Fatigue Life Prediction in Composite Materials

Size: px
Start display at page:

Download "Fatigue Life Prediction in Composite Materials"

Transcription

1 Autodesk Helius PFA 2017 Fatigue Lie Prediction in Coposite Materials Predicting atigue lie in coposites is challenging because even siple load states lead to coplex behavior in the individual iber and atrix constituents. Furtherore, the eects o requency and load history can only be dealt with adequately by using a physics-based approach. Autodesk Helius PFA addresses this challenges by cobining ulticontinuu technology with the kinetic theory o racture to introduce an eective technology or progressive daage odeling o atigue loading or both unidirectional and woven coposites.

2 Contents Introduction...4 The Proble...5 Previous Options...6 The Solution...7 Theoretical Developent: Fatigue Failure in Polyers...8 Multicontinuu Theory or Unidirectional Coposites Extracting Paraeters or Use with Kinetic Theory Technology Deonstration Ipleentation Suary Reerences... 14

3 Table o Figures Figure 1. Typical three diensional ailure suraces or static and atigue ailure in a carbon epoxy laina... 2 Figure 2. An exaple o siple cyclic loading and its saw-tooth approxiation Figure 3. O-axis coposite tension-tension atigue lie predictions at roo teperature (dashed lines) copared with experiental data (arkers) ro Kawai et al. [9]

4 Introduction It is no news that the use o coposite aterials is on the rise. The extent o their use is increasing in any engineering applications ro aerospace to inrastructure to alternative energy. Nearly 20 years ago, the Boeing 777 was introduced with coposites coprising roughly 10% o the structural weight [1]. This included the cabin loor and uch o the tail section. Recently, the state-o-the-art Boeing 787 Drealiner aircrat was rolled out, which utilizes advanced coposites in 50% o the aircrat. This includes 100% o the skin, entire sections o the uselage, the tail, and the wing box and wing skins [2, 3]. General Motors recently indicated part o their strategy or uture vehicle design, production, and globalization includes an expanded use o carbon iber [4]. And, wind energy new capacity installation is expected to continue growth at an average rate o 13.8% per year over the next ive years. The resultant need or new turbines is expected to increase the industry deand or coposites at an annual growth rate o 18% to 1,243 illion lbs by 2013 [5]. With the increasing use o coposite aterials coes an increasing need to understand their behavior and design lie. Many o these applications include conditions that include repetitive loading cycles, thus deanding the ability to understand and evaluate atigue in coposite structures. Yet this understanding has reained a challenge or the design engineer. The need or the ability to apply physics-based theories and principles to coposite aterials has been widely recognized. Eorts to develop this capability or atigue analysis o large structures have been hindered by excess coputational tie and the inability to separate dierences in physical behavior exhibited by each constituent o the coposite. In this paper, a new approach or atigue lie prediction in coposites is introduced. The stresses and strains o the coposite constituents are calculated using ulticontinuu theory (MCT), which requires negligible additional coputation tie beyond that o standard inite eleent analysis o a hoogenized aterial. The constituent stresses are used in cobination with kinetic theory to predict atigue lie in large-scale coposite structures under a variety o coplex load states. This ethod dovetails readily with existing inite eleent analysis tools and requires inial coposite atigue characterization. Thus, it provides the needed bridge between physics and large-scale structural analysis.

5 The Proble Fiber reinorced polyer coposites have becoe an attractive replaceent or heavier etals due to their superior atigue and corrosion properties. Although they ay be less susceptible to atigue ailure than etals, atigue can still occur. This is especially true when environental actors such as teperature and huidity becoe signiicant. In general, the lack o understanding about coposite structural atigue is a signiicant setback or any industries. Fatigue ailures represent the greatest uncertainty with regard to the long-ter service lietie o the ajor structural coponents o a wind turbine, oten leading the designer to either add excess weight to copensate or to inadequately size a blade resulting in racture both costly errors liiting the cost advantage o wind energy [6]. During the 2008 Society o Plastics Engineers Autootive Coposites Conerence and Exhibition, the need or advanced predictive engineering techniques was discussed as a roadblock to a ore widespread use o coposites in autootive design [4]. A recent European study also concluded that or coposites to take hold in autootive structural design, there will need to be continued developent o ailure theories, daage odeling, and atigue lie prediction [7]. For the design engineer or structural analyst, there are signiicant challenges to predicting atigue behavior in coposites: Liited Fatigue Characterization Data Coupon-level coposite atigue test data is an unreliable source or design because it doesn t capture the range o paraeters that are oten observed in real structures. Fatigue characterization is typically perored under sipliied loading conditions and generally consists o uniaxial, constant aplitude tensile atigue loading. However, any applications are subjected to ulitaxial, variable aplitude loads that involve dierent environents. In addition, atigue ailure depends on the speciic layup and geoetry o the structure thus, characterization data is not likely to be applicable to structural design. Physics-based Theories Cannot Be Easily Applied at Coposite-Level In a large structural analysis, typically only hoogenized coposite stresses are coputed. The proble with utilizing these stresses to predict atigue behavior is that they do not represent the stresses in the individual constituent aterials. Fiber & atrix stresses drive coposite atigue behavior. As such, an accurate deterination o coposite atigue requires access to the constituent properties. Historically, no coercial solution has existed which can reliably extract this inoration without exotic aterial data or substantial coputational cost. To eet the needs o coposite structural evaluation, an eective solution to accurately odel coposite atigue should: Account or aterial behavior at the atoic or deect level so that environental eects (teperature, oisture, cheical exposure, etc.) can be incorporated Consider atigue daage to a particular constituent aterial within the coposite, not daage to the hoogenized coposite Require a inial input data set or characterization o atigue behavior Apply to ultiple types o loading and load histories Apply to any coposite lainate layup Be eicient enough to use or a routine structural analysis 5

6 Previous Options Coposite atigue has been studied or decades and any o the proposed odeling approaches satisy soe o the above requireents. But currently a odeling approach does not exist that satisies all o the. A range o approaches have considered several dierent types o atigue loading: constant aplitude, block loading, and spectral loading. Yet no approach has been satisactorily applied to the entire range o probles that ust be addressed. Early studies in predicting coposite atigue, such as those o Hashin and Rote [8], relied on acroscopic coposite strengths. This approach requires a inial data set, but satisies none o the other requireents. More sophisticated acroscopic approaches, such as calculating residual strength or residual stiness, have also been used, but they require uch ore experiental data and still apply only to a particular lainate. Microstructural odeling o a coposite can yield high-idelity constituent stresses and strains but is too coputationally intensive or large-scale structural analyses. Moreover, nearly all o these techniques require a large aount o experiental data to characterize the aterial. Most predictive theories pertain to a speciic load history at a speciic teperature and are not easily generalized to capture ultiaxial load states, variable aplitude or spectral loading, teperature changes, or environental eects. In addition, any general solution ust be able to be ipleented into design codes, such as inite eleent analysis sotware, with coputational eiciency. This goal is unlikely to be achieved as long as coposite atigue predictions are based on purely epirical relationships. Physics-based concepts ust be applied to the coposite in order to use a inial aount o characterization data to predict the atigue lie o a coposite under a variety o loading and environental conditions. But applying physics-based theories requires knowledge o constituent-level behavior. Because the ajority o coposite atigue analyses use hoogenized coposite stresses/strains rather than constituent stresses/strains, direct application o relevant aterial physics is nearly ipossible.

