1. Introduction
In comparison with the most commonly used carbon steel material, stainless steel is more recent in the field of structural engineering. For example, the UK’s first stainless-steel road bridge over the River Eamont in the village named Pooley Bridge was officially opened in October 2020. The first composite stainless-steel vehicular bridge in Europe (most probably also worldwide) was built in Cala Galdana on the island of Menorca, Spain, and was opened in June 2005 [
1]. This duplex stainless-steel arch bridge over Algendar Creek replaced the existing reinforced concrete bridge which suffered severe corrosion issues due to the marine environment. Despite the higher cost of the stainless-steel material, the usage of this material is most beneficial in cases of structures with heavy traffic volumes or those exposed to such aggressive environment as was discussed for the case of the steel ASTM A1010 in a recent cost-efficiency study by Daghas et al. [
2]. Usage possibilities of the stainless-steel material in combination with different materials have been recently studied by Pauletta et al. [
3], who investigated the bond-slip behavior between stainless-steel reinforcement bars and concrete, or by Corradi et al. [
4], who reviewed the use of stainless-steel profiles to reinforce or repair historical wooden structures. Research is also conducted also on the enhancement of the stainless-steel corrosion resistance by Dinu et al. [
5], who proposed a certain improvement of the grade AISI 304 stainless steel.
In addition to higher cost and strong corrosion resistance, another significant difference, compared to ordinary carbon steel, from the aspect of mechanical properties is the nonlinear stress-strain behavior. The stress-strain curve of a stainless-steel material possesses no pronounced yield plateau and exhibits an early declination from the linear elastic behavior with significant strain hardening. Along with higher strength and higher ductility, these are the most significant differences compared to carbon steel [
6]. Various analytical equations describing this material behavior are found in the literature, e.g., in the study by Hradil et al. [
7]. A constitutive model of stainless steel in a high-strain range was investigated by Peng et al. [
8]. The stress-strain curves were also compared by Real et al. [
9]. These descriptions are based on the expressions originally proposed by Ramberg and Osgood [
10], subsequently modified by Hill [
11]. The use of 0.2% proof stress, as the equivalent of the yield stress, has become a standard industry practice [
12]. The variability of material parameter values is significantly high among different stainless-steel grades and different groups (types according to metallurgical structure) [
13]. The most commonly used types of stainless steel are austenitic, ferritic, and duplex ones.
Material parameters can be feasibly determined through the process of parameter identification, where either the analytical stress-strain curve or the stress-strain curve as the result yielded from the finite element numerical analysis is fitted to be in the best possible match with the experimentally measured data. Such material model calibration has been conducted by Jindra et al. [
14]. Values of the material parameters could also be obtained, based on the informative Annex C of the European standard EN 1993-1-4 [
15], from the tables in AS/NZS 4673 [
16] or SEI/ASCE-8 [
17]. Recently, a statistical study of not only stainless-steel material parameter values, based on the results consolidated over the last decades, has been conducted by Arrayago et al. [
18].
The design guidance to determine the flexural buckling capacity of stainless-steel CHS (circular hollow section) members is provided in EN 1993-1-4 [
15]. This approach is consistent with the same task for carbon steel structural elements described in EN 1993-1-1 [
19]. Many existing data points (based on either physical experiments or properly validated geometrically and materially nonlinear finite element analyses with imperfections -GMNIA) lie below the current EN 1993-1-4 [
15] flexural buckling curve, as described by Young et al. [
20], Rasmussen et al. [
21], Ashraf et al. [
22], Theofanous et al. [
23], or Shu et al. [
24]. Originally, due to the insufficient amount of stainless-steel CHS experimental data at the EN standard creation time, the buckling curve was calibrated mainly by considering cold-formed rectangular hollow section (RHS) and square hollow section (SHS) results of the column buckling tests [
21]. The buckling curve based on cold-formed RHS and SHS experimental results may not be appropriate for CHS due to increased material strength in hardened corner areas of RHS and SHS cross-sections [
25].
