Abstract
This article provides an effective method of determining the coordinates of points and the angles for various surfaces approximating the ellipsoid surface. The stands of the stadium (with a capacity of up to 82,000 seats) with rows shaped by ellipse arcs were designed (in accordance with the European Standard EN 13200-1). An algorithm was proposed to determine the optimal height of the ring steps (with the guarantee of unobstructed vision of the entire playing field from each seat of the stands). The second algorithm ensures a comfortable space in each individual seating place in the stands (deviation of the depth of the row generated by ellipse arcs did not exceed 0.000009 m at any place of the stands). This article encourages readers to program DXF files (read in the AutoCAD system) to streamline design work.
1 Introduction
Architectural objects are based on sophisticated curvilinear geometry, and although they are not the cheapest, they increasingly appear on city maps (Sydney Opera House, Sky Towers (Abu Dhabi), Beijing National Grand Theatre, Jumeirah Beach Hotel (Dubai)). Such investments will attract tourists over the following years. So, good ideas for reducing the costs of their construction are very important.
To design a structure based on an ellipsoid

(a) Three-tier stadium with covered stands and (b) the ellipsoid-shaped elevation of the stadium with a footbridge.

The stands in the corner (a close-up).
The aim of this study is to program (according to the European Standard EN 13200-1) stadium stands with rows shaped by ellipse arcs. Modern stadium stands are designed in such a way as to place tens of thousands of people in one space and provide them with an uninterrupted view of the entire playing field and a comfortable space in an individual seating place. The problem of providing tens of thousands of people with an unobstructed view of the entire playing field was solved using the line of sight correction (LSC) algorithm (compared with Section 3.3) and the ball vision verification (BVV) algorithm (compared with Section 3.4). The problem of providing them with a comfortable space in an individual seating place was resolved using the row depth correction (RDC) algorithm (compared with Section 3.6). To design and verify the presented algorithms, tests were carried out for different variants of stands.
All figures were programed in C++ (in Visual Studio 2019), saved in DXF format (compared with ref. [1]), and exported (in the AutoCAD system) to DWG file (a standard file format for CAD).
2 The approximation of the ellipsoid offset surface
2.1 Mathematical formulas
Lemma 1
(compared with [2,3], p. 44) If
Let
are the tangent vectors to the surface
For a given smooth surface
Practical applications of the offset surfaces (offset curves) are described in refs [4,6,7].
Let
Let us assume that

The arrangement of points and surfaces
2.2 The coordinates of points
P
1
and
P
2
Let us take the parametric equations (1) of the ellipsoid
The coordinates of points
where
In practical applications, the (smaller) offset surface

A fragment of the ellipsoid
2.3 The coordinates of points
Q
1
and
T
1
Let
Hence and from Lemma 1, we have
Therefore (for
Let
Hence and from Lemma 1, we obtain
Figure 5(a) shows a fragment of the (red) ellipsoid

Fragments of the surfaces
2.4 The coordinates of points
Q
2
and
T
2
Let
Hence and from Lemma 1, we obtain the equation
Therefore (for
Remark 1
By using the equalities (9) to determine the coordinates
Let
where
Figure 6(a) shows a fragment of the (red) ellipsoid

Fragments of the surfaces
3 Stadiums based on curvilinear geometry
The form of the stands of a contemporary stadium is shaped in such a way as to place tens of thousands of people in one space and provide them with: an uninterrupted view of the entire playing field, a comfortable space in an individual seating place, and safe conditions for communication and evacuation (compared with ref. [9], p. 97). The paper proposes the construction of the stadium stands (in accordance with the guidelines and standards [10,11]) based on curvilinear geometry (i.e., with rows along the ellipse arcs) and with a constant height of the ring steps (different for each ring).
3.1 Symbols and dimensions of the stadium
The following dimensions of the stadium comply with the standards [10,11].
The stadium stands consist of three rings (I, II, and III) and are divided into parts as follows: the side stands (BA and BB), the stands behind the goal (AA and AB), and the stand in the corner (C) (Figure 7(a and b)). Three types of arcs were used for the design: the arcs of concentric ellipses