7 The Solution The challenge in obtaining constituent aterial stresses in large-scale structural inite eleent analyses has been reedied by Autodesk Helius PFA, which uses ulticontinuu theory to eiciently extract average constituent stresses and strains ro coposite stress and strain. Using the Helius PFA s raework, we can now apply the appropriate physics - in this case polyer kinetics - to the constituent aterials individually in order to predict coposite atigue response. The atigue solution ipleentation uses constituent stresses calculated using Helius PFA and then applies the wellestablished kinetic theory o racture to produce a physics-based ethod or predicting atigue lie in coposite aterials. One crucial observation regarding the character o coposite atigue ailure is that, with the exception o nearly perect axial loading, atigue ailure is a atrix-doinated event [9, 10, 11]. This eans that the physical behavior o polyers is the physics-based ingredient needed to predict atigue. As such, the kinetic theory o racture, a proven physics-based theory or polyer atigue lie, is applied to the atrix stress in the coposite to predict the reduction in strength based on the nuber o cycles. In contrast, the iber ailure planes reain nearly unchanged as their strength is unaected by cyclic loading. Figure 1 shows a representation o a static and atigue ailure envelope or a unidirectional graphite coposite. Fiber Failure Plane Figure 1. Typical three diensional ailure suraces or static and atigue ailure in a carbon epoxy laina Fatigue Matrix Failure Surace Static Matrix Failure Surace 7

8 Theoretical Developent: Fatigue Failure in Polyers The relationship between polyer kinetics and echanical behavior was developed ore than ive decades ago by Zhurkov [12, 13] and Colean [14, 15] in parallel eorts. Zhurkov used experiental observations to show that the conceiving o strength in ters o olecular kinetics was well-ounded. Most iportantly, Zhurkov showed that the bond rupture rate deterines the racture strength o a polyer and the tie to ailure under a creep load, where the bond rupture rate Kb under a tensile load σ has the or KK bb = νν 0 eeeeee UU γγγγ. (1) kkkk In Equation (1), U is an activation energy that is closely related to bond energy, γ is an activation volue, and k is the Boltzann constant. (Note: this is the Eyring equation, as discussed by Ward [17].) Approaching the proble ro a statistical echanics approach, Colean developed a siilar equation and noted that it could also be used to predict polyer atigue lie [15]. The value ν0 is the oscillation requency o the ato, which should be proportional to kt/h, where h is Planck s constant; at roo teperature kt/h = s -1. Zhurkov [12] reports a value o s -1 or this ter, while Colean [14] reports a value o s -1. As a irst-order approxiation, we siply use kt/h, such that Equation (1) becoes KK bb = kkkk eeeeee UU bb γγ bb σσ. (2) h kkkk Siilarly, or bond healing we can write KK h = kkkk eeeeee UU h γγ h σσ. (3) h kkkk Hansen and Baker-Jarvis [16] cobined these earlier works to develop a rate-dependent kinetic theory o racture or polyers, which successully predicted the strength o polyers subjected to a wide range o stress rates. In their orulation, they introduced a dierential equation or the evolution o a daage variable n with tie t, where the evolution o the daage variable is directly related to the bond rupture rate as: dddd dddd = (nn 0 nn) λλ (KK bb KK h ), nn(0) = nn ii (4) where nn 0 is a paraeter deterined by enorcing the condition 1 dddd = 1 (5) 0 (nn 0 nn) λλ

9 and nn ii is the value o daage at the beginning o the atigue loading. The distinction between this orulation and that o Hansen and Baker-Jarvis is that their orulation assued λ=1. This value is the deault value used in our current ipleentation 1. For the case o λ=1, nn 0 = ee ee 1. Assuing a value o 1.0 or λ, and cobining Equations (2), (3), and (4) gives the starting equation or deterining the atigue lie o a polyer. dddd = (nn dddd 0 nn) kkkk eeeeee UU bb γγ bb σσ eeeeee (tt) eeeeee UU h, nn(0) = nn h kkkk kkkk ii (6) Note that the ter containing the activation volue, γ, or healing in Equation (3) has been assued zero. Healing generally only occurs at low stress values, and thus the contribution o the stress to healing at this level is negligible. Solving Equation (6) yields the evolution o the daage paraeter with tie, which can be written as 2 : nn(tt) = nn 0 (nn 0 nn ii )eexxxx kkkk tt eeeeee UU bb γγ bb σσ eeeeee (ττ) eeeeee UU h h 0 kkkk kkkk dddd (7) The atigue solution uses Equation (7) with calibrated values o UU bb, γγ bb, and UU h to deterine the tie at which the daage paraeter becoes unity (n=1). Equation (7) ust be nuerically integrated over a load history to identiy the nuber o cycles to ultiate ailure. Mean Stress Eects Equation (7) can provide the atigue lie or a polyer under a deined load history. When applied to varying load aplitudes and requencies, however, Equation (7) cannot capture the ean stress eect appropriately. The ean stress eect is generally deined as the eect o varying requency, load aplitude, or ean stress on the atigue lie o a aterial, as shown in Figure 2. 1 For a single linear elastic analysis, i.e. no progressive ailure, the choice o λ is irrelevant. All solutions o λ will yield the sae nuber o cycles to ailure. However, this actor could be critical or block loading and progressive ailure siulation. 2 Note that we have assued that the orulation in Equation (7) assues that U and T are constant during the atigue process. 9

10 Figure 2. Stiness reduction o woven abric coposites subjected to axiu atigue stress o 80 MPa and a stress ratio R o While there ay be any undaental physics which contribute to the ean stress eect in a polyer, one o the ain contributors is through to be hysteresis heating, as shown in Figure 3. Figure 3. Hysteresis heating during atigue tests in the bias direction. Woven abric coposite was subjected to axiu atigue tress o 80 MPa and a stress ratio R o We can then assue that the hysteresis heating contributes to a rise in teperature. This iners that the teperature in Equation (7) is a unction o the requency and stress aplitude, which would give nn(tt) = nn 0 (nn 0 nn ii )eeeeee kktt tt eeeeee UU bb γγ bb σσ eeeeee (ττ) eeeeee UU h h 0 kktt kktt dddd (8)