Physical experiments on stainless-steel CHS elements exposed to compressive loading have been conducted by Rasmussen et al. [
26], who investigated austenitic stainless-steel stub columns. Authors of similar research include Burgan et al. [
27], Talja [
28], Rasmussen [
29], Young et al. [
20], Uy et al. [
30], Zhao et al. [
31], Lam et al. [
32], Gardner et al. [
33], Bardi et al. [
34], and Paquette et al. [
35]. A wide range of loading eccentricities in the compression of CHS columns was investigated by Buchanan et al. [
36]. It can be noted that the present article studies the static resistance of the column as a supporting structural member, and the heat and flow load cases [
37] inside the tube are not considered.
The benchmark data presented in this study are obtained from a comprehensive experimental program conducted at Imperial College London (ICL) and Universitat Politècnica de Catalunya (UPC) and a previous research conducted by Buchanan et al. [
38]. Tests of the two austenitic (A) cross-sections, 104 × 2 CHS and 106 × 3 CHS, and the duplex (D) cross-section 88.9 × 2.6 CHS were undertaken at ICL, and those of the two ferritic (F) cross-sections, 101.6 × 1.5 CHS and 80 × 1.5 CHS, were carried out at UPC [
38].
To conduct further geometrically and materially nonlinear analyses of CHS stainless-steel columns in compression, the parametrical numerical finite element models created in ANSYS Classic(v 19.0.) utilizing APDL (ANSYS parametric design language) [
39] need to be properly validated.
This contribution aims at the validation of the numerical FE models of CHS columns buckling tests and comparison of the validation results with the research of Mr. Buchanan, Mrs. Esther Real, and Mr. Leroy Gardner [
38], where another FE software, Abaqus/CAE 2016 [
40], was used, and a slightly different mesh size [
38] was used. Moreover, this study compares the results of various modeling approaches, where either different mesh sizes, different elements, or element formulations are considered. This approach comparison is based on several selected model cases.
3. Numerical Finite Element Model
A parametrical numerical finite element model has been created in the ANSYS Classic technology (v 19.0.) [
39] using APDL macros. The variable input parameters were all the material parameters (
Table 1 and
Table 2), geometrical parameters (
Table 3,
Table 4,
Table 5,
Table 6 and
Table 7), as well as the initial global imperfection amplitude (
ω0 +
e0).
Two sets of material property values, referred to as SCP and TP, have been considered in this study. Both sets are based on the averaged values from all of the relevant available data: for the stub-column material properties (SCP,
Table 1, based on the data from
Table 4 in [
38]) and for the tensile coupon material properties (TP,
Table 2, based on the data from the
Table 2 in [
38]), respectively.
E0 is the material elastic Young’s modulus,
σ0.2 is the material 0.2% proof stress, and
n is a strain-hardening exponent,
σ1.0 is the 1% proof stress of the material,
n’0.2,1.0 is a strain-hardening exponent, and
σu is the ultimate tensile stress. Stress-strain relations defined by these parameters are elaborately described in
Section 3.3.
Geometrical parameters,
D (cross-section outer diameter),
L (effective structural length, with the inclusion of the additional knife edge lengths),
t (wall thickness), and the imperfection amplitudes (
ω0 +
e0) have been considered in accordance with the measured values of the respective specimens provided (
Table 3,
Table 4,
Table 5,
Table 6 and
Table 7 below, based on the data from the
Table 5,
Table 6,
Table 7,
Table 8 and
Table 9 in [
38], respectively).
3.1. Geometry of the Numerical Models, Formulations of the Adopted Finite Elements
Several approach variants of the numerical model have been considered:
#A = shell elements model, default mesh size, global imperfection only;
#B = #A, however finer mesh;
#C = #A + local imperfection;
#D = solid elements model, default mesh size, three elements through the cross-section thickness
t, selective reduced integration element formulation [
39];
#E = #D, however with “uniform reduced integration” [
39] element formulation;
#F = #D, however with “enhanced strain” [
39] element formulation.
All the 74 finite element analyses (which differ in material and geometrical parameters) to validate the numerical model results have been conducted only considering only the modeling approach #A. The other model variants (#B–#F) have been conducted only for chosen geometries, and the results are documented and compared as well.
