Proceedings from the 14th National Conference on Artificial Intelligence (AAAI-97) (August 1997).
C. Wissel, Theoretische Ökologie (Springer, Berlin, 1989).
LUCC, Land-use and land-cover change. Science Plan. IGBP-Report Nr. 35, Stockholm (1995).
B.L. Turner, W. C. Clark, R. W. Kates, J. F. Richards, J. T. Mathews and W. B. Meyer, The Earth as Transformed by Human Action (Cambridge University Press, Cambridge, 1990).
J.X. Kasperson, R. E. Kasperson and B. L. Turner II, eds., Regions at Risk (United Nations University Press, Tokyo, 1995).
T. Krings, in: Coping with Changing Environments, eds. B. Lohnert and H. Geist (Ashgate, London, 1999) pp. 75–96.
Berleant and Kuipers, Artificial Intelligence 95 (1998) 215–255.
O. Moldenhauer, Th. Bruckner and G. Petschel-Held, The use of semi-qualitative reasoning and probability distributions in assessing possible behaviors of a socio-economic system, in: Conference Proceedings of Computational Intelligence for Modelling, Control and Automation (CIMCA) 99, ed. M. Mohammadian (IOS Press, London, 1999).
O. Dordan, Artificial Intelligence 55 (1992) 61–86.
P.D. Little and M. M. Horrowitz, eds., Lands at Risk in the Third World: Local-Level Perspectives (Westview Press, London, 1987).
R.W. Kates and V. Haarmann, Environment 34 (1992) 4–11, 25–28.
B. Lohnert and H. Geist, eds., Coping with Changing Environments (Ashgate, London, 1999).
B. Lohnert, in: Coping with Changing Environments, eds. B. Lohnert and H. Geist (Ashgate, London, 1999) pp. 75–96.
P.S. Dasgupta, Spektrum der Wissenschaft, Heft 7 (1995) 54–59.
M.K.B. Lüdeke, O. Moldenhauer and G. Petschel-Held, Environmental Modeling and Asssessment 4(4) (1999) 315–326.
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Petschel-Held, G., Lüdeke, M.K. Integration of Case Studies on Global Change by Means of Qualitative Differential Equations. Integrated Assessment 2, 123–138 (2001). https://doi.org/10.1023/A:1013379402782
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DOI: https://doi.org/10.1023/A:1013379402782