On seismic landslide hazard assessment
|
|
- Marcus Skinner
- 5 years ago
- Views:
Transcription
1 Yang, J. (27). Géotecnique 57, No. 8, doi: 1.168/geot TECHNICAL NOTE On seismic landslide azard assessment J. YANG* KEYWORDS: eartquakes; landslides; slopes INTRODUCTION Seismic landslides are one of te most deastating effects of eartquakes, as eidenced by many istorical records (Keefer, 1984; Turner & Scuster, 1996). To date, arious models ae been deeloped for spatially distributed landslide azard assessment, and almost all of tem are based on infinite slope idealisation combined wit te Newmark sliding-block and pseudo-static analysis (e.g. Jibson et al., 1998; Miles & Keefer, 21). Altoug no slope perfectly satisfies te assumptions of te infinite slope model, many, if not most, natural landslides are predominantly translational, wit relatiely low tickness-to-lengt ratios. Te infinite slope idealisation terefore proides a useful approximation tat can elp to identify te landslide azard at te reconnaissance leel. In Newmark sliding-block teory, a potential landslide is modelled as a rigid friction-block resting on an inclined plane (Newmark, 1965). Te seismic inertial force on te sliding mass is regarded as pseudo-static, and is usually represented using a orizontal seismic coefficient tat is expressed as a percentage of te graity. Te Newmark analysis calculates te cumulatie permanent displacement of te friction-block as it is subjected to te acceleration time-istory of a gien eartquake, by double-integrating tose parts of te acceleration time-istory tat exceed te so-called yield acceleration. Te seismic landslide azard is often assessed using te calculated Newmark displacement. As an example, Table 1 gies te categories of landslide azard tat are proposed by te US Geological Surey using te normalised Newmark displacement for infinite slope models (Miles & Keefer, 21). Tere are six leels of relatie azard, ranging from Low, wit a normalised displacement of between and.2, to Very Hig, wit a normalised displacement of Note tat te Newmark displacement ere sould be considered as a relatie index of slope performance rater tan a real deformation. Te existing models ae tended to focus on te orizontal seismic force and disregard te ertical acceleration, altoug a real eartquake will subject te sliding mass to bot. Tis common practice is due partly to te consideration tat most eartquakes produce a peak ertical acceleration tat is small compared wit te peak orizontal acceleration, and te effect of ertical acceleration is negligible (Day, 22). A limited number of studies ae discussed tis effect on eart structures and appeared to offer different opinions. Te elegant pseudo-static analysis of Sarma (1975) for stability of eart dams indicates tat te Manuscript receied 6 Marc 26; reised manuscript accepted 13 June 27. Discussion on tis paper closes on 1 April 28, for furter details see p. ii. * Department of Ciil Engineering, Te Uniersity of Hong Kong. Table 1. Categories of relatie azard for landslides (after Miles & Keefer, 21) Leel of azard Normalised Newmark displacement Low (L).. 2 Moderately low (ML) Moderate (M) Moderately ig (MH).1.2 Hig.2.5 Very ig.5 1. Normalised by te alue of 1 cm. effect is minor, wereas te analysis of Ling & Lescinsky (1998) for dry, reinforced soil structures as suggested tat te effect is significant. In dealing wit tis issue, some obserations from recent eartquakes are wort noting. First, significantly large ertical accelerations ae repeatedly been recorded in te near field of moderate and large eartquakes, wic sows tat te rule-of-tumb ratio, 1/2 or 2/3, between peak ertical and orizontal ground acceleration may not be a good descriptor (NCEER, 1997). For example, te peak ertical acceleration at te surface of a reclaimed site during te 1995 Kobe eartquake was found to be twice as ig as te peak orizontal acceleration (Yang & Sato, 2). Second, te ground motion amplification, particularly in te ertical direction, can be significantly affected by groundwater conditions (Yang & Sato, 21; Yang et al., 22). Tese obserations imply tat arious possible combinations of te groundwater and ground motion conditions may need to be examined to identify a particularly seere state of azard for eart structures. In iew of te aboe obserations, tis study aims to explore te possible effect of ertical acceleration wit regard to landslide azard assessment, by taking account of a wide range of magnitudes of te ertical and orizontal accelerations and a arying water table. Effort is made to sow ow significant te effect could be on te factor of safety, yield acceleration and, particularly, permanent displacement tat is directly associated wit azard estimation. INFINITE SLOPE ANALYSIS Te simplified infinite slope model is sown in Fig. 1. Tis is a two-dimensional model describing a slope wit a potential sliding plane tat is taken parallel to te surface of te slope at a dept z, wit te water table being at z w ¼ mz. Clearly, for dry slopes m ¼, and for saturated slopes m ¼ 1. Factor of safety Consider a ertical slice of a unit widt tat as a weigt W and is subjected to bot ertical and orizontal ground accelerations (Fig. 1). Te pseudo-static seismic forces act- 77