The stadium stands (for
In the side stands: the arc of the ellipse
The arcs of ellipses
The arcs of circles
The arcs of circles
3.2 Depth of a row
Remark 2
While determining the length of the ellipse arc, we obtain an elliptic integral that cannot be expressed by elementary functions (compared with ref. [12], p. 315–318). When designing the stadium stands, the length of the ellipse arc, measured along a broken line (composed of equal segments) inscribed in the ellipse arc, is more useful.
Symbols:
The values of
Test results for the side stands (for
|
0.5 | 1 | 1.5 | 2 | 3 | 5 | 7 | 10 | 15 | 20 |
---|---|---|---|---|---|---|---|---|---|---|
|
46.3 | 46.8 | 47.3 | 47.8 | 48.8 | 50.8 | 52.8 | 55.8 | 60.8 | 65.8 |
|
440.45849 | 314.23717 | 258.79431 | 226.01759 | 187.58951 | 149.92023 | 130.51249 | 113.85143 | 99.07076 | 90.87730 |
|
|
|
|
|
|
|
|
|
|
|
|
0.792945 | 0.787394 | 0.782800 | 0.778960 | 0.773080 | 0.766664 | 0.765147 | 0.768314 | 0.779317 | 0.789723 |
|
0.007055 | 0.012606 | 0.017200 | 0.021040 | 0.026920 | 0.033336 | 0.034853 | 0.031686 | 0.020683 | 0.010277 |
|
+ | 7 | 15.25 | 20 | 25.25 | 29.75 | 31.25 | 30.75 | 25.5 | 3.25 |
|
+ | + | + | 1.5 | 8.75 | 14.75 | 16.5 | 15.25 | 1.75 | + |
|
+ | + | + | + | + | 3.25 | 5.0 | 2.0 | + | + |
PTI | 6,048 | 5,994 | 6,076 | 6,081 | 6,169 | 6,290 | 6,393 | 6,540 | 6,799 | 6,924 |
PTII | 6,207 | 6,403 | 6,555 | 6,674 | 6,870 | 7,170 | 7,286 | 7,611 | 8,098 | 8,398 |
PTIII | 6,516 | 6,816 | 7,062 | 7,254 | 7,417 | 7,927 | 8,328 | 8,683 | 9,382 | 9,861 |
Test results for the stands behind the goal (for
|
0.5 | 1 | 1.5 | 2 | 3 | 5 | 7 | 10 | 15 | 20 |
---|---|---|---|---|---|---|---|---|---|---|
|
66.3 | 66.8 | 67.3 | 67.8 | 68.8 | 70.8 | 72.8 | 75.8 | 80.8 | 85.8 |
|
365.69134 | 260.29010 | 213.87164 | 186.36042 | 153.99161 | 122.04356 | 105.42506 | 91.00067 | 77.99210 | 70.63463 |
|
|
|
|
|
|
|
|
|
|
|
|
0.795898 | 0.793302 | 0.791561 | 0.790433 | 0.789478 | 0.790640 | 0.793516 | 0.797715 | 0.799885 | 0.796214 |
|
0.004102 | 0.006698 | 0.008439 | 0.009567 | 0.010522 | 0.009360 | 0.006484 | 0.002285 | 0.000115 | 0.003786 |
|
+ | + | + | + | 1.25 | + | + | + | + | + |
PTI | 4,185 | 4,248 | 4,288 | 4,327 | 4,397 | 4,482 | 4,471 | 4,647 | 4,930 | 5,248 |
PTII | 4,428 | 4,593 | 4,627 | 4,660 | 4,845 | 5,126 | 5,361 | 5,677 | 6,037 | 6,499 |
PTIII | 4,680 | 4,810 | 5,002 | 5,163 | 5,437 | 5,853 | 6,103 | 6,581 | 7,128 | 7,758 |

