FUZZY MULTIVARIATE RULE-BUILDING EXPERT SYSTEMS:MINIMAL NEURAL NETWORKS     

PETER B.HARRINGTON 《地理学报(英文版)》1991,(5)

A fuzzy multivariate rule-building expert system (FuRES) has been devised which also functions as aminimal neural network.This system builds rules from training sets of data that use featuretransformation in their antecedents.The rules are constructed using the ID3 algorithm with a fuzzyexpression of classification entropy.The rules are optimal with respect to fuzziness and can accommodateoverlapped and underlapped clusters of data.The FuRES algorithm combines the benefits obtained fromsimulated annealing and gradient optimization,which provide robustness and efficiency respectively.FARES classification trees support OR logic in their inference.The system automatically generatesmeaningful and consistent certainty factors during rule construction.Unlike other neural networks,FuRES uses local processing which furnishes qualitative information in the rule structure of itsclassification trees and variable loadings of the weight vectors.  相似文献   

The divergence of the turbulent diffusion flux in the surface layer due to chemical reactions: the NO-O₃-NO₂ system     

JORDI VILÀ-GUERAU DE ARELLANO  PETER G. DUYNKERKE  PETER J. H. BUILTJES 《Tellus. Series B, Chemical and physical meteorology》1993,45(1):23-33

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Professor Barry Johnston     

PETER HOLLAND  ERIC PAWSON 《New Zealand geographer》1993,49(2):3-6

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Early stages of till genesis: an example from Fanore, County Clare, Ireland     

DAVID G. CROOT  PETER C. SIMS 《Boreas: An International Journal of Quaternary Research》1996,25(1):37-46

Traditional views of glacigenic processes focus on erosion of hard bedrock and deposition of unconsolidated till. In the 1960s and 1970s attention was directed towards the glacier debris cascade, which linked these two end members. A limited understanding of the relationship between bedrock character, the supposed processes of erosion, debris comminution and texture emerged. In the 1980s researchers began to appreciate the important role which glaciotectonism plays in the spectrum of glacigenic processes, although little attention has been paid to the interface between glacial erosion, glaciotectonism and the early stages of the debris cascade system. A coastal section at Fanore, County Clare, Ireland affords a unique opportunity to examine a range of glacial deposits which represent a series in the erosion, tectonism and comminution stages of till genesis. Major elements of the site are bedrock rafts, glaciotectonic breecias, immature till and mature till. In all cases > 98% of the elements comprise Carboniferous limestone. Research at Fanore has focused on textural properties. Analysis of bulk samples of the sediments demonstrates a continuum of textural development from the glaciotectonism of the bedrock (breecia production and bedrock raft comminution) to a homogenized but immature till and to a more mature matrix-dominated deposit.  相似文献   

DISCRIMINANT PRINCIPAL COMPONENTS ANALYSIS     

PETERW.YENDLE  HALLIDAYJ.H.MACFIE 《地理学报(英文版)》1989,(3)

When the number of variables exceeds the number of samples, one method of multivariate discriminationis to use principal components analysis to reduce the dimensionality and then to perform canonicalvariates analysis (PC-CVA). This paper proposes an alternative approach in which discriminant analysisis carried out by a weighted principal component analysis of the group means (DPCA). This method doesnot require prior data reduction and produces discriminant factors that are orthogonal in the original dataspace. The theory and performance of the two methods are compared. Although the individual factors ofDPCA are found to be less discriminating than PC-CVA, the overall discrimination, calculated bymultivariate analysis of variance, and the predictive value, estimated by the leaving-one-out error rate,are broadly comparable.  相似文献   

Experimental Interaction of Granitic and Basaltic Magmas and Implications for Mafic Enclaves   总被引：4，自引：0，他引：4  

VAN DER LAAN  SIEGER R.; WYLLIE  PETER J. 《Journal of Petrology》1993,34(3):491-517