3.1.1. Modeling Approach #A
Four-node structural shell elements (SHELL 181) with 3 translational degrees of freedom (DOF) and 3 rotational DOF per node have been used to model the CHS columns. The elements possess bending and membrane stiffness (Mindlin-Reissner theory). A reduced integration with hourglass control has been considered with one integration point (three through the thickness). The elements include the linear effect of transverse shear deformation. An assumed shear strain formulation of Bathe-Dvorkin is used to alleviate shear locking [
39]. The geometrical shapes of all the shell elements used to model the CHS column are rectangles, with a maximal edge size of 8 mm in the longitudinal direction and 5 mm in the tangential direction (along the circumference) (
Figure 1a). This differs from the mesh size adopted by Buchanan [
38], where the longitudinal and circumferential dimensions of the mesh are considered the same as the wall thickness of the CHS tube,
t.
3.1.2. Modeling Approach #B
In this study, only a few selected cases have been reanalyzed considering a finer mesh (3 mm × 3 mm), and the results are discussed. The difference in mesh sizes is depicted in
Figure 1a,b (depicted on the geometry of the specimen 88.9 × 2.6-400-P [
38]).
3.1.3. Modeling Approach #C
For these cases, initial local geometrical imperfections have also been considered (
Section 3.2). The global imperfections and the mesh size are the same as in approach #A.
3.1.4. Modeling Approach #D
Several model cases have been recalculated by adopting the solid structural finite elements (SOLID 185) for the CHS tube instead of the shell elements (
Figure 1c). The mesh sizes in the longitudinal and tangential directions are the same as in approach #A. Three elements have been considered in the radial direction, along the cross-section thickness
t. The default key option (0) of the element technology has been considered; therefore, there is a full integration with the B-bar method [
39] (selective reduced integration) which helps to prevent volumetric locking in nearly incompressible cases.
3.1.5. Modeling Approach #E
For few cases, the uniform reduced integration of the solid finite elements with hourglass control has been adopted. One integration point per solid element is considered in this formulation. Note: key option No. 2 is set up as 1 [
39].
3.1.6. Modeling Approach #F
To compare the results, the enhanced strain formulation of solid elements has been adopted for selected cases. Shear locking, as well as volumetric locking in nearly incompressible cases, are both prevented if this formulation is considered [
39]. Certain numbers of internal degrees of freedom are introduced, and therefore, this option is less efficient. Note: key option No. 2 is equal to 2 [
39].
3.2. Geometrical Imperfections
A global imperfection was incorporated into the FE model using the form of the lowest global buckling modal shape obtained from prior modal analysis (an example is given in
Figure 2a). A global imperfection amplitude was used to simulate an initial global imperfection, as well as eccentricity. The amplitudes of
ω0 +
e0 (
Table 3,
Table 4,
Table 5,
Table 6 and
Table 7) were considered. Local imperfections were generally neglected. Only in a few selected cases (#C), a local imperfection amplitude of
t/10 was considered (where
t is the section thickness). The local imperfection took a shape of the lowest local buckling modal shape (an example of 88.9 × 2.6-400-P [
38] is in
Figure 2b,c. Note: shape according to “b” was considered).
3.3. Material Model
To describe the behavior of the stainless-steel material, a stress-strain relation proposed by Ramberg and Osgood [
10], modified by Hill [
11] has been adopted:
where
σ and
ε are engineering stress and strain, respectively,
E0 is the material elastic Young’s modulus,
σ0.2 is the material 0.2% proof stress, and
n is a strain-hardening exponent. At strains higher than
σ0.2 value, this model overestimates the stress values [
41]. A two-stage compound stress–strain curve devised by Mirambell and Real [
42] provides a better agreement with experimental data for stress values above the 0.2% proof stress [
41]. For the case of the compressive loading, a certain modification of the second stage is proposed by Gardner [
33]:
where
σ1.0 is the 1% proof stress of the material,
n’0.2,1.0 is a strain-hardening exponent, and
E0.2 is the stiffness (tangent modulus) at the 0.2% proof stress given as:
For the finite element (FE) numerical analyses, a multilinear material model with isotropic hardening has been considered (Mises plasticity). A more detailed description is presented in the author’s previous study [
14]. In this study, however, the stress-strain behavior only up to the value of 0.1
σ0.2 is considered as ideal elastic (to neglect plasticity at low strains), instead of the previously considered value of 2/3
σ0.2 [
14] (which was too high for some cases). The engineering (nominal) stress-strain material curves have been transferred into true stress and logarithmic strain dependences to match the results of geometrically nonlinear FE analyses:
where
σnom is the nominal engineering stress,
εnom is the nominal engineering strain, and
εtrue is the true total (mechanical) strain. For the compressive material properties,
εnom have been introduced with negative values. As it is impossible to define a negative tangent of the stress-strain relation while adopting isotropic hardening [
39], the stress-strain relation has been defined as ideal plastic (with its tangent slope close to 0 but positive) instead of any kind of softening after the peak stress. An example of material model verification (parameter values of 106 × 3-400-FR in
Table 4 in [
38]) is depicted in
Figure 3.