11 The new paraeter, T*, in Equation (8) is a odiied teperature. We can write the change in teperature as an energy equation; the current or o which is = TT ii TT ψψ ΔΔσσ eeeeee,ii 2 ee kkkktt ii + tt + ψψ ΔΔσσ eeeeee,ii TT ii+1 ΔΔΔΔ2 ii ΔΔΔΔ ii 2 kk 2 (8) The above equation can be sued over the entire load history to identiy the change in teperature as the nuber o cycles progresses. In the above, ψψ is a constant o proportionality, Δσσ eeeeee is the agnitude o the eective stress change over a tie period Δtt, and n is the nuber o dierent stress ranges in a cycle. Multicontinuu Theory or Unidirectional Coposites In order to apply kinetic theory to coposite structures, the stress in the iber and atrix constituents ust be deterined. Multicontinuu theory, as developed or two-constituent coposite aterials by Garnich and Hansen [19, 20, ] and now coercially ipleented in Helius PFA, provides an elegant and coputationally eicient ethod to deterine volue-averaged stresses o the atrix and iber. In this report, we are interested in atrix-doinated atigue ailure, so the average atrix stress is the value o iportance. The exact value o average stress in the atrix σ can be written as σσ = QQ σσ cc ψ (ΔΔΔΔ) (8) where Q ψ = C = C c φ A = φ a = C η φ C c 1 { Cc ( φ I + φ A) } 1 φ [( C C )( φ I + φ A) ] a + η ( φ I + φ A) 1 { η } 1 ( C C ) ( C C ) c c c η φ C η c (9) In Equations (8) and (9), σc is the six-coponent coposite stress vector; T is the teperature change ro the stress-ree state; Ci (i = c,, ) are the reduced stiness atrices or coposite, iber, and atrix, respectively; φ and φ are the iber and atrix volue ractions, respectively; and ηi (i = c,, ) are the theral expansion coeicients o the coposite, iber, and atrix, written as six-coponent strain vectors where the shear coponents are zero. Extracting Paraeters or Use with Kinetic Theory Ater deterining the static in situ properties, the ollowing aterial atigue characterization process ust be carried out or each identiiable atigue ailure ode within the coposite laina. The process is identical or each, so it is only described once. The aterial atigue characterization process involves an initial step ollowed by an iterative step. The ollowing processes deine the initial step: a) Read in S-N calibration curves and their corresponding paraeters, R,, and T, and aterial properties b) Rotate the stress S into the principal coordinate syste o the coposite to get a coposite stress tensor σc c) Extract the atrix stress tensor σ ro the coposite stress tensor using MCT 11

12 d) Map the atrix stress tensor to an eective stress depending on the icrostructure and whether the loading is on-axis or oaxis. e) Use the value o R to calculate σe,in = Rσe,ax. ) At the conclusion o this initial step, we have three vectors, σe,ax,σe,in and N, o length i, where i is the total nuber o data points in the S-N curve(s). The iterative step o the aterial atigue characterization involves adjusting U, γ, and Ψ to iniize the error between the log o the cycles to ailure and the log o the predicted nuber o cycles to ailure. Accoplishing this task requires an assuption about the load history. We assue that the load history has a saw-toothed shape, as shown by the red curve in Figure 4. As with the static in situ properties, the gradient ethod o steepest descent is used to optiize the atigue paraeters. Figure 4. An exaple o siple cyclic loading and its saw-tooth approxiation. As a irst-order approxiation, we assue that the stiness properties do not degrade with increasing n, as has been observed in soe experiental work on coposites [18]. Using these assuptions and solving Equation (7) gives the nuber o cycles to ailure N.

13 Technology Deonstration In the ollowing subsection, we apply the atigue odel to o-axis atigue o unidirectional T800H/2500EP carbon/epoxy coposites. We copare our results with experiental data reported by Kawai et al. [9] at roo teperature and show that our odel can be used or prediction o atigue ailure. Only two additional paraeters beyond static ailure data are needed: activation energy U and activation volue γ. Using o-axis roo teperature atigue data reported by Kawai et al. [9] or T800H/2500EP, we deterined a best it o U = kj/ol and γ = kj/mpa-ol. The results o these odel predictions are shown in the graph below where the arkers depict experiental data and the dashed lines indicate odel predictions. Note that these paraeters (U and γ) are deterined ro a typical S-N curve. Figure 5. O-axis coposite tension-tension atigue lie predictions at roo teperature (dashed lines) copared with experiental data (arkers) ro Kawai et al. [9]. Ipleentation The use o ulticontinuu theory to extract the atrix stresses allows the kinetic theory to be utilized in large-scale analyses. In a conventional inite eleent analysis, ulticontinuu theory as used by Helius PFA, adds only about 3% to the coputation tie required or a large-scale structural analysis. Given the siple nature o the odel proposed, we expect a siilar coputational burden ipleenting this atigue lie prediction odel into existing inite eleent sotware. Together with Helius PFA, the atigue eature perits rapid, robust atigue lie analysis o large-scale structures. 13

14 Suary In the atigue solution, kinetic theory is applied to atrix stresses and is used to predict coposite atigue lie under any loading condition, including ultiaxial load states and varying load histories. Results deonstrate that, using ulticontinuu theory, kinetics can be applied to coposite aterials at the constituent level to predict atigue lie ro undaental physical properties o the polyer atrix. For urther details regarding the atigue eature o Helius PFA, reer to Section 11 o the Helius PFA Theory Manual. Reerences 1. West, K. "Boeing 777 Lights up with Plastics." Seattle Post-Intelligencer. 1 June May 2009 < 2. H. Baldwin. 787 Drealiner Unatched Econoics, Perorance and Passenger Appeal. Aviation Week & Space Technology Market Suppleent. 14 March J. Rakow and A. Pettinger. Failure Analysis o Coposite Structures in Aircrat Accidents. Proceedings o the ISASI 2006 Annual Air Saety Seinar. Septeber p M. LeGault SPE Autootive Coposites Conerence and Exhibition. Coposites Technology. 1 Deceber May 2009 < articles/2008-spe-autootive-coposites-conerence-apexhibition.aspx> 5. Future Material Needs or the Global Wind Energy Market, March May < 6. Coission on Engineering and Technical Systes. Assessent o Research Needs or Wind Turbine Rotor Materials Technology. Washington, D.C.: National Acadey Press, J. Carruthers, E. Mangino and G. Pitarresi. The Future Use o Structural Coposite Materials in the Autootive Industry International Journal o Vehicle Design 2007 Vol. 44, No. ¾ pp Z. Hashin and A. Rote, A atigue ailure criterion or iber reinorced aterials, Journal o Coposite Materials, vol. 7, 1973, p M. Kawai, S. Yajia, A. Hachinohe, and Y. Takano, O-axis atigue behavior o unidirectional carbon iberreinorced coposites at roo and high teperatures, Journal o Coposite Materials, vol. 35, 2001, pp J. Awerbuch and H. Hahn, O-axis atigue o graphite/epoxy coposite, Fatigue o Fibrous Coposite Materials, San Francisco: ASTM, 1981, pp J. Peterann and A. Plutree, A uniied atigue ailure criterion or unidirectional lainates, Coposites: Part A, vol. 32, 2001, pp S. Zhurkov, Kinetic Concept o the Strength o Solids, International Journal o Fracture, vol. 1, 1965, pp S. Zhurkov and V. Kuksenko, The icroechanics o polyer racture, International Journal o Fracture, vol. 11, 1975, pp B.D. Colean, Tie Dependence o Mechanical Breakdown in Bundles o Fibers. I. Constant Total Load, Journal o applied physics, vol. 28, 1957, pp B. Colean and D. Marquardt, Tie dependence o echanical breakdown in bundles o ibers. II. The iniinite ideal bundle under linearly increasing loads, Journal o Applied Physics, vol. 28, 1957, pp A. Hansen and J. Baker-Jarvis, A rate dependent kinetic theory o racture or polyers, International Journal o Fracture, vol. 44, 1990, pp I. Ward, Mechanical Properties o Solid Polyers, New York: John Wiley & Sons, H. El Kadi and F. Ellyin, Eect o stress ratio on the atigue o unidirectional glass ibre/epoxy coposite lainae, Coposites, vol. 25, 1994, pp M.R. Garnich and A.C. Hansen, A Multicontinuu Theory or Theral-Elastic Finite Eleent Analysis o Coposite Materials, Journal o Coposite Materials, vol. 31, Jan. 1997, pp M.R. Garnich and A.C. Hansen, A Multicontinuu Approach to Structural Analysis o Linear Viscoelastic Coposite Materials, J Appl Mech, vol. 64, Dec. 1997, pp K. Takeura and T. Fuji, "Fatigue Daage and Fracture o Carbon Fabric/Epoxy Coposites under Tension- Tension Loading," JSME International Journal, pp , Autodesk and the Autodesk logo are registered tradearks or tradearks o Autodesk, Inc., and/or its subsidiaries and/or ailiates in the USA and/or other countries. All other brand naes, product naes, or tradearks belong to their respective holders. Autodesk reserves the right to alter product and services oerings, and speciications and pricing at any tie without notice, and is not responsible or typographical or graphical errors that ay appear in this docuent Autodesk, Inc. All rights reserved.