2 78 YANG z w β Unit widt ing on te slice are represented by F ¼ k W and F ¼ k W, were k and k are known as te orizontal and ertical seismic coefficients respectiely. In tis paper, negatie k corresponds to te upward inertial force. Te factor of safety of te infinite slope, FS, is determined as te ratio between te aailable sear strengt and te sear stress deeloped on te failure plane, from c9 þ ðó uþtan ö9 FS ¼ ½ð1 þ k Þsin â þ k cos ⚪z cos â F Fig. 1. Infinite slope model were c9 is te effectie coesion, ö9 is te effectie friction angle, ª is te unit weigt of te soil, ó is te total normal stress on te failure plane, and u is te pore water pressure. Equation (1) can be furter written as c9 þ ½ð1 þ k Þcos â k sin ⚪ ð1 þ k Þª FS ¼ w m cos âgz cos â tan ö9 ½ð1 þ k Þsin â þ k cos ⚪z cos â F W u were ª w is te unit weigt of water. Because of te difficulty and uncertainty inoled in determining te eartquake-induced excess pore water pressure, tis effect is not included in te analysis, in order to retain te simplicity of te pseudo-static metod. Te aboe general expression can be readily simplified for seeral special cases tat ae been discussed in te literature: Special case 1: Dry and static conditions, tat is, k ¼ k ¼, m ¼ FS ¼ c9 þ ªz cos2 â tan ö9 (3) ªz sin â cos â Special case 2: Saturated and static conditions, tat is, k ¼ k ¼, m ¼ 1 FS ¼ c9 þ ð ª ª wþz cos 2 â tan ö9 (4) ªz sin â cos â were ª sould be taken as te saturated unit weigt of te soil. (c) Special case 3: Dry slopes subjected to orizontal acceleration only, tat is, k ¼, k 6¼, m ¼ FS ¼ c9 þ ð cos â k sin âþªz cos â tan ö9 (5) ðsin â þ k cos âþªz cos â (d) Special case 4: Saturated slopes subjected to orizontal acceleration only, i.e. k ¼, k 6¼, m ¼ 1 FS ¼ c9 þ cos â k ð sin âþª ª w cos â z cos â tan ö9 ðsin â þ k cos âþªz cos â (6) c, φ z Hypotetical sliding plane (1) (2) Reduction of factor of safety due to ertical motion To quantify te effect of ertical ground acceleration, it is useful to introduce a reduction factor for te factor of safety, defined as te ratio between te factor of safety under combined ertical and orizontal accelerations, (FS) þ, and te factor of safety under orizontal acceleration only, (FS). In so doing, equation (2) is first rewritten in te form ðfsþ þ ¼ a 1 k þ a 2 k þ a 3 (7) a 4 k þ a 5 k þ a 6 were a 1 ¼ 𪠪 w mþz cos 2 â tan ö9 a 2 ¼ ªzsin â cos â tan ö9 a 3 ¼ c9 þ ðª mª w Þz cos 2 â tan ö9 a 4 ¼ ªz sin â cos â a 5 ¼ ªz cos 2 â a 6 ¼ ªz sin â cos â From equation (7) te factor of safety for te slope subjected only to orizontal acceleration can be readily gien as ðfsþ ¼ a 2 k þ a 3 (8) a 5 k þ a 6 Te reduction factor can ten be establised as r F ¼ ðfsþ þ ½ð ¼ a 1 p þ a 2 Þk þ a 3 Šða 5 k þ a 6 Þ (9) ðfsþ ½ða 4 p þ a 5 Þk þ a 6 Šða 2 k þ a 3 Þ were p ¼ k /k. Yield acceleration Te yield acceleration is conentionally determined to be te orizontal acceleration tat results in a pseudo-static factor of safety equal to 1.. From equation (7) te coefficient of yield acceleration, k y, can be gien as k y ¼ a 1 a 4 a 5 a 2 k þ a 3 a 6 a 5 a 2 (1) It is eident from equation (1) tat te coefficient of yield acceleration witout taking account of te effect of ertical acceleration as te form k9 y ¼ a 3 a 6 (11) a 5 a 2 Furtermore, a reduction factor for te yield acceleration r y can be introduced to quantify te effect of ertical acceleration suc tat r y ¼ k y ¼ 1 (12) k9 y 1 p were ¼ (a 1 a 4 )=(a 5 a 2 ). Clearly, ¼ tan(ö9 â) wen m ¼. Permanent displacement A Newmark analysis calculates te cumulatie displacement of te friction-block as it is subjected to te acceleration time-istory of a gien eartquake. Because of its simplicity, te metod is widely used in seismic design of eart structures. A conentional Newmark analysis inoles determination of te yield acceleration, selection of an appropriate eartquake record, and double integration of te
3 parts in te acceleration time-istory tat exceed te yield acceleration. To facilitate applications of tis metod, seeral simplified models ae been deeloped for estimating te Newmark displacements of slopes (e.g. Ambraseys & Menu, 1988; Jibson et al., 1998). Tese models are usually establised based on regression analyses for a large number of selected eartquake records. For te first instance, te model of Ambraseys & Menu (1988) is used ere to sow ow te permanent displacement is influenced by ertical acceleration. In tis model, te permanent displacement d (in cm) is expressed as a function of te ratio a y /a max, were a y is te yield acceleration and a max is te peak orizontal acceleration. " log d ¼ :9 þ log 1 a 2 : 53 # 1 : 9 y ay (13) a max a max Gien a peak orizontal acceleration and te determined yield acceleration, equation (13) allows prediction of te permanent displacement. As already indicated by equation (12), inclusion of ertical acceleration may affect te yield acceleration and, subsequently, te permanent displacement. Assuming tat d and d9 are te displacements calculated using a y and a9 y respectiely, were a y is te yield acceleration tat includes te effect of ertical acceleration and a9 y is te yield acceleration excluding tis effect, an amplification factor A d is introduced ere to quantify te effect for te permanent displacement. " A d ¼ d # 2 : 53 d9 ¼ r 1: 9 1 r y a9 y =a max y (14) 1 a9 y =a max were r y is te reduction factor for te yield acceleration, defined in equation (12). NUMERICAL RESULTS AND DISCUSSION Te expressions establised in te preceding section enable one to quantify te effect of ertical acceleration in a conenient way. Using equation (2), Fig. 2 sows te factor ON SEISMIC LANDSLIDE HAZARD ASSESSMENT 79 of safety for a slope of inclination angle 158 under different alues of seismic coefficient. Te slope is assumed to be in eiter a saturated or a dry state, wit c9 ¼ and ö9 ¼ 358. For a saturated slope te unit weigt is taken as 2 kn/m 3, and for a dry slope it is assumed to be 17 kn/m 3. Te dept of sliding plane is assumed to be a representatie alue, 3 m (Keefer, 1984). Compared wit te case were te effect of ertical acceleration is neglected, one may note tat inclusion of positie k causes an increase in te factor of safety, wereas negatie k reduces te factor of safety. Tis suggests tat te upward inertial force gies a critical case. Terefore te following discussion will concentrate on te case of negatie k. It is also noted tat te effect of ertical acceleration is negligible wen k <. 2, but tends to become significant wen k >. 