In cold-formed CHS, small values of the membrane residual stresses have been observed, and as such can be neglected [
43]. The residual stresses through thickness are implicitly incorporated by considering the measured values of the material properties [
44].
3.4. Boundary Conditions and Loading
To simulate a pin-ended column, all the circumferential nodes at the end of the CHS tube are connected (in the radial direction) with a single node located on the section axis. The offset of the node is either 50 (40 + 10) or 77 mm in dependence on the experimental setups described in [
38] p. 301. The nodal connections are modeled using rather stiff beam elements. Such a boundary condition is considered at both ends of the CHS tube (see
Figure 1). All translational and 2 rotational degrees of freedom of the bottom node are constrained. The loading during the FEA has been conducted by a prescribed displacement of the upper node (in the direction of the CHS tube axis). Two translational and 2 rotational degrees of freedom of the upper node were constrained.
4. Results
The results of all the 74 FEA (finite element analyses) of the approach #A (shell elements), the ultimate axial loads
Nu,FE, and corresponding ultimate midheight lateral deflections
ωu,FE, together with the experimental results (
Nu,exp and
ωu,exp) [
38], are documented in
Table 8,
Table 9,
Table 10,
Table 11 and
Table 12.
The results of variants in accordance with the approach #B or #C (shell elements, finer mesh variant, or local imperfection variant) are not documented in tables but rather only graphically (
Figure 4,
Figure 5 and
Figure 6).
In the case of the modeling approach #D (solid elements, selective reduced integration), two whole sets of lengths (two chosen cross-sections) have been reanalyzed, and the results are summarized in
Table 13 and
Table 14. The difference between approaches #D and #A was very negligible in the matter of monitored data, and therefore, the remaining geometries have not been reanalyzed considering solid model (the presented results in
Table 8 are almost the same as those in
Table 13, and the results of
Table 9 and
Table 14 likewise). Statistical comparison of the monitored data (
Nu,FE/
Nu,exp and
ωu,FE/
ωu,exp values) between approaches #A and #D are summarized in
Table 15. For approach #A, only the results which are presented in
Table 8 and
Table 9 are applicable for this statistical evaluation (as for approach #D, only the results of corresponding cross-section geometries are available—
Table 13 and
Table 14).
FE models of approach #A were validated by comparing the averaged normalized ultimate loads
Nu,FE/
Nu,exp and the averaged normalized deflections
ωu,FE/
ωu,exp (
Table 16). The validation results are also compared with the results of Mr. Buchanan et al. [
38].
Furthermore, the selected model cases of the different solid element formulations considered in approaches #E and #F have not seemed to yield significantly different results in the matter of the observed outputs and are therefore documented only graphically in this study.
Global slenderness
is calculated in dependence on the compressive cross-section class (according to EN 1993-1-4 [
15]) considering Equation (6) for section class (cl.) 1–3, and Equation (7) for cross-section class 4:
where
A is the cross-section area,
σ0.2 is the 0.2% proof stress,
E is Young’s modulus,
I is the second moment of area,
L is the effective length, and
Aeff is the effective cross-sectional area determined in accordance with the formula from BS 5950-1 [
45]:
Compressive class slenderness limits have been considered in accordance with EN 1993-1-4 [
15]. The global slenderness
and the compressive classes (cl.) have been calculated for all the model geometries for both sets of material properties (SCP and TP) and are documented in
Table 8,
Table 9,
Table 10,
Table 11,
Table 12,
Table 13 and
Table 14 (values of
in
Table 13 and
Table 14 are, of course, the same as in
Table 8 and
Table 9, respectively).
The
N-
ω (axial load—midheight deflection) curves are provided in
Figure 4,
Figure 5,
Figure 6,
Figure 7,
Figure 8,
Figure 9,
Figure 10 and
Figure 11. For each figure, the “a” part is used to depict the whole force-deflection curve, and the “b” (zoomed) part of each Figure focuses on the area near the peak forces
Nu,exp, and
Nu,FE, so the negligible differences of the
N-
ω curves in these areas between considered modeling approaches are also visible. In some cases, the “a” part of the figure is described as “whole*”-in these cases, certain
N-
ω curves of the graph are not depicted until the very last converged or analyzed step of that case.