A method to determine relative stroke detection efficiencies from multiplicity distributions

A method to determine relative stroke detection efficiencies from multiplicity distributions A ethod to deterine relative stroke detection eiciencies ro ultiplicity distributions Schulz W. and Cuins K. 2. Austrian Lightning Detection and Inoration Syste (ALDIS), Kahlenberger Str.2A, 90 Vienna,

More information

Determination of fiber/matrix interface debond growth parameters from cyclic loading of single fiber composites

Determination of fiber/matrix interface debond growth parameters from cyclic loading of single fiber composites Deterination o iber/atrix interace debond growth paraeters ro cyclic loading o single iber coposites Andrejs Pupurs 1,, Janis Varna 1, Povl Brøndsted 3, Stergios Goutianos 3 1 Luleå University o Technology,

More information

EFFECT OF SHEAR STRESS ON FATIGUE LIFE OF COMPOSITE LAMINATES

EFFECT OF SHEAR STRESS ON FATIGUE LIFE OF COMPOSITE LAMINATES 18 TH INTERNATIONAL CONFERENCE ON COMPOSITE MATERIALS Abstract EFFECT OF SHEAR STRESS ON FATIGUE LIFE OF COMPOSITE LAMINATES G. Mustafa 1 *, S.K. Ha 2, Y. Haung 2, K. Jin 2 1 Design Departent, AE Design,

More information

Benchmarking of lamina failure tests from WWFE-I and WWFE-II with a three parameter micromechanics based matrix failure theory

Benchmarking of lamina failure tests from WWFE-I and WWFE-II with a three parameter micromechanics based matrix failure theory International Conference on Future Technologies for Wind Energy October 07-09, 03, Laraie, Wyoing, USA Bencharking of laina failure tests fro WWFE-I and WWFE-II with a three paraeter icroechanics based

More information

Block failure in connections - including effets of eccentric loads

Block failure in connections - including effets of eccentric loads Downloaded ro orbit.dtu.dk on: Apr 04, 209 Block ailure in connections - including eets o eccentric loads Jönsson, Jeppe Published in: Proceedings o the 7th European conerence on steel and coposite structures

More information

Materials and Design

Materials and Design Materials and Design 34 (211) 32 312 Contents lists available at SciVerse ScienceDirect Materials and Design journal hoepage: www.elsevier.co/locate/atdes Technical Report An experiental study on the ratcheting

More information

Long-term Life Prediction of CFRP Structures Based on MMF/ATM Method

Long-term Life Prediction of CFRP Structures Based on MMF/ATM Method The 5 th Coposites Durability Workshop (CDW-5, October 7 to 20, 200, Kanazawa Institute o Technology Long-ter Lie Prediction o CFRP Structures Based on MMF/ATM Method by Yasushi Miyano and Masayuki Nakada

More information

ESTIMATION OF THE VISCOELASTIC PARAMETERS OF LAMINATED COMPOSITES. PART I. ANALYTICAL CONSIDERATIONS

ESTIMATION OF THE VISCOELASTIC PARAMETERS OF LAMINATED COMPOSITES. PART I. ANALYTICAL CONSIDERATIONS nd International Conerence danced Coposite aterials Engineering COT 8 9 October 8, Braso, Roania ESTITION OF THE VISCOELSTIC RETERS OF LINTED COOSITES. RT I. NLYTICL CONSIDERTIONS.Katouzian, S. Vlase,.V.Guian

More information

Journal of Solid Mechanics and Materials Engineering

Journal of Solid Mechanics and Materials Engineering Journal o Solid Mechanics and Materials Engineering First Order Perturbation-based Stochastic oogeniation Analysis or Short Fiber Reinorced Coposite Materials* Sei-ichiro SAKATA**, Fuihiro ASIDA** and

More information

Buckling Behavior of 3D Randomly Oriented CNT Reinforced Nanocomposite Plate

Buckling Behavior of 3D Randomly Oriented CNT Reinforced Nanocomposite Plate Buckling Behavior o 3D Randoly Oriented CNT Reinorced Nanocoposite Plate A. K. Srivastava 1*, D. Kuar 1* Research scholar, Mechanical Departent, MNIT Jaipur, INDIA, e-ail: ashish.eech@gail.co Asst. Pro.,

More information

Topic 5a Introduction to Curve Fitting & Linear Regression

Topic 5a Introduction to Curve Fitting & Linear Regression /7/08 Course Instructor Dr. Rayond C. Rup Oice: A 337 Phone: (95) 747 6958 E ail: rcrup@utep.edu opic 5a Introduction to Curve Fitting & Linear Regression EE 4386/530 Coputational ethods in EE Outline

More information

Optimization of Flywheel Weight using Genetic Algorithm

Optimization of Flywheel Weight using Genetic Algorithm IN: 78 7798 International Journal o cience, Engineering and Technology esearch (IJET) Volue, Issue, March 0 Optiization o Flywheel Weight using Genetic Algorith A. G. Appala Naidu*, B. T.N. Charyulu, C..C.V.aanaurthy

More information

Strain Rate and Temperature Effects on the Nonlinear Behavior of Woven Composites