4. Te reduction of te factor of safety can be better quantified using r F, as sown in Fig. 3. Comparison of te two plots in Fig. 3 suggests tat te degree of reduction is more significant for saturated tan for dry slopes. For a saturated slope at k ¼.4 and k ¼ (.5)k, te factor of safety is about 84% of tat determined by ignoring te effect of ertical acceleration. At te same k but wit k ¼ ( 1. )k, te factor of safety is reduced by about 35%. Note tat it is not uncommon to record a peak ertical acceleration tat is as great as te peak orizontal acceleration, as eidenced by recent ground motion data. Figure 3 implies tat te effect of ertical acceleration is related to groundwater conditions. To proide a better ealuation of tis effect, te reduction of te factor of safety is calculated as a function of te groundwater table (Fig. 4). It can be seen tat, under oterwise identical conditions, te factor of safety is reduced more for a iger groundwater table. Under te same groundwater conditions, te factor of safety decreases wit increasing alues of k and decreasing alues of p (i.e. k /k ). Figure 5 sows te ariation of yield acceleration wit te strengt parameters and inclination angle for saturated slopes wit te ertical motion effect excluded. It is clear tat te yield acceleration increases wit increasing sear strengt, and decreases wit increasing inclination angle. Depending c c 1 2 k 1 k 1 2 Factor of safety against sliding 8 4 k 5 k k 5 k k Factor of safety against sliding 8 4 k 1 k k 5 k k 5 k k k 1 k k 1 k k k Fig. 2. Factor of safety of a saturated slope under arious combinations of k and k : dry conditions; saturated conditions
4 71 YANG k / k 2 8 k / k k / k 5 k / k k / k 5 k / k c c k k Fig. 3. Reduction factor for factor of safety under arious combinations of k and k: dry conditions; saturated conditions 1 1 k / k 2 k / k 5 9 k / k k / k 1 c 8 7 k / k 5 k / k 1 Dry Saturated m m Fig. 4. Reduction factor for factor of safety as a function of water table: k. 2; k. 4 on te groundwater conditions and te alue of p, te yield acceleration can be largely reduced by ertical acceleration, as sown in Fig. 6. Moreoer, te reduction of yield acceleration appears to be more significant for gentle slopes, and slopes wit a ig friction angle. Of particular interest is te influence of ertical acceleration on slope displacement. Using equation (14), Fig. 7 sows te displacement amplification tat is induced by te inclusion of ertical acceleration. At low alues of te ratio a9 y =a max,say.2, te amplification factor is between 1 and 2 for bot saturated and dry slopes, were te lower bound is for p ¼.5 and te upper bound is for p ¼ 1.5. At iger alues of a9 y =a max, say. 8, te amplification factor aries from 5 to as muc as 2 for dry slopes and from 2 to 6 for
5 4 ON SEISMIC LANDSLIDE HAZARD ASSESSMENT β 15 Coefficient of yield acceleration, k y 3 2 c 1 kpa c 5 c Coefficient of yield acceleration, k y 3 2 c 1 kpa c c φ : degrees β: degrees Fig. 5. Yield accelerations for saturated slopes, neglecting ertical motion effects 1 1 β 15 φ 25 Reduction factor for yield acceleration, r y Dry Saturated β 15 β 1 β 1 Reduction factor for yield acceleration, r y Dry Saturated φ 25 β p ( k / k ) p ( k / k ) Fig. 6. Reduction factor for yield acceleration saturated slopes. It is to be noted tat te large amplification of displacements is in a relatie sense, being associated wit small displacements. In order to identify te effect of ertical motion better, Table 2 gies comparisons of te Newmark displacements in tree cases k /k ¼,. 5 and 1. for saturated slopes subjected to two scenario peak orizontal accelerations:.3g and.6g. A range of friction angles and sloping angles are taken into account. Following te US Geological Surey classification system, te relatie azard for eac case is also determined and included in te table. Te comparisons suggest tat te inclusion of ertical acceleration may cause a cange in te Newmark displacement and, consequently, a redefinition of te azard leel in some cases.
6 712 YANG 1 1 β 1 β 1 k / k 1 5 Amplification factor for displacement, A d 1 k / k 1 Amplification factor for displacement, A d 1 k / k 1 5 k / k 1 k / k 5 k / k a y / a max a y / amax Fig. 7. Amplification factor for permanent displacement: dry conditions; saturated conditions Table 2. Newmark displacements predicted for arious conditions ö9: degrees a max ¼.3g a max ¼.6g â ¼ 18 â ¼ 158 â ¼ 18 â ¼ 158 D :cm D 1 :cm D 2 :cm D :cm D 1 :cm D 2 :cm D :cm D 1 :cm D 2 :cm D :cm D 1 :cm D 2 :cm (M) (ML) (L) (M) 3. (ML). 83 (L) (MH) (ML) (L) (.VH) (.VH) (.VH) (MH) (MH) (MH) (MH) (ML) (M) (M) (M) (MH) (M) (MH) (.VH) (.VH) (.VH) Notes: â ¼ inclined angle of slope; ö9 ¼ friction angle of soil; c9 ¼ ; m ¼ 1 (saturated conditions); ª ¼ 2 kn/m 3. D ¼ displacement predicted by neglecting effect of ertical ground motion (k /k ¼.). D 1 ¼ displacement predicted by taking account of effect of ertical ground motion (k /k ¼.5). D 2 ¼ displacement predicted by taking account of effect of ertical ground motion (k /k ¼ 1.). Letter in parenteses indicate relatie azard leel. CLOSING REMARKS Tis study seeks to explore te possible effect of ertical ground motion, wic as long been ignored in te practice of seismic landslide azard analysis. For te infinite slope model, matematical expressions ae been establised tat allow a quick quantification of te effect on te factor of safety, yield acceleration and permanent displacement. Te effect is sown to be related to seeral factors, including te sear strengt of te soil (bot c9 and ö9), te groundwater condition, te slope angle, and te magnitudes of te ertical and orizontal accelerations. Te study indicates tat, under some combinations of tese factors (e.g. large alues of k and small alues of p), simply disregarding te effect would not be appropriate. Using te US Geological Surey classification system, two sets of analyses ae been conducted, wic sow tat te inclusion of ertical acceleration may bring about a redefinition of te azard leel in some cases. Finally, it is to be noted tat current practice is based mainly on te pseudo-static approac and Newmark slidingblock teory. Altoug tis proides a simple way of screening for arious stability problems, it does not adequately account for some situations in real eartquakes, suc as time-arying amplitudes and frequencies of ertical and orizontal ground accelerations, split in time of te peak alues for ertical and orizontal ground accelerations, and deformations associated wit significant build-up of excess pore pressures. Wen tere is a need to go beyond pseudostatic analysis, compreensie procedures suc as effectie-