The differences in the matter of the force-deflection curves between modeling approaches #A, #B, and #C (shell numerical model with default mesh size, finer mesh size, and local imperfection, respectively) are depicted for selected specimens of the cross-sectional set 88.9 × 2.6 in
Figure 4,
Figure 5 and
Figure 6.
The differences in the matter of the force-deflection curves between modeling approaches #A and #D (shell vs. solid numerical model) are depicted for the selected specimens of the cross-sectional set 106 × 3 and 104 × 3 in
Figure 7,
Figure 8,
Figure 9,
Figure 10 and
Figure 11. Moreover, in
Figure 10 and
Figure 11, the results of the approaches #E and #F (different solid element formulations) are also documented and available for comparison.
As described in [
38], three specimens from those of shorter lengths (104 × 2-550-P, 104 × 2-750-P, and 106 × 3-550-P) changed the initial direction of the midheight lateral deflection (induced by the applied eccentricity) before reaching the peak force
Nu,exp (hence the minus values of
ωu,exp in
Table 8 and
Table 9). One specimen (80 × 1.5-300-P) changed the deflection direction after the peak force
Nu,exp had been reached (hence positive value of the
ωu,exp for this case in
Table 11). Note: the deflection reference data of the specimen 104 × 2-550-P was multiplied by −1 only for the purpose of depiction in
Figure 8b. Original data were considered for the statistical evaluation.
In the case of modeling approach #F (solid elements, enhanced strain formulation), the convergence of the numerical solution was more sensible to the step size of the analysis. When the step size in approach #F was adopted, the same as in all the other approaches, the last converged substeps were at the values of midheight lateral deflection
ω approx. Six mm and 11.3 mm for specimens 104 × 2-950-P and 104 × 2-1650-P, respectively, (orange dash-dotted curves in
Figure 10 and
Figure 11; note: the last point of the orange curve in
Figure 11 is also a converged state). To obtain further analysis data, a finer step size has been adopted for the case 104 × 2-1650-P, and the results are described by the pink curve in
Figure 11. However, in the postpeak region of this
N-
ω curve, certain oscillations have developed. The amplitudes of these oscillations are not significantly higher than the oscillation amplitudes of the reference data (red curve). Further analyses of the approach #F have not been conducted due to much lower computational efficiency, as well as not a very significant difference in the matter of the monitored results (ultimate axial load
Nu,FE, and the corresponding midheight lateral deflection
ωu,FE).
The differences in the results for approach #E are rather negligible near the areas of the ultimate axial loads Nu,FE and noticeable only in the areas of large deformations. Therefore, further analyses considering this approach have not been conducted, either.
Contour plots of the equivalent plastic strains and, more importantly, deformed geometries for selected cases are depicted in
Figure 12,
Figure 13 and
Figure 14. For each contour plot, the values of deformation load
uz and the corresponding axial load
Nz are provided. Furthermore, the modeling approach is stated, and the link of the case with the corresponding F-u curve and figure number of the graph is provided.
Global buckling was the most common failure mode in the case of longer specimens (e.g.,
Figure 12c). Shorter specimens have rather developed a local buckle near the midheight of the compressed side of the tubular cross-section after the peak load has been reached (e.g.,
Figure 12a,b). The buckling modes are very similar to those described in the study by Buchanan et al. [
38].
Figure 13 and
Figure 14 depict the differences in the deformed shape at the compressed face near the midheight of the selected specimens when adopting the modeling approach of #A (shell elements), #D (solid elements), or #E (solid elements with uniform reduced integration). The area near the local buckling is deformed differently in these cases.
Figure 15 depicts energy ratios of the case 104 × 2-1650-P (SCP) modeled by approaches #A and #E. The energy ratios are monitored at states of the last analyzed steps (
Figure 15a,b), and also at the states of the maximal peak axial loads
Nu (
Figure 15c,d). In the course of the computation, the artificial energy is introduced to sustain hourglass control of the reduced integration elements, either shells from case #A or solids from case #E. In the case of modeling approaches #D (selective reduced integration) or #F (full integration), no artificial energy is being introduced. The solution is generally acceptable if the ratio of artificial energy to the total energy is less than 5% [
39]. Mesh refinement is recommended otherwise.