Strain Rate and Temperature Effects on the Nonlinear Behavior of Woven Composites ICCM 17 UK 29 Strain Rate and Teperature Effects on the Nonlinear Behavior of Woven Coposites Liqun Xing, Ken Reifsnider Departent of Mechanical Engineering University of South Carolina, Colubia, SC xingliqun@gail.edu

More information

Predictions of Storage Modulus of Glass Bead-Filled Low-Density-Polyethylene Composites

Predictions of Storage Modulus of Glass Bead-Filled Low-Density-Polyethylene Composites Materials Sciences and Applications, 2010, 1, 343-349 doi:10.4236/sa.2010.16050 Published Online Deceber 2010 (http://www.scirp.org/journal/sa) 343 Predictions o Storage Modulus o Glass Bead-Filled Low-Density-Polyethylene

More information

Dynamic buckling of laminated composite stringer stiffened CFRP panels under axial compression

Dynamic buckling of laminated composite stringer stiffened CFRP panels under axial compression MATEC Web o Conerences 149, 01044 (018) https://doi.org/10.1051/ateccon/01814901044 Dynaic buckling o lainated coposite stringer stiened CFRP panels under axial copression Mouhat Ouadia 1, Khalichi Abdellati,

More information

Modelling of damage in composite materials using interface elements

Modelling of damage in composite materials using interface elements 5 th European LS-DYNA Users Conference Coposites Modelling of daage in coposite aterials using interface eleents Authors: W.G. Jiang, Departent of Aerospace Engineering, University of Bristol S.R. Hallett,

More information

Sexually Transmitted Diseases VMED 5180 September 27, 2016

Sexually Transmitted Diseases VMED 5180 September 27, 2016 Sexually Transitted Diseases VMED 518 Septeber 27, 216 Introduction Two sexually-transitted disease (STD) odels are presented below. The irst is a susceptibleinectious-susceptible (SIS) odel (Figure 1)

More information

Laminated Composite Plates

Laminated Composite Plates Lainated oposite Plates Notes y Larry Peel Adarsh Jagannath (grad student) Naveen Kuar Raaiah (grad student) MEEN 4385 1 Introduction What are oposite Materials? They can be deined as a aterial with two

More information

EVALUATION OF THERMAL CONDUCTIVITY IN PITCH- BASED CARBON FIBER REINFORCED PLASTICS

EVALUATION OF THERMAL CONDUCTIVITY IN PITCH- BASED CARBON FIBER REINFORCED PLASTICS 16 TH INTERNATIONA CONFERENCE ON COMPOSITE MATERIAS EVAUATION OF THERMA CONDUCTIVITY IN PITCH- BASED CARBON FIBER REINFORCED PASTICS Shinji Ogihara*, Makoto Yaaguchi**, Takahito Chiba**, Junichi Shiizu****,

More information

Effect of fiber volume fraction on fracture mechanics in continuously reinforced fiber composite materials

Effect of fiber volume fraction on fracture mechanics in continuously reinforced fiber composite materials University o South Florida Scholar Coons Graduate Theses and Dissertations Graduate School 2005 ect o iber volue raction on racture echanics in continuously reinorced iber coposite aterials Thoas Wasik

More information

DIRECT NUMERICAL SIMULATION OF DAMAGE PROGRESSION IN LAMINATED COMPOSITE PLATES USING MULTI-SCALE MODELLING

DIRECT NUMERICAL SIMULATION OF DAMAGE PROGRESSION IN LAMINATED COMPOSITE PLATES USING MULTI-SCALE MODELLING DIRECT NUMERICAL SIMULATION OF DAMAGE PROGRESSION IN LAMINATED COMPOSITE PLATES USING MULTI-SCALE MODELLING DIRECT NUMERICAL SIMULATION OF DAMAGE PROGRESSION IN LAMINATED COMPOSITE PLATES USING MULTI-SCALE

More information

Density. Density 22/10/2015. Rules of Mixture for Elastic Properties. Materi ke-6

Density. Density 22/10/2015. Rules of Mixture for Elastic Properties. Materi ke-6 //5 Materi ke-6 Rules o Mixture or lastic Properties Nurun nayiroh, M.Si Rules o Mixture' adalah ekspresi ateatika yang eberikan beberapa properti dari koposit dala hal siat, kuantitas dan penataan bahan

More information

A NEW APPROACH TO DYNAMIC BUCKLING LOAD ESTIMATION FOR PLATE STRUCTURES

A NEW APPROACH TO DYNAMIC BUCKLING LOAD ESTIMATION FOR PLATE STRUCTURES Stability o Structures XIII-th Syposiu Zakopane 202 A NW APPROACH TO DYNAMIC BUCKLIN LOAD STIMATION FOR PLAT STRUCTURS T. KUBIAK, K. KOWAL-MICHALSKA Departent o Strength o Materials, Lodz University o

More information

Dual porosity DRM formulation for flow and transport through fractured porous media

Dual porosity DRM formulation for flow and transport through fractured porous media Boundary Eleents XXVII 407 Dual porosity DRM orulation or lo and transport through ractured porous edia T. aardzioska & V. Popov Wessex Institute o Technology, UK Abstract The ain objective o this ork

More information

A practical approach to real-time application of speaker recognition using wavelets and linear algebra

A practical approach to real-time application of speaker recognition using wavelets and linear algebra A practical approach to real-tie application o speaker recognition using wavelets and linear algebra Duc Son Pha, Michael C. Orr, Brian Lithgow and Robert Mahony Departent o Electrical and Coputer Systes

More information

Incorporating strain gradient effects in a multi-scale constitutive framework for nickel-base superalloys

Incorporating strain gradient effects in a multi-scale constitutive framework for nickel-base superalloys Incorporating strain gradient effects in a ulti-scale constitutive fraework for nickel-base superalloys Tiedo Tinga, Marcel Brekelans, Marc Geers To cite this version: Tiedo Tinga, Marcel Brekelans, Marc

More information

Estimating flow properties of porous media with a model for dynamic diffusion

Estimating flow properties of porous media with a model for dynamic diffusion Estiating low properties o porous edia with a odel or dynaic diusion Chuntang Xu*, Jerry M. Harris, and Youli Quan, Geophysics Departent, Stanord University Suary We present an approach or estiating eective

More information

Chapter 4 FORCES AND NEWTON S LAWS OF MOTION PREVIEW QUICK REFERENCE. Important Terms

Chapter 4 FORCES AND NEWTON S LAWS OF MOTION PREVIEW QUICK REFERENCE. Important Terms Chapter 4 FORCES AND NEWTON S LAWS OF MOTION PREVIEW Dynaics is the study o the causes o otion, in particular, orces. A orce is a push or a pull. We arrange our knowledge o orces into three laws orulated

More information

Micro-Crack Initiation and Propagation in Fiber Reinforced Composites. Andrejs Pupurs

Micro-Crack Initiation and Propagation in Fiber Reinforced Composites. Andrejs Pupurs DOCTORA L T H E S I S Micro-Crac Initiation and Propagation in Fiber Reinorced Coposites Andrejs Pupurs Micro-crac Initiation and Propagation in Fiber Reinorced Coposites DOCTORAL THESIS by Andrejs Pupurs