7 stress-based, non-linear finite element analyses in te time domain can proide a useful way of gaining insigt into te performance of slopes and oter eart structures. ACKNOWLEDGEMENTS Tis work was supported by te Researc Grants Council of Hong Kong under Grant No. HKU 7127/4E. Tis support is gratefully acknowledged. NOTATION a max peak orizontal acceleration a y, a9 y yield accelerations including and excluding effect of ertical motion respectiely A d amplification factor for Newmark displacement c9 coesion of soil d, d9 Newmark displacements calculated using a y and a9 y respectiely k, k seismic orizontal and ertical coefficients respectiely k y, k9 y coefficients of yield acceleration including and excluding effect of ertical motion respectiely m parameter caracterising groundwater tables p ratio between seismic ertical and orizontal coefficients (k /k ) r F, r y reduction factors for factor of safety and yield acceleration respectiely â inclination angle of slope ª, ª w unit weigt of soil and unit weigt of water respectiely ö9 effectie friction angle of soil REFERENCES Ambraseys, N. N. & Menu, J. M. (1988). Eartquake-induced ground displacements. Eartquake Engng Struct. Dynam. 16, No. 7, ON SEISMIC LANDSLIDE HAZARD ASSESSMENT 713 Day, R. W. (22). Geotecnical eartquake engineering andbook. New York: McGraw-Hill. Jibson, R. W., Harp, E. L. & Micael, J. A. (1998). A metod for producing digital probabilistic seismic landslide azard maps: an example from te Los Angeles, California area, Open-File Report California: US Geological Surey. Keefer, D. K. (1984). Landslides caused by eartquakes. Geol. Soc. Am. Bull. 95, Ling, H. I. & Lescinsky, D. (1998). Effects of ertical acceleration on seismic design of geosyntetic-reinforced soil structures. Géotecnique 48, No. 3, Miles, S. B. & Keefer, D. K. (21). Seismic landslide azard for te cities of Oakland and Piedmont, California, US Geological Surey Miscellaneous Field Studies Map MF California: US Geological Surey. NCEER (1997). Proceedings of te FHWA/NCEER Worksop on National Representation of Seismic Ground Motion for New and Existing Higway Facilities, Tec. Report NCEER Buffalo, NY: National Center for Eartquake Engineering Researc. Newmark, N. M. (1965). Effects of eartquakes on dams and embankments. Géotecnique 15, No. 2, Sarma, S. K. (1975). Seismic stability of eart dams and embankments. Géotecnique 25, No. 4, Turner, A. K. & Scuster, R. L. (1996). Landslides: inestigation and mitigation, Transportation Researc Board Special Report 247. Wasington, DC: National Academy Press. Yang, J. & Sato, T. (2). Interpretation of seismic ertical amplification obsered at an array site. Bull. Seismol. Soc. Am. 9, No. 2, Yang, J. & Sato, T. (21). Analytical study of saturation effects on seismic ertical amplification of a soil layer. Géotecnique 51, No. 2, Yang, J., Sato, T., Saidis, S. & Li, X. S. (22). Horizontal and ertical components of ground motions at liquefiable sites. Soil Dynam. Eartquake Engng 22, No. 3,
qwertyuiopasdfghjklzxcvbnmqwerty uiopasdfghjklzxcvbnmqwertyuiopasd fghjklzxcvbnmqwertyuiopasdfghjklzx cvbnmqwertyuiopasdfghjklzxcvbnmq
qwertyuiopasdfgjklzxcbnmqwerty uiopasdfgjklzxcbnmqwertyuiopasd fgjklzxcbnmqwertyuiopasdfgjklzx cbnmqwertyuiopasdfgjklzxcbnmq Projectile Motion Quick concepts regarding Projectile Motion wertyuiopasdfgjklzxcbnmqwertyui
More informationSeismic stability analysis of quay walls: Effect of vertical motion
Proc. 18 th NZGS Geotechnical Symposium on Soil-Structure Interaction. Ed. CY Chin, Auckland J. Yang Department of Civil Engineering, The University of Hong Kong, Hong Kong. Keywords: earthquakes; earth
More informationSEISMIC PASSIVE EARTH PRESSURE WITH VARYING SHEAR MODULUS: PSEUDO-DYNAMIC APPROACH
IGC 29, Guntur, INDIA SEISMIC PASSIE EART PRESSURE WIT ARYING SEAR MODULUS: PSEUDO-DYNAMIC APPROAC P. Gos Assistant Professor, Deartment of Ciil Engineering, Indian Institute of Tecnology Kanur, Kanur
More informationDifferential Settlement of Foundations on Loess
Missouri Uniersity of Science and Tecnology Scolars' Mine International Conference on Case Histories in Geotecnical Engineering (013) - Seent International Conference on Case Histories in Geotecnical Engineering
More informationEmpirical models for estimating liquefaction-induced lateral spread displacement
Empirical models for estimating liquefaction-induced lateral spread displacement J.J. Zang and J.X. Zao Institute of Geological & Nuclear Sciences Ltd, Lower Hutt, New Zealand. 2004 NZSEE Conference ABSTRACT:
More informationCOMPUTATION OF ACTIVE EARTH PRESSURE OF COHESIVE BACKFILL ON RETAINING WALL CONSIDERING SEISMIC FORCE
COMPUTATION OF ACTIVE EARTH PRESSURE OF COHESIVE BACKFILL ON RETAINING WALL CONSIDERING SEISMIC FORCE Feng Zen Wang Na. Scool of Ciil Engineering and Arcitecture Beijing Jiaotong Uniersity Beijing 00044
More informationNon-linear Analysis Method of Ground Response Using Equivalent Single-degree-of-freedom Model
Proceedings of te Tent Pacific Conference on Eartquake Engineering Building an Eartquake-Resilient Pacific 6-8 November 25, Sydney, Australia Non-linear Analysis Metod of Ground Response Using Equivalent
More informationUpper And Lower Bound Solution For Dynamic Active Earth Pressure on Cantilever Walls
Upper And Lower Bound Solution For Dynamic Active Eart Pressure on Cantilever Walls A. Scotto di Santolo, A. Evangelista Università di Napoli Federico, Italy S. Aversa Università di Napoli Partenope, Italy
More informationOn seismic landslide hazard assessment: Reply. Citation Geotechnique, 2008, v. 58 n. 10, p
Title On seismic landslide hazard assessment: Reply Author(s) Yang, J; Sparks, A.D.W. Citation Geotechnique, 28, v. 58 n. 1, p. 831-834 Issued Date 28 URL http://hdl.handle.net/1722/58519 Rights Geotechnique.