The depth of the first row in the stands: (a) BAI, BBI (for
Figure 7 shows the stadium stands plotted for unfavorable values
Table 1 presents test results for the side stands (for the values
Table 2 presents test results for the stands behind the goal. Figure 8 illustrates the values of
3.3 Lines of sight of the focus point
The focus is a point on the pitch of which unobstructed vision provides a full view of the entire playing field. In the case of a football arena, this is usually the closest point on the sideline. The observation of this point is possible only when the line of sight connecting this point with the point of the observer’s eye (let us denote by

The profile of the stand BBI (for
The line of sight correction (LSC) algorithm determines the optimal height H
n of the steps of the ring, i.e., such a minimum value (identical for the entire ring) that it is possible to observe the entire playing field from any eye point of the ring. The LSC algorithm is based on the method of the farthest eye point (a graphical method of modeling a rectilinear profile of the spectator stand (compared with ref. [9], p. 134)) and is adapted to the stands shaped by ellipse arcs. The LSC algorithm optimizes the initial lines of sight of the focus point
The LSC algorithm (the variant for the stand BBI)
Focus – the point

ILSF lines for the
Initialization: |
( 1) double Cx = 0.12, HnB = Cx+0.00001; |
( 2) double HOkn = HOk1+(n-1)*HnB, h = HOkn; |
( 3) double b = day+dlt_y, t1 = asin(day/b); |
( 4) double a = dax/cos(t1)+dlt_Ok, b += dlt_Ok; |
( 5) double an = a+(n-1)*S, bn = b+(n-1)*S; |
( 6) double ai = an-S, bi = bn-S, u = acos(dx/an); |
( 7) ellipse* ellB = new ellipse(an,bn); |
Iterations: |
( 8) while (u >= t1)
|
( 9)
|
(10)
|
(11)
|
(12)
|
(13)
|
(14)
|
(15)
|
(16)
|
(17)
|
(18)
|
zfi = h-HnB+Cx; |
(19)
|
(20)
|
(21)
|
(22)
|
(23)
|
(24)
|
(25)
|
(26)
|
(27) Hn = HnB; |
Description of the LSC algorithm: In the LSC algorithm, all distances are measured on a plane containing two points
Symbols in the algorithm (Figure 9): LOkn (
Initialization: As the initial value of HnB, any value from the range
Iterations: The LSC algorithm makes calculations for the consecutive eye points
The ellipse
Let us write down the equations of the line
We determine
where
Remark 3
(a) The critical point
(b) The optimal value of
where
It was checked that for the stands BBI (and ABI) (for
In order to determine the optimal value of
In Figure 11(a), the ILSF lines for the focus

Lines ILSF for the focus point
Tests showed that in the case of the proposed stands (shaped by arcs of ellipses), seeing the focus

ILSF lines (plotted for the focuses
To find the optimal value of
Table 3 presents the optimal heights of the ring steps for the stadiums with the following parameters (
Heights for rings I, II, and III (for
|
0.5 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|---|
|
0.356464 | 0.352438 | 0.345274 | 0.338902 | 0.333097 | 0.327733 | 0.32273 | 0.318034 | 0.313665 | 0.309664 | 0.306011 |
|
0.357095 | 0.353325 | 0.34622 | 0.339649 | 0.333574 | 0.327964 | 0.322792 | 0.318034 | 0.313665 | 0.309664 | 0.306011 |
|
7.98481 | 7.91317 | 7.77818 | 7.65334 | 7.5379 | 7.43131 | 7.33305 | 7.24264 | 7.15963 | 7.08362 | 7.01421 |
|
0.428275 | 0.424208 | 0.416733 | 0.409817 | 0.403307 | 0.397131 | 0.391257 | 0.385756 | 0.38065 | 0.375925 | 0.37157 |
|
0.428828 | 0.424915 | 0.417365 | 0.410215 | 0.40348 | 0.397162 | 0.391257 | 0.385756 | 0.38065 | 0.375925 | 0.37157 |
|
16.5614 | 16.4115 | 16.1255 | 15.8576 | 15.6075 | 15.3745 | 15.1582 | 14.9578 | 14.7726 | 14.6021 | 14.4456 |
|
0.473431 | 0.469526 | 0.46215 | 0.455112 | 0.448332 | 0.4418 | 0.435615 | 0.429812 | 0.424388 | 0.41934 | 0.414659 |
|
0.473916 | 0.470084 | 0.462548 | 0.455287 | 0.448362 | 0.4418 | 0.435615 | 0.429812 | 0.424388 | 0.41934 | 0.414659 |
|
26.0397 | 25.8132 | 25.3765 | 24.9634 | 24.5747 | 24.2105 | 23.8705 | 23.554 | 23.2604 | 22.9889 | 22.7388 |
3.4 The borderline position of the eye
European Standard EN 13200-1 specifies the maximum range of sight (
The ball vision verification algorithm (in short BVV). The variant for the stand C.
(a) Plot a fragment of the sphere
(b) Determine on the eye line in the
is met, then the segment
The aforementioned algorithm should be repeated for consecutive pairs of points