Figure 15 depicts the ratio of the artificial to total energy for each element. In the case of approach #A, the recommended value of 5% has been exceeded in the last step of the analysis only locally, with the maximal value of 23% in two shell elements (
Figure 15a). However, in the modeling approach #E, the limit value has been exceeded in a significant number of the finite elements (
Figure 15b). In the step where the peak loads
Nu have been achieved (
Figure 15c for approach #A and
Figure 15d for the approach #E), the energy ratios are far below the recommended value of 5%, with generally lower values for the modeling approach case #A (shell elements). Note: pay attention to the different contour scales.
6. Conclusions
The performed simulations aimed at the comparison of advanced numerical models and the determination of their limitations in the simulation of the pressure test of thin-walled stainless-steel columns, considering the loss of stability. The study shows a significant effect of the correct description of boundary conditions on the overall response. In addition to the comparative (normalized ultimate load
Nu,FE/
Nu,exp and deflection
ωu,FE/
ωu,exp), several generalizable conclusions could be obtained by cross-comparison, which is discussed in detail in
Section 5. Experimentally determined data from extensive research were considered as reference values. Very good agreement was reached for all used models.
The mean (average) value of the normalized ultimate axial load
Nu,FE/
Nu,exp was 1.010 (standard deviation 0.074) in this study and 1.024 (standard deviation 0.083) in the study by Mr. Buchanan, for the numerical analyses based on the “tensile test material properties” (TP) values. In the case of numerical simulations based on the values of the “stub-column material properties” (SCP), the average normalized ultimate axial load was 0.998 (standard deviation 0.050) in this study and 1.013 (standard deviation 0.047) in the study by Mr. Buchanan et al. These statistical values are graphically depicted in
Figure 16a (and also in
Table 16). The values of normalized ultimate forces are very close to 1, and the standard deviation is also low. The validation results for the ultimate forces presented here are in good agreement with the experimental study.
In the case of the normalized ultimate deflection
ωu,FE/
ωu,exp, the average values for numerical analyses utilizing the TP material values are 0.627 (st. dev. 0.631) and 0.612 (st. dev. 0.563) for this study and the study conducted by Mr. Buchanan et al., respectively. For numerical simulations utilizing the SCP values of material properties, the average values are 0.660 (st. dev. 0.545) and 0.708 (st. dev. 0.591) for this study and the study of Mr. Buchanan et al., respectively. These values are graphically depicted in
Figure 16b (and in
Table 16). The values seem to be rather scattered (normalized average not close to 1.00, large deviation). However, these values are very similar to those from the study by Mr. Buchanan et al., where the finite element models are successfully validated. The large deviation of values is the reason for the flat nature of the load-deflection curve near its maximal value of the ultimate load; therefore, larger values of standard deviations are expected.
Another objective was to describe a robust design procedure with the appropriate use of numerical simulation. This was achieved by a comparison of several modeling approaches. The modeling approaches differ in the adopted type of finite elements (either shell or solid), in varying element formulations (e.g., full integration or reduced integration), in varying mesh sizes (finer, coarser) or local geometrical imperfection incorporation or absence. The effects of these modeling approaches on the monitored main objective model outputs (ultimate axial load Nu and the corresponding midheight lateral deflection ωu) are relatively very small and therefore negligible. Considering the shape of the whole force-deflection curve and the local buckling area, the type of adopted finite elements along with their formulation set up have the highest importance on the numerical model response. The most suitable, and also the most effective, are shell elements. The influence of the mesh size (considering two types of mesh, either the finer 3 mm × 3 mm or coarser 5 mm × 8 mm) is slightly more important for shorter specimens than for the longer ones. The most negligible influence on the results, in general, is caused by the effect of the local geometrical imperfection within the considered amplitude value of t/10 (where t is the section thickness—various value for various cross-sectional sets).
The validated numerical FE models presented here will be used for future analyses, where a study of initial imperfections influence on the ultimate limit state using stochastic sensitivity analysis will be conducted. These are simulations of large sets of samples, and therefore, it is necessary to choose the most concise computational model with the minimum time requirement.