More informationDesign of earth retaining structures and tailing dams under static and seismic conditions
University of Wollongong Researc Online Faculty of Engineering and Information Sciences - Papers: Part A Faculty of Engineering and Information Sciences 015 Design of eart retaining structures and tailing
More informationNCCI: Simple methods for second order effects in portal frames
NCC: Simple metods for second order effects in portal frames NCC: Simple metods for second order effects in portal frames NCC: Simple metods for second order effects in portal frames Tis NCC presents information
More informationFINITE ELEMENT STOCHASTIC ANALYSIS
FINITE ELEMENT STOCHASTIC ANALYSIS Murray Fredlund, P.D., P.Eng., SoilVision Systems Ltd., Saskatoon, SK ABSTRACT Numerical models can be valuable tools in te prediction of seepage. Te results can often
More information5.1 We will begin this section with the definition of a rational expression. We
Basic Properties and Reducing to Lowest Terms 5.1 We will begin tis section wit te definition of a rational epression. We will ten state te two basic properties associated wit rational epressions and go
More informationNumerical Differentiation
Numerical Differentiation Finite Difference Formulas for te first derivative (Using Taylor Expansion tecnique) (section 8.3.) Suppose tat f() = g() is a function of te variable, and tat as 0 te function
More informationAN ANALYSIS OF AMPLITUDE AND PERIOD OF ALTERNATING ICE LOADS ON CONICAL STRUCTURES
Ice in te Environment: Proceedings of te 1t IAHR International Symposium on Ice Dunedin, New Zealand, nd t December International Association of Hydraulic Engineering and Researc AN ANALYSIS OF AMPLITUDE
More information1 The concept of limits (p.217 p.229, p.242 p.249, p.255 p.256) 1.1 Limits Consider the function determined by the formula 3. x since at this point
MA00 Capter 6 Calculus and Basic Linear Algebra I Limits, Continuity and Differentiability Te concept of its (p.7 p.9, p.4 p.49, p.55 p.56). Limits Consider te function determined by te formula f Note
More informationlecture 26: Richardson extrapolation
43 lecture 26: Ricardson extrapolation 35 Ricardson extrapolation, Romberg integration Trougout numerical analysis, one encounters procedures tat apply some simple approximation (eg, linear interpolation)
More informationFrequency-Dependent Amplification of Unsaturated Surface Soil Layer
Frequency-Dependent Amplification of Unsaturated Surface Soil Layer J. Yang, M.ASCE 1 Abstract: This paper presents a study of the amplification of SV waves obliquely incident on a surface soil layer overlying
More informationNumerical analysis of the influence of porosity and void size on soil stiffness using random fields
Numerical analysis of te influence of porosity and oid size on soil stiffness using random fields D.V. Griffits, Jumpol Paiboon, Jinsong Huang Colorado Scool of Mines, Golden, CO, USA Gordon A. Fenton
More informationThe derivative function
Roberto s Notes on Differential Calculus Capter : Definition of derivative Section Te derivative function Wat you need to know already: f is at a point on its grap and ow to compute it. Wat te derivative
More information158 Calculus and Structures
58 Calculus and Structures CHAPTER PROPERTIES OF DERIVATIVES AND DIFFERENTIATION BY THE EASY WAY. Calculus and Structures 59 Copyrigt Capter PROPERTIES OF DERIVATIVES. INTRODUCTION In te last capter you
More informationSECTION 1.10: DIFFERENCE QUOTIENTS LEARNING OBJECTIVES
(Section.0: Difference Quotients).0. SECTION.0: DIFFERENCE QUOTIENTS LEARNING OBJECTIVES Define average rate of cange (and average velocity) algebraically and grapically. Be able to identify, construct,
More informationNonlinear correction to the bending stiffness of a damaged composite beam
Van Paepegem, W., Decaene, R. and Degrieck, J. (5). Nonlinear correction to te bending stiffness of a damaged composite beam. Nonlinear correction to te bending stiffness of a damaged composite beam W.
More informationA = h w (1) Error Analysis Physics 141
Introduction In all brances of pysical science and engineering one deals constantly wit numbers wic results more or less directly from experimental observations. Experimental observations always ave inaccuracies.
More informationChapter 6 Effective Stresses and Capillary
Effectie Stresses and Capillary - N. Siakugan (2004) 1 6.1 INTRODUCTION Chapter 6 Effectie Stresses and Capillary When soils are subjected to external loads due to buildings, embankments or excaations,
More informationCombining functions: algebraic methods
Combining functions: algebraic metods Functions can be added, subtracted, multiplied, divided, and raised to a power, just like numbers or algebra expressions. If f(x) = x 2 and g(x) = x + 2, clearly f(x)
More information232 Calculus and Structures
3 Calculus and Structures CHAPTER 17 JUSTIFICATION OF THE AREA AND SLOPE METHODS FOR EVALUATING BEAMS Calculus and Structures 33 Copyrigt Capter 17 JUSTIFICATION OF THE AREA AND SLOPE METHODS 17.1 THE
More informationFORCED CONVECTION FILM CONDENSTION OF DOWNWARD-FLOWING VAPOR ON HORIZONTAL TUBE WITH WALL SUCTION EFFECT
Journal of Marine Science and Tecnology DOI: 1.6119/JMST-11-15-1 Tis article as been peer reiewed and accepted for publication in JMST but as not yet been copyediting, typesetting, pagination and proofreading
More informationTaylor Series and the Mean Value Theorem of Derivatives
1 - Taylor Series and te Mean Value Teorem o Derivatives Te numerical solution o engineering and scientiic problems described by matematical models oten requires solving dierential equations. Dierential
More informationClick here to see an animation of the derivative
Differentiation Massoud Malek Derivative Te concept of derivative is at te core of Calculus; It is a very powerful tool for understanding te beavior of matematical functions. It allows us to optimize functions,
More informationSECTION 3.2: DERIVATIVE FUNCTIONS and DIFFERENTIABILITY
(Section 3.2: Derivative Functions and Differentiability) 3.2.1 SECTION 3.2: DERIVATIVE FUNCTIONS and DIFFERENTIABILITY LEARNING OBJECTIVES Know, understand, and apply te Limit Definition of te Derivative
More information3. Using your answers to the two previous questions, evaluate the Mratio
MASSACHUSETTS INSTITUTE OF TECHNOLOGY DEPARTMENT OF MECHANICAL ENGINEERING CAMBRIDGE, MASSACHUSETTS 0219 2.002 MECHANICS AND MATERIALS II HOMEWORK NO. 4 Distributed: Friday, April 2, 2004 Due: Friday,
More informationLIMITATIONS OF EULER S METHOD FOR NUMERICAL INTEGRATION
LIMITATIONS OF EULER S METHOD FOR NUMERICAL INTEGRATION LAURA EVANS.. Introduction Not all differential equations can be explicitly solved for y. Tis can be problematic if we need to know te value of y
More informationINTRODUCTION AND MATHEMATICAL CONCEPTS
INTODUCTION ND MTHEMTICL CONCEPTS PEVIEW Tis capter introduces you to te basic matematical tools for doing pysics. You will study units and converting between units, te trigonometric relationsips of sine,
More information2.8 The Derivative as a Function
.8 Te Derivative as a Function Typically, we can find te derivative of a function f at many points of its domain: Definition. Suppose tat f is a function wic is differentiable at every point of an open
More informationSome Review Problems for First Midterm Mathematics 1300, Calculus 1
Some Review Problems for First Midterm Matematics 00, Calculus. Consider te trigonometric function f(t) wose grap is sown below. Write down a possible formula for f(t). Tis function appears to be an odd,
More informationNotes: Most of the material in this chapter is taken from Young and Freedman, Chap. 12.