More information

Chapter 3 Micromechanical Analysis of a Lamina Ultimate Strengths of a Unidirectional Lamina

Chapter 3 Micromechanical Analysis of a Lamina Ultimate Strengths of a Unidirectional Lamina Chapter 3 Microechanical Analysis o a Laina Ultiate Strengths o a Unidirectional Laina Dr. Autar Kaw Departent o Mechanical Engineering University o South Florida, Tapa, FL 33620 Courtesy o the Textbook

More information

Critical Analysis of FRP-NSM double-shear pull-out tests. Abstract

Critical Analysis of FRP-NSM double-shear pull-out tests. Abstract Critical Analysis o FRP-NSM double-shear pull-out tests Inês COSTA * PhD student ISISE - University o Minho Departent o Civil Engineering, Capus de Azuré, 4800-058 Guiarães, Portugal ines.costa@civil.uinho.pt*

More information

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009 Aerican Coposites Manufacturers Association January 15-17, 29 Tapa, FL USA Abstract THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS by Thore M. Klaveness, Reichhold AS In

More information

I. Understand get a conceptual grasp of the problem

I. Understand get a conceptual grasp of the problem MASSACHUSETTS INSTITUTE OF TECHNOLOGY Departent o Physics Physics 81T Fall Ter 4 Class Proble 1: Solution Proble 1 A car is driving at a constant but unknown velocity,, on a straightaway A otorcycle is

More information

The members of the Committee approve the thesis of Kedar A. Malusare presented on 3/13/2014.

The members of the Committee approve the thesis of Kedar A. Malusare presented on 3/13/2014. To the University of Wyoing: The ebers of the Coittee approve the thesis of Kedar A. Malusare presented on 3/13/014. Dr. Ray S. Fertig, Chairperson Dr. Victor E. Ginting, External Departent Meber Dr. Mark.

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

Analytical investigation of unsteady CuO nanofluid flow, heat and mass transfer between two parallel disks

Analytical investigation of unsteady CuO nanofluid flow, heat and mass transfer between two parallel disks Indian Journal o Cheical Technology Vol. 5, May 8, pp. 8-86 Analytical investigation o unsteady CuO nanoluid low, heat and ass transer between two parallel disks Azii M, Ganji DD, Azii A*,3 & Riazi R 4

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 17th February 2010 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion

More information

MODELING OF SUBSURFACE BIOBARRIER FORMATION

MODELING OF SUBSURFACE BIOBARRIER FORMATION MODELING OF UBURFACE BIOBARRIER FORMATION B. Chen-Charpentier and 2 H.V. Kojouharov Departent o Matheatics, University o Wyoing, P.O. Box 3036, Laraie, WY 8207-3036; Phone: (307)766-422; Fax: (307)766-6838.

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Damage Detection using Stochastic Subspace Identification

Damage Detection using Stochastic Subspace Identification Daage Detection using Stochastic Subspace Identiication S. H. Si 1 and B. F. Spencer, Jr. 2 1 Departent o Civil and Environental Engineering, University o Illinois at Urbana-Chapaign, Urbana, IL 6181,

More information

The Stress Distribution in the Composite Materials with Locally Curved Fibers

The Stress Distribution in the Composite Materials with Locally Curved Fibers Journal of Conteporary Applied Matheatics V. 7, No, 207, June IN 2222-5498 The tress Distribution in the Coposite Materials with Locally Curved Fibers Hubet Aliyev Abstract. Nowadays coposite aterials

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 9th February 011 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion of

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

Bayesian Technique for Reducing Uncertainty in Fatigue Failure Model

Bayesian Technique for Reducing Uncertainty in Fatigue Failure Model 9IDM- Bayesian Technique or Reducing Uncertainty in Fatigue Failure Model Sriram Pattabhiraman and Nam H. Kim University o Florida, Gainesville, FL, 36 Copyright 8 SAE International ABSTRACT In this paper,

More information

Micromechanical models for stiffness prediction of alumina trihydrate (ATH)

Micromechanical models for stiffness prediction of alumina trihydrate (ATH) Microechanical odels or stiness prediction o aluina trihydrate (ATH) reinorced poly (ethyl ethacrylate) (PMMA): eect o iller volue raction and teperature. O. A. Stapountzi, M. N. Charalabides, J. G. Willias

More information

A model study of the effective Young s modulus for randomly distributed short-fiber composites

A model study of the effective Young s modulus for randomly distributed short-fiber composites FFI-rapport 0/00 A odel study o the eective Young s odulus or randoly distriuted short-ier coposites To Thorvaldsen Norwegian Deence Research stalishent (FFI 5 January 0 FFI-rapport 0/00 0540 P: ISBN 978-8-464-87-8

More information

Revealing spatially heterogeneous relaxation in a model. nanocomposite

Revealing spatially heterogeneous relaxation in a model. nanocomposite Revealing spatially heterogeneous relaxation in a odel nanocoposite Shiwang Cheng, 1 Stephen Mirigian, 2 Jan-Michael Y. Carrillo, 3,4 Vera Bocharova, 1 Bobby G. Supter, 3,4 Kenneth S. Schweizer, 2 Alexei

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

Numerical predictions of the anisotropic. viscoelastic response of uni-directional fibre composites

Numerical predictions of the anisotropic. viscoelastic response of uni-directional fibre composites Nuerical predictions o the anisotropic viscoelastic response o uni-directional ibre coposites M.V. Pathan a, V.L. Tagarielli a,, S.Patsias b a Departent o Aeronautics, Iperial College London, South Kensington

More information

SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD

SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD A. Fertschej 1 *, G.R. Langecker 1 University of Leoben artur.fertschej@u-leoben.at; Franz-Josef Strasse

More information

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong.

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong. 4 Phys520.nb 2 Drude theory ~ Chapter in textbook 2.. The relaxation tie approxiation Here we treat electrons as a free ideal gas (classical) 2... Totally ignore interactions/scatterings Under a static

More information

2. A crack which is oblique (Swedish sned ) with respect to the xy coordinate system is to be analysed. TMHL

2. A crack which is oblique (Swedish sned ) with respect to the xy coordinate system is to be analysed. TMHL (Del I, teori; 1 p.) 1. In fracture echanics, the concept of energy release rate is iportant. Fro the fundaental energy balance of a case with possible crack growth, one usually derives the equation where

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

Arithmetic Unit for Complex Number Processing

Arithmetic Unit for Complex Number Processing Abstract Arithetic Unit or Coplex Nuber Processing Dr. Soloon Khelnik, Dr. Sergey Selyutin, Alexandr Viduetsky, Inna Doubson, Seion Khelnik This paper presents developent o a coplex nuber arithetic unit

More information

Delamination Prediction of Uni-Directional Composite Laminates using Shell Elements and a Strain Rate Dependent Micro-mechanical Material Model