We have performed time series experiments for periods rangingfrom 3 min to 44 h on the interaction of granite melt and partiallymolten basalt at 920C and 10 kbar, in the presence of 5 wt.%water. With time, the assemblage of the basalt domain changesfrom predominantly amphibole+plagioclase to clinopyroxene+garnet;the melt fraction increases from {small tilde}2•5 to 40%;and between the two domains, the melt compositions progressivelyequilibrate. Initially in each run, melts of the basalt domainhave uniform plateau concentrations for SiO₂, Al₂O₃, CaO, MgO,and FeO because the activities of these components are regulatedby the mineral assemblage, but at advanced stages of reaction,no such control is evident. We have derived analytical expressionsto describe and simulate the diffusion profiles. The concentrationprofiles for SiO₂, Al₂O₃, CaO, and Na₂O in the granite, emanatingfrom the basalt–granite interface, have been used to estimateeffective diffusivities. The values from the shorter runs arecompared with those of the experiment of longest duration forwhich we assumed finite couples in our calculations. In thediffusion calculations for K₂O the difference in melt fractionbetween the two domains is accounted for. The resulting values(in cm²/s) are: D_Na2O=6 10^–7, D_K2O=3 10^–7, D_MgO=9 10^–8, D_CaO=(4–6) 10^–8, and D_SiO2 and D_Al2O3=(3–0•6) 10^–8. They are in reasonable agreement with values fromother studies. On the basis of our experiments we calculatethat mafic enclaves of magmatic origin should equilibrate toa large degree with their host magma in slowly cooling non-convectinggranitic plutons. Enclaves approaching complete re-equilibrationretain distinctly higher modal amounts of mafic minerals. Theydo not compositionally resemble binary magma mixtures, but aremore like host magma with accumulated crystals. We show thatthe modal differences between enclave and host are indicativeof the temperature of homogenization and that, in principle,this temperature can be deduced from equilibrium phase diagrams. ^* Present address: Mineralogisch-Petrologisches Institut, Universitt Gttingen, Goldschmidtstrasse 1, 3400 Gttingen, Germany  相似文献   

Reaction Between Ultramafic Rock and Fractionating Basaltic Magma II. Experimental Investigation of Reaction Between Olivine Tholeiite and Harzburgite at 1150-1050?C and 5 kb     

KELEMEN  PETER. B.; JOYCE  DAVID. B.; WEBSTER  JAMES. D.; HOLLOWAY  JOHN. R. 《Journal of Petrology》1990,31(1):99-134

We present results of experiments on mixtures of olivine tholeiiteand mantle harzburgite, at 5 kb and 1050–1150?C, underconditions of controlled hydrogen fugacity. The basalt end-memberwas Kilauea 1921 olivine tholeiite+3 wt.% H₂O, and the harzburgiteend-member was a mixture of olivine and orthopyroxene mineralseparates made from a mantle-derived lherzolite xenolith. Theexperiments on mixtures of basalt and harzburgite difl not reachequilibrium in runs ranging from 12 to 200 h duration. Relativelylarge concentration gradients persisted in both liquid and solidphases in mixed samples, whereas ‘control’ samplescontaining only basalt were reasonably homogeneous and wereprobably close to equilibrium. Compositions of solid phases produced, measured by electronmicroprobe, show a regular increase in Mg/(Mg+Fe) with increasingproportion of harzburgite at constant temperature, but olivineand clinopyroxene in mixed samples were not in Fe-Mg exchangeequilibrium. Modes measured for each sample show that the fractionof liquid relative to the amount of basalt in the sample wasconstant at constant temperature, and independent of bulk composition:reaction between 1921 basalt and harzburgite does not changethe mass of liquid in the system. Average experimental liquidcompositions for each sample were obtained by mass balance.Using Kds defined by the ‘control’ sample for eachtemperature, and mass balance constraints, phase assemblages(solid- and liquid-phase compositions and proportions) werecalculated for all mixtures. Whether samples included harzburgite or not, all average experimentalliquid compositions, and all predicted liquid compositions,for samples run at 1050?C, are high-alumina basalts by the definitionof Kuno (1960). By the criteria of Irvine & Baragar (1971),all but two average experimental liquid compositions in basalt-harzburgitemixtures, and all predicted liquid compositions in basalt-harzburgitemixtures, are calc-alkaline basalts and basaltic andesites,whereas liquids in samples containing only basalt are tholeiiticbasalts. Combined crystallization and reaction with harzburgitein the upper mantle will produce calc-alkaline derivative liquidsfrom an olivine tholeiite liquid under conditions of temperature,pressure, water and oxygen fugacity, and initial bulk compositionwhich would produce a tholeiitic liquid line of descent by crystallizationin a closed system. ^*Present address: Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02543Present address: Grant Institute of Geology, University of Edinburgh, West Mains Road, Edinburgh EH9 3JW, UK  相似文献   