Capter 6. Fluid Mecanics Notes: Most of te material in tis capter is taken from Young and Freedman, Cap. 12. 6.1 Fluid Statics Fluids, i.e., substances tat can flow, are te subjects of tis capter. But
More information(a) At what number x = a does f have a removable discontinuity? What value f(a) should be assigned to f at x = a in order to make f continuous at a?
Solutions to Test 1 Fall 016 1pt 1. Te grap of a function f(x) is sown at rigt below. Part I. State te value of eac limit. If a limit is infinite, state weter it is or. If a limit does not exist (but is
More informationQuantum Numbers and Rules
OpenStax-CNX module: m42614 1 Quantum Numbers and Rules OpenStax College Tis work is produced by OpenStax-CNX and licensed under te Creative Commons Attribution License 3.0 Abstract Dene quantum number.
More informationEdge Detection Based on the Newton Interpolation s Fractional Differentiation
Te International Arab Journal of Information Tecnology, Vol. 11, No. 3, May 014 3 Edge Detection Based on te Newton Interpolation s Fractional Differentiation Caobang Gao 1,, Jiliu Zou, 3, and Weiua Zang
More informationDifferential Calculus (The basics) Prepared by Mr. C. Hull
Differential Calculus Te basics) A : Limits In tis work on limits, we will deal only wit functions i.e. tose relationsips in wic an input variable ) defines a unique output variable y). Wen we work wit
More informationON THE CONSTRUCTION OF REGULAR A-OPTIMAL SPRING BALANCE WEIGHING DESIGNS
Colloquium Biometricum 43 3, 3 9 ON THE CONSTRUCTION OF REGUAR A-OPTIMA SPRING BAANCE WEIGHING DESIGNS Bronisław Ceranka, Małgorzata Graczyk Department of Matematical and Statistical Metods Poznań Uniersity
More information4. The slope of the line 2x 7y = 8 is (a) 2/7 (b) 7/2 (c) 2 (d) 2/7 (e) None of these.
Mat 11. Test Form N Fall 016 Name. Instructions. Te first eleven problems are wort points eac. Te last six problems are wort 5 points eac. For te last six problems, you must use relevant metods of algebra
More information2.1 THE DEFINITION OF DERIVATIVE
2.1 Te Derivative Contemporary Calculus 2.1 THE DEFINITION OF DERIVATIVE 1 Te grapical idea of a slope of a tangent line is very useful, but for some uses we need a more algebraic definition of te derivative
More informationSimulation and verification of a plate heat exchanger with a built-in tap water accumulator
Simulation and verification of a plate eat excanger wit a built-in tap water accumulator Anders Eriksson Abstract In order to test and verify a compact brazed eat excanger (CBE wit a built-in accumulation
More information1. Consider the trigonometric function f(t) whose graph is shown below. Write down a possible formula for f(t).
. Consider te trigonometric function f(t) wose grap is sown below. Write down a possible formula for f(t). Tis function appears to be an odd, periodic function tat as been sifted upwards, so we will use
More information6. Non-uniform bending
. Non-uniform bending Introduction Definition A non-uniform bending is te case were te cross-section is not only bent but also seared. It is known from te statics tat in suc a case, te bending moment in
More informationREVIEW LAB ANSWER KEY
REVIEW LAB ANSWER KEY. Witout using SN, find te derivative of eac of te following (you do not need to simplify your answers): a. f x 3x 3 5x x 6 f x 3 3x 5 x 0 b. g x 4 x x x notice te trick ere! x x g
More informationThe Verlet Algorithm for Molecular Dynamics Simulations
Cemistry 380.37 Fall 2015 Dr. Jean M. Standard November 9, 2015 Te Verlet Algoritm for Molecular Dynamics Simulations Equations of motion For a many-body system consisting of N particles, Newton's classical
More informationLocalized Interaction Models (LIMs)
Capter ocalized Interaction Models IMs Nomenclature a, a, a parameters determining te model; A, A, A parameters, Tale.6., Eqs..7.3.7.5; tickness of te sield; B, B, B parameters, Eqs..6.5,.6.,.6.6,.7.4;
More information3.1 Extreme Values of a Function
.1 Etreme Values of a Function Section.1 Notes Page 1 One application of te derivative is finding minimum and maimum values off a grap. In precalculus we were only able to do tis wit quadratics by find
More informationCopyright c 2008 Kevin Long
Lecture 4 Numerical solution of initial value problems Te metods you ve learned so far ave obtained closed-form solutions to initial value problems. A closedform solution is an explicit algebriac formula
More informationChapter 2 Limits and Continuity
4 Section. Capter Limits and Continuity Section. Rates of Cange and Limits (pp. 6) Quick Review.. f () ( ) () 4 0. f () 4( ) 4. f () sin sin 0 4. f (). 4 4 4 6. c c c 7. 8. c d d c d d c d c 9. 8 ( )(
More informationReappraisal of vertical motion effects on soil liquefaction. Citation Geotechnique, 2004, v. 54 n. 10, p
Title Reappraisal of vertical motion effects on soil liquefaction Author(s) Yang, J Citation Geotechnique, 4, v. 54 n., p. 67-676 Issued Date 4 URL http://hdl.handle.net/7/798 Rights Geotechnique. Copyright
More informationExercises for numerical differentiation. Øyvind Ryan