Delamination Prediction of Uni-Directional Composite Laminates using Shell Elements and a Strain Rate Dependent Micro-mechanical Material Model 14 th International LS-DYNA Users Conerence Session: Coposites Delaination Preiction o Uni-Directional Coposite Lainates using Shell Eleents an a Strain Rate Depenent Micro-echanical Material Moel Saneep

More information

Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 composites

Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 composites JOURNAL OF APPLIED PHYSICS 97, 064111 2005 Electrical conductivity enhanced dielectric and piezoelectric properties of ferroelectric 0-3 coposites C. K. Wong a Departent of Applied Physics, he Hong Kong

More information

c 2013 Society for Industrial and Applied Mathematics

c 2013 Society for Industrial and Applied Mathematics SIAM J. MATRIX ANAL. APPL. Vol. 34, No. 3, pp. 1213 123 c 213 Society or Industrial and Applied Matheatics χ 2 TESTS FOR THE CHOICE OF THE REGULARIZATION PARAMETER IN NONLINEAR INVERSE PROBLEMS J. L. MEAD

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION ISSN 139 14X INFORMATION TECHNOLOGY AND CONTROL, 008, Vol.37, No.3 REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION Riantas Barauskas, Vidantas Riavičius Departent of Syste Analysis, Kaunas

More information

PHY 171. Lecture 14. (February 16, 2012)

PHY 171. Lecture 14. (February 16, 2012) PHY 171 Lecture 14 (February 16, 212) In the last lecture, we looked at a quantitative connection between acroscopic and icroscopic quantities by deriving an expression for pressure based on the assuptions

More information

S. Srinivasan, Technip Offshore, Inc., Houston, TX

S. Srinivasan, Technip Offshore, Inc., Houston, TX 9 th ASCE Specialty Conerence on Probabilistic Mechanics and Structural Reliability PROBABILISTIC FAILURE PREDICTION OF FILAMENT-WOUND GLASS-FIBER Abstract REINFORCED COMPOSITE TUBES UNDER BIAXIAL LOADING

More information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

Structural optimization of an automobile transmission case to minimize radiation noise using the model reduction technique

Structural optimization of an automobile transmission case to minimize radiation noise using the model reduction technique Journal o Mechanical Science and Technology 25 (5) (2011) 1247~1255 www.springerlink.co/content/1738-494x DOI 10.1007/s12206-011-0135-3 Structural optiization o an autoobile transission case to iniize

More information

Problem Set 2. Chapter 1 Numerical:

Problem Set 2. Chapter 1 Numerical: Chapter 1 Nuerical: roble Set 16. The atoic radius of xenon is 18 p. Is that consistent with its b paraeter of 5.15 1 - L/ol? Hint: what is the volue of a ole of xenon atos and how does that copare to

More information

Life Prediction Under Multiaxial Fatigue

Life Prediction Under Multiaxial Fatigue Lie Prediction Under Multiaxial Fatigue D. Ramesh and M.M. Mayuram Department o Mechanical Engineering Indian Institute o Technology, Madras Chennai-600 036 (India) e-mail: mayuram@iitm.ac.in ABSTRACT

More information

RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS MEMBRANE

RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS MEMBRANE Proceedings of ICIPE rd International Conference on Inverse Probles in Engineering: Theory and Practice June -8, 999, Port Ludlow, Washington, USA : RECOVERY OF A DENSITY FROM THE EIGENVALUES OF A NONHOMOGENEOUS

More information

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels Extension of CSRSM for the Paraetric Study of the Face Stability of Pressurized Tunnels Guilhe Mollon 1, Daniel Dias 2, and Abdul-Haid Soubra 3, M.ASCE 1 LGCIE, INSA Lyon, Université de Lyon, Doaine scientifique

More information

Uniaxial compressive stress strain model for clay brick masonry

Uniaxial compressive stress strain model for clay brick masonry Uniaxial copressive stress strain odel for clay brick asonry Heant B. Kaushik, Durgesh C. Rai* and Sudhir K. Jain Departent of Civil Engineering, Indian Institute of Technology Kanpur, Kanpur 208 016,

More information

Random Vibration Fatigue Analysis with LS-DYNA

Random Vibration Fatigue Analysis with LS-DYNA 1 th International LS-DYNA Users Conference Siulation() Rando Vibration Fatigue Analysis with LS-DYNA Arnaud Ringeval 1, Yun Huang 1 CIMES, France 36 rue Marc Lefrancq, Les Ateliers Nuériques, 593 Valenciennes,

More information

CHAPTER 5 THEORETICAL MODELING OF ELASTIC PROPERTIES

CHAPTER 5 THEORETICAL MODELING OF ELASTIC PROPERTIES 123 CHAPTR 5 THORTICAL MODLING OF LASTIC PROPRTIS 5.1 INTRODUCTION lastic properties are the basic quantities that are required durin desin and optiization of a lainated structure. An orthotropic laina/lainate

More information

IDENTIFICATION OF STABILITY OF CONCRETE TUNNEL LINING USING COUPLED MODELING

IDENTIFICATION OF STABILITY OF CONCRETE TUNNEL LINING USING COUPLED MODELING IDENTIFICATION OF STABILITY OF CONCRETE TUNNEL LINING USING COUPLED MODELING Kaila Weiglová, Technical University in Brno, Institute of Geoechanics, Brno, Czech Republic Petr Procházka*, Czech Association

More information

Determining a Function for the Damping Coefficient of a laminated Stack

Determining a Function for the Damping Coefficient of a laminated Stack DOI: 10.435/UB.OVGU-017-093 TECHNISCHE MECHANIK, 37, -5, (017), 161 170 subitted: June 9, 017 Deterining a Function for the Daping Coefficient of a lainated Stack C. Zahalka, K. Ellerann The design of

More information

Optimum Design of Assembled Cavity Dies for Precision Forging Process

Optimum Design of Assembled Cavity Dies for Precision Forging Process International Syposiu on Material, Energy and Environent Enginee (ISM3E 2015) Optiu Design of Assebled Cavity Dies for Precision Forging Process Jun-song Jin1 and Xin-yun Wang1,* 1 State Key Laboratory

More information

DECONVOLUTION VERSUS CONVOLUTION A COMPARISON FOR MATERIALS WITH CONCENTRATION GRADIENT

DECONVOLUTION VERSUS CONVOLUTION A COMPARISON FOR MATERIALS WITH CONCENTRATION GRADIENT Materials Structure, vol. 7, nuber () 43 DECONVOLUTION VERSUS CONVOLUTION A COMPARISON FOR MATERIALS WITH CONCENTRATION GRADIENT David Raaa Departent o Electronic Structures, Faculty o Matheatics and Physics,

More information

A Graphical Model Approach to Source Localization in Wireless Sensor Networks

A Graphical Model Approach to Source Localization in Wireless Sensor Networks A Graphical Model Approach to Source Localization in Wireless Sensor Networks Manish Kushwaha, Xenoon Koutsoukos Institute or Sotware Integrated Systes (ISIS) Departent o Electrical Engineering and Coputer