Deep distributary channels and giant bedforms in the Upper Carboniferous of the Central Pennines, northern England     

PETER J. McCABE 《Sedimentology》1977,24(2):271-290

Channels, with maximum depths of over 40 m, have been cut into the top of a coarsening upward sequence, in the Upper Carboniferous of northern England. The channels are interpreted as deep, distributaries cut into delta slope deposits. Giant cross-bed sets, up to 40 m thick, are the major channel infilling facies. Internal erosion surfaces occur within the giant cross-beds and some are draped by micaceous, silty sandstone. Previously interpreted as deltaic sedimentation units, the cross-beds are now thought to have been produced mainly by side attached, alternate bars and the drapes are interpreted as low stage deposits. Cosets of medium scale cross-beds overlie the giant cross-beds. These are thought to be deposits of dunes and smaller bars on top of the transverse bars and in the shallower parts of the distributary. The giant cross-beds are commonly underlain by unlaminated sandstone but may be underlain by undulatory bedding. The latter was apparently produced by ridges, parallel to the current, spaced between 9 and 23 m apart. The north of England appears to have had a major river by present day standards, for at least part of the upper Carboniferous.  相似文献   

Fossils explained 5: Belemnites     

PETER DOYLE 《Geology Today》1986,2(3):87-88

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Synthesis of Fe-pumpellyite and its stability relations with epidote     

PETER SCHIFFMAN  J. G. LIOU 《Journal of Metamorphic Geology》1983,1(2):91-101

Hydrothermal synthesis of Fe-pum-pellyites was conducted using high pressure cold-seal apparatus and solid oxygen buffering techniques at temperatures between 250°C and 550°C and 2.0–9.1 kbar P_fluid. Fe-pumpellyites were synthesized from partially crystalline gel mixtures of compositions: 4CaO - 2.1Al₂O₃_1.5FeO - 0.3MgO - 6SiO₂ (II) and 3CaO - 1.5 Al₂O₃ - 2.7FeO - 0.3MgO - 6SiO₂ (III) in the presence of excess H₂O at P_fluid of 5–9.1 Kbar, temperatures between 275°C and 325°C, and f_O2 defined by the QFM and HM buffers; for both of these compositions (II and III), the condensed synthetic run products included minor 7Å chlorite ± garnet ± Fe-oxide. The cell dimensions and aggregate refractive index (a= 19.13(2)Å, b= 5.940(4)Å, c= 8.847(5)Å, ±= 97.37(6)±, and n= 1.702(2)) of the pum-pellyite synthesized from the bulk composition II mix are compatible with those of natural pumpellyites containing similar total Fe contents. Attempts at synthesizing Fe-pumpellyites from a Mg-free bulk composition were not successful; these results are consistent with the total absence of natural Mg-free pumpellyites. The higher temperature, higher oxygen fugacity assemblages of the equivalent bulk compositions (II and III) consist of epidote ± minor amounts of chlorite, garnet, quartz, hematite, and magnetite. The results of these synthesis experiments accord with the mineral parageneses observed in low-grade metabasites which imply that Fe-pumpellyites are replaced by epidote with increasing temperature and/or f_O2 and that Fe³⁺ is preferentially partitioned into epidote with respect to coexisting pum-pellyite. In addition, these synthesis experiments indicate that Fe-bearing pumpellyites crystallize at and are stable to lower temperatures than more aluminous pumpellyites—a result also consistent with natural systems.  相似文献