Exercises for numerical differentiation Øyvind Ryan February 25, 2013 1. Mark eac of te following statements as true or false. a. Wen we use te approximation f (a) (f (a +) f (a))/ on a computer, we can
More informationPre-Calculus Review Preemptive Strike
Pre-Calculus Review Preemptive Strike Attaced are some notes and one assignment wit tree parts. Tese are due on te day tat we start te pre-calculus review. I strongly suggest reading troug te notes torougly
More informationInvestigating Euler s Method and Differential Equations to Approximate π. Lindsay Crowl August 2, 2001
Investigating Euler s Metod and Differential Equations to Approximate π Lindsa Crowl August 2, 2001 Tis researc paper focuses on finding a more efficient and accurate wa to approximate π. Suppose tat x
More informationComment on Experimental observations of saltwater up-coning
1 Comment on Experimental observations of saltwater up-coning H. Zang 1,, D.A. Barry 2 and G.C. Hocking 3 1 Griffit Scool of Engineering, Griffit University, Gold Coast Campus, QLD 4222, Australia. Tel.:
More informationMAT 145. Type of Calculator Used TI-89 Titanium 100 points Score 100 possible points
MAT 15 Test #2 Name Solution Guide Type of Calculator Used TI-89 Titanium 100 points Score 100 possible points Use te grap of a function sown ere as you respond to questions 1 to 8. 1. lim f (x) 0 2. lim
More informationMaterial for Difference Quotient
Material for Difference Quotient Prepared by Stepanie Quintal, graduate student and Marvin Stick, professor Dept. of Matematical Sciences, UMass Lowell Summer 05 Preface Te following difference quotient
More information2.11 That s So Derivative
2.11 Tat s So Derivative Introduction to Differential Calculus Just as one defines instantaneous velocity in terms of average velocity, we now define te instantaneous rate of cange of a function at a point
More informationNUMERICAL DIFFERENTIATION. James T. Smith San Francisco State University. In calculus classes, you compute derivatives algebraically: for example,
NUMERICAL DIFFERENTIATION James T Smit San Francisco State University In calculus classes, you compute derivatives algebraically: for example, f( x) = x + x f ( x) = x x Tis tecnique requires your knowing
More informationPrecalculus Test 2 Practice Questions Page 1. Note: You can expect other types of questions on the test than the ones presented here!
Precalculus Test 2 Practice Questions Page Note: You can expect oter types of questions on te test tan te ones presented ere! Questions Example. Find te vertex of te quadratic f(x) = 4x 2 x. Example 2.
More informationWork and Energy. Introduction. Work. PHY energy - J. Hedberg
Work and Energy PHY 207 - energy - J. Hedberg - 2017 1. Introduction 2. Work 3. Kinetic Energy 4. Potential Energy 5. Conservation of Mecanical Energy 6. Ex: Te Loop te Loop 7. Conservative and Non-conservative
More informationINTRODUCTION AND MATHEMATICAL CONCEPTS
Capter 1 INTRODUCTION ND MTHEMTICL CONCEPTS PREVIEW Tis capter introduces you to te basic matematical tools for doing pysics. You will study units and converting between units, te trigonometric relationsips
More information2.3. Applying Newton s Laws of Motion. Objects in Equilibrium
Appling Newton s Laws of Motion As ou read in Section 2.2, Newton s laws of motion describe ow objects move as a result of different forces. In tis section, ou will appl Newton s laws to objects subjected
More informationDiscriminate Modelling of Peak and Off-Peak Motorway Capacity
International Journal of Integrated Engineering - Special Issue on ICONCEES Vol. 4 No. 3 (2012) p. 53-58 Discriminate Modelling of Peak and Off-Peak Motorway Capacity Hasim Moammed Alassan 1,*, Sundara
More information(4.2) -Richardson Extrapolation
(.) -Ricardson Extrapolation. Small-O Notation: Recall tat te big-o notation used to define te rate of convergence in Section.: Suppose tat lim G 0 and lim F L. Te function F is said to converge to L as
More informationCALCULATION OF COLLAPSE PRESSURE IN SHALE GAS FORMATION AND THE INFLUENCE OF FORMATION ANISOTROPY
CALCULATION OF COLLAPSE PRESSURE IN SHALE GAS FORMATION AND THE INFLUENCE OF FORMATION ANISOTROPY L.Hu, J.Deng, F.Deng, H.Lin, C.Yan, Y.Li, H.Liu, W.Cao (Cina University of Petroleum) Sale gas formations
More informationDerivation Of The Schwarzschild Radius Without General Relativity
Derivation Of Te Scwarzscild Radius Witout General Relativity In tis paper I present an alternative metod of deriving te Scwarzscild radius of a black ole. Te metod uses tree of te Planck units formulas:
More informationLab 6 Derivatives and Mutant Bacteria
Lab 6 Derivatives and Mutant Bacteria Date: September 27, 20 Assignment Due Date: October 4, 20 Goal: In tis lab you will furter explore te concept of a derivative using R. You will use your knowledge
More informationUniversity Mathematics 2
University Matematics 2 1 Differentiability In tis section, we discuss te differentiability of functions. Definition 1.1 Differentiable function). Let f) be a function. We say tat f is differentiable at
More information1 Power is transferred through a machine as shown. power input P I machine. power output P O. power loss P L. What is the efficiency of the machine?