More information

TIP TRAJECTORY TRACKING OF FLEXIBLE-JOINT MANIPULATORS

TIP TRAJECTORY TRACKING OF FLEXIBLE-JOINT MANIPULATORS TIP TRAJECTORY TRACKING OF FLEXIBLE-JOINT MANIPULATORS A Thesis Subitted to the College o Graduate Studies and Research In Partial Fulillent o the Requireents For the Degree o Doctor o Philosophy In the

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

FATIGUE DURABILITY OF CONCRETE EXTERNALLY STRENGTHENED WITH FRP SHEETS

FATIGUE DURABILITY OF CONCRETE EXTERNALLY STRENGTHENED WITH FRP SHEETS FATIGUE DURABILITY OF CONCRETE EXTERNALLY STRENGTHENED WITH FRP SHEETS H. Diab () and Zhishen Wu () () Department o Urban and Civil Engineering, Ibaraki University, Japan Abstract A primary concern o the

More information

Dispersion. February 12, 2014

Dispersion. February 12, 2014 Dispersion February 1, 014 In aterials, the dielectric constant and pereability are actually frequency dependent. This does not affect our results for single frequency odes, but when we have a superposition

More information

Mass Efficiency in Mechanical Design

Mass Efficiency in Mechanical Design Proceedings of the World Congress on Engineering 008 Vol II WCE 008, July - 4, 008, London, U.K. Mass Efficiency in Mechanical Design Subbiah Raalinga Abstract Using the axiu strain energy density in a

More information

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6.

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6. PHY10 Electricity Topic 6 (Lectures 9 & 10) Electric Current and Resistance n this topic, we will cover: 1) Current in a conductor ) Resistivity 3) Resistance 4) Oh s Law 5) The Drude Model of conduction

More information

Reducing Vibration and Providing Robustness with Multi-Input Shapers

Reducing Vibration and Providing Robustness with Multi-Input Shapers 29 Aerican Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June -2, 29 WeA6.4 Reducing Vibration and Providing Robustness with Multi-Input Shapers Joshua Vaughan and Willia Singhose Abstract

More information

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION International Journal of Aerospace and Lightweight Structures Vol. 3, No. 1 (2013) 109 133 c Research Publishing Services DOI: 10.3850/S201042862013000550 A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS

More information

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE Fernando H. Milanez *, M. M. Yovanovich, J. R. Culha Microelectronics Heat Transfer Laboratory Departent of Mechanical Engineering University

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

Acoustic Source Localization and Discrimination in Urban Environments

Acoustic Source Localization and Discrimination in Urban Environments Acoustic Source Localization and Discriination in Urban Environents Manish Kushwaha, Xenoon Koutsouos, Peter Volgyesi and Aos Ledeczi Institute or Sotware Integrated Systes (ISIS) Departent o Electrical

More information

DEPENDENCE OF PISTON RING PARAMETERS DETERMINATION ACCURACY ON THE METHOD OF CALCULATION

DEPENDENCE OF PISTON RING PARAMETERS DETERMINATION ACCURACY ON THE METHOD OF CALCULATION Journal o KONES Powertrain and Transport, Vol. 18, No. 4 011 DEPENDENCE OF PISTON RING PARAMETERS DETERMINATION ACCURACY ON THE METHOD OF CALCULATION Wojciech Serdecki, Piotr Krzyie Pozna University o

More information

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization Recent Researches in Coputer Science Support Vector Machine Classification of Uncertain and Ibalanced data using Robust Optiization RAGHAV PAT, THEODORE B. TRAFALIS, KASH BARKER School of Industrial Engineering

More information

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes

More information

Modeling Chemical Reactions with Single Reactant Specie

Modeling Chemical Reactions with Single Reactant Specie Modeling Cheical Reactions with Single Reactant Specie Abhyudai Singh and João edro Hespanha Abstract A procedure for constructing approxiate stochastic odels for cheical reactions involving a single reactant

More information

Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Damping Characteristics

Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Damping Characteristics Copyright c 2007 Tech Science Press CMES, vol.22, no.2, pp.129-149, 2007 Envelope frequency Response Function Analysis of Mechanical Structures with Uncertain Modal Daping Characteristics D. Moens 1, M.

More information

IN A SENSE, every material is a composite, even if the

IN A SENSE, every material is a composite, even if the IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 47, NO. 11, NOVEMBER 1999 2075 Magnetis fro Conductors and Enhanced Nonlinear Phenoena J. B. Pendry, A. J. Holden, D. J. Robbins, and W. J. Stewart,

More information

Elastic and Viscoelastic Properties of Non-bulk Polymer Interphases in Nanotube-reinforced Polymers

Elastic and Viscoelastic Properties of Non-bulk Polymer Interphases in Nanotube-reinforced Polymers Elastic and Viscoelastic Properties o Non-bulk Polyer Interphases in Nanotube-reinorced Polyers Frank T. Fisher 1, Kon-Chol Lee 1, and L. Catherine Brinson 2 1 Departent o Mechanical Enineerin, Stevens

More information

2.9 Feedback and Feedforward Control

2.9 Feedback and Feedforward Control 2.9 Feedback and Feedforward Control M. F. HORDESKI (985) B. G. LIPTÁK (995) F. G. SHINSKEY (970, 2005) Feedback control is the action of oving a anipulated variable in response to a deviation or error

More information

AP Physics Thermodynamics Wrap-up

AP Physics Thermodynamics Wrap-up AP Physics herodynaics Wrap-up Here are your basic equations for therodynaics. here s a bunch of the. 3 his equation converts teperature fro Fahrenheit to Celsius. his is the rate of heat transfer for

More information

Fatigue Prediction for Composite Materials and Structures

Fatigue Prediction for Composite Materials and Structures UNCLAIFIED/UNLIMITED Fatigue rediction or Coposite Materials and tructures Oar ALOMON*, Fernando RATELLINI, ergio OLLER and Eugenio OÑATE CIMNE (International Center or Nuerical Methods in Engineering)

More information

Scattering and bound states

Scattering and bound states Chapter Scattering and bound states In this chapter we give a review of quantu-echanical scattering theory. We focus on the relation between the scattering aplitude of a potential and its bound states

More information

Density and structure of undercooled liquid titanium

Density and structure of undercooled liquid titanium Article Condensed Matter Physics March 2012 Vol.57 No.7: 719 723 doi: 10.1007/s11434-011-4945-6 Density and structure of undercooled liquid titaniu WANG HaiPeng, YANG ShangJing & WEI BingBo * Departent

More information

FAILURE CRITERIA FOR FRP LAMINATES IN PLANE STRESS

FAILURE CRITERIA FOR FRP LAMINATES IN PLANE STRESS FAIURE RIERIA FOR FRP AINAE IN PANE RE arlos G. Dávila Aerospace Engineer, Analytical and oputational ethods Branch, enior eber, AIAA. NAA angley Research enter, Hapton, VA 368 Navin Jaunky enior cientist,

More information