1 1 Power is transferred troug a macine as sown. power input P I macine power output P O power loss P L Wat is te efficiency of te macine? P I P L P P P O + P L I O P L P O P I 2 ir in a bicycle pump is
More informationChapter 2 Ising Model for Ferromagnetism
Capter Ising Model for Ferromagnetism Abstract Tis capter presents te Ising model for ferromagnetism, wic is a standard simple model of a pase transition. Using te approximation of mean-field teory, te
More informationFinding and Using Derivative The shortcuts
Calculus 1 Lia Vas Finding and Using Derivative Te sortcuts We ave seen tat te formula f f(x+) f(x) (x) = lim 0 is manageable for relatively simple functions like a linear or quadratic. For more complex
More informationWhy gravity is not an entropic force
Wy gravity is not an entropic force San Gao Unit for History and Pilosopy of Science & Centre for Time, SOPHI, University of Sydney Email: sgao7319@uni.sydney.edu.au Te remarkable connections between gravity
More informationRecall from our discussion of continuity in lecture a function is continuous at a point x = a if and only if
Computational Aspects of its. Keeping te simple simple. Recall by elementary functions we mean :Polynomials (including linear and quadratic equations) Eponentials Logaritms Trig Functions Rational Functions
More informationWYSE Academic Challenge 2004 Sectional Mathematics Solution Set
WYSE Academic Callenge 00 Sectional Matematics Solution Set. Answer: B. Since te equation can be written in te form x + y, we ave a major 5 semi-axis of lengt 5 and minor semi-axis of lengt. Tis means
More informationv represents the uncertainties of the model. The observations are related
HARMO13-1-4 June 010, Paris, France - 13t Conference on Harmonisation witin Atmosperic Dispersion Modelling for Regulatory Purposes H13-137 DATA ASSIMILATION IN AIR QUALITY MODELLING OVER PO VALLEY REGION
More informationIGC. 50 th. 50 th INDIAN GEOTECHNICAL CONFERENCE SEISMIC ACTIVE EARTH PRESSURE ON RETAINING WALL CONSIDERING SOIL AMPLIFICATION
INDIAN GEOTECHNICAL CONFERENCE SEISMIC ACTIVE EARTH PRESSURE ON RETAINING WALL CONSIDERING SOIL AMPLIFICATION Obaidur Raaman 1 and Priati Raycowdury 2 ABSTRACT Te quet for te realitic etimation of eimic
More informationComparison of Isotropic and Cross-anisotropic Analysis of Pavement Structures
Tecnical Paper ISSN 1996-6814 Int. J. Paement Res. Tecnol. 6(4):336-343 Copyrigt @ Cinese Society of Paement Engineering Comparison of Isotropic and Cross-anisotropic Analysis of Paement Structures Wynand
More informationChapter 5 FINITE DIFFERENCE METHOD (FDM)
MEE7 Computer Modeling Tecniques in Engineering Capter 5 FINITE DIFFERENCE METHOD (FDM) 5. Introduction to FDM Te finite difference tecniques are based upon approximations wic permit replacing differential
More informationPolynomial Interpolation
Capter 4 Polynomial Interpolation In tis capter, we consider te important problem of approximatinga function fx, wose values at a set of distinct points x, x, x,, x n are known, by a polynomial P x suc
More informationMAT Calculus for Engineers I EXAM #1
MAT 65 - Calculus for Engineers I EXAM # Instructor: Liu, Hao Honor Statement By signing below you conrm tat you ave neiter given nor received any unautorized assistance on tis eam. Tis includes any use
More informationOrder of Accuracy. ũ h u Ch p, (1)
Order of Accuracy 1 Terminology We consider a numerical approximation of an exact value u. Te approximation depends on a small parameter, wic can be for instance te grid size or time step in a numerical
More informationA MONTE CARLO ANALYSIS OF THE EFFECTS OF COVARIANCE ON PROPAGATED UNCERTAINTIES
A MONTE CARLO ANALYSIS OF THE EFFECTS OF COVARIANCE ON PROPAGATED UNCERTAINTIES Ronald Ainswort Hart Scientific, American Fork UT, USA ABSTRACT Reports of calibration typically provide total combined uncertainties
More informationExam 1 Review Solutions
Exam Review Solutions Please also review te old quizzes, and be sure tat you understand te omework problems. General notes: () Always give an algebraic reason for your answer (graps are not sufficient),
More informationFabric Evolution and Its Effect on Strain Localization in Sand
Fabric Evolution and Its Effect on Strain Localization in Sand Ziwei Gao and Jidong Zao Abstract Fabric anisotropy affects importantly te overall beaviour of sand including its strengt and deformation
More informationMathematical Modeling for Dengue Transmission with the Effect of Season
World Academy of cience, Engineering and ecnology 5 Matematical Modeling for Dengue ransmission wit te Effect of eason R. Kongnuy., and P. Pongsumpun Abstract Matematical models can be used to describe
More information. If lim. x 2 x 1. f(x+h) f(x)
Review of Differential Calculus Wen te value of one variable y is uniquely determined by te value of anoter variable x, ten te relationsip between x and y is described by a function f tat assigns a value
More informationIntroduction to Derivatives
Introduction to Derivatives 5-Minute Review: Instantaneous Rates and Tangent Slope Recall te analogy tat we developed earlier First we saw tat te secant slope of te line troug te two points (a, f (a))
More informationDifferentiation. Area of study Unit 2 Calculus
Differentiation 8VCE VCEco Area of stud Unit Calculus coverage In tis ca 8A 8B 8C 8D 8E 8F capter Introduction to limits Limits of discontinuous, rational and brid functions Differentiation using first
More informationMath 34A Practice Final Solutions Fall 2007
Mat 34A Practice Final Solutions Fall 007 Problem Find te derivatives of te following functions:. f(x) = 3x + e 3x. f(x) = x + x 3. f(x) = (x + a) 4. Is te function 3t 4t t 3 increasing or decreasing wen
More informationPart 2: Introduction to Open-Channel Flow SPRING 2005
Part : Introduction to Open-Cannel Flow SPRING 005. Te Froude number. Total ead and specific energy 3. Hydraulic jump. Te Froude Number Te main caracteristics of flows in open cannels are tat: tere is
More informationTheoretical Analysis of Flow Characteristics and Bearing Load for Mass-produced External Gear Pump
TECHNICAL PAPE Teoretical Analysis of Flow Caracteristics and Bearing Load for Mass-produced External Gear Pump N. YOSHIDA Tis paper presents teoretical equations for calculating pump flow rate and bearing
More informationSeismic Slope Stability
ISSN (e): 2250 3005 Volume, 06 Issue, 04 April 2016 International Journal of Computational Engineering Research (IJCER) Seismic Slope Stability Mohammad Anis 1, S. M. Ali Jawaid 2 1 Civil Engineering,
More informationCHAPTER (A) When x = 2, y = 6, so f( 2) = 6. (B) When y = 4, x can equal 6, 2, or 4.
SECTION 3-1 101 CHAPTER 3 Section 3-1 1. No. A correspondence between two sets is a function only if eactly one element of te second set corresponds to eac element of te first set. 3. Te domain of a function
More informationContinuity and Differentiability
Continuity and Dierentiability Tis capter requires a good understanding o its. Te concepts o continuity and dierentiability are more or less obvious etensions o te concept o its. Section - INTRODUCTION
More informationAverage Rate of Change
Te Derivative Tis can be tougt of as an attempt to draw a parallel (pysically and metaporically) between a line and a curve, applying te concept of slope to someting tat isn't actually straigt. Te slope
More informationMath 1241 Calculus Test 1
February 4, 2004 Name Te first nine problems count 6 points eac and te final seven count as marked. Tere are 120 points available on tis test. Multiple coice section. Circle te correct coice(s). You do
More information