(a) Borderline positions of the eye lines (for
The largest football stadiums (except Salt Lake Stadium (Kolkata)) have a capacity of up to 100,000 seats. It has been checked that verified stadium (stadium template) can accommodate up to 82,000 seats (orange and blue seats in Figure 13(b)). It was assumed that each spectator (each point of the eye) must see the entire playing field from a distance of up to 190 m. The stadium stands (in Figure 13(b)) were plotted for the following parameters:
3.5 Plotting a profile of the stadium
Figure 14 shows a vertical plane containing the points

The profile of the stand BA (
3.6 Row depth correction
In Section 3.2, the depth

The stands BA, BB: (a) top view, (b) top view (corrected), and (c) color palette.
The row depth correction (RDC) algorithm corrects the values of
The RDC algorithm |
( 1) double dlt_E = 0.00001, dlt_b = 0; |
( 2) while (true)
|
( 3)
|
( 4)
|
( 5)
|
( 6)
|
( 7)
|
( 8)
|
( 9)
|
(10)
|
The RDC algorithm determines the value of
For stands BA and BB (for
4 Applications of the method
Nowadays, designers are looking for more and more sophisticated forms for representative architectural objects (Sydney Opera House, Cayan Tower (Dubai), 30 St Mary Axe (London), La Seine Musicale (Paris)). The designing of such objects requires appropriate design technologies, including ones for creating virtual prototypes, simulations, and numerical and visual data analysis. Also, when designing less impressive buildings, it is important to be able to obtain mathematical models for individual elements, fully dimension them, change the parameter values at each stage, and immediately obtain their visualization and a numerical report.
The presented geometric method can be used to model fragments of architectural objects with an ellipsoidal shape (elevations, roofs, and domes). Light lattice structures (compared with ref. [14]) or reinforced double-layer lattice structures (compared with ref. [7,15]) are especially appreciated. The method provides mathematical formulas for the coordinates of points and angles for the base surface and various surfaces approximating it. The proposed technique (programing DXF files) provides visualization (in the AutoCAD system) and full dimensioning (in TXT file). The combination of these methods can help designers effectively. We can find a lot of the Computer-aided design systems (CATIA, Digital Project, Pro/ENGINEER) that include parametric design tools and offer designers the possibility to create parametric scripts. But it is very expensive software. Only large design companies can afford to buy it. The proposed technology is much cheaper and allows the programer to design complex curvilinear forms in a short time (e.g., an ellipsoidal stadium with stands shaped by ellipse arcs).
5 Summary
The problem of placing up to 82,000 of people in the stands (with rows along the arcs of ellipses) of the stadium has been resolved. The problem is very precisely defined due to the established norms (compared with ref. [10,11]). First, the analysis of the depth of the rows was carried out. Next, a comfortable space was provided for each seat (in all stands) with an accuracy of 0.000009 m (compared with the RDC algorithm). An unobstructed view of the entire playing field from any place in the stands (at a distance not exceeding 190 m) was ensured, using the LSC algorithm and the BVV algorithm. The mentioned algorithms are effective because the formula (9) was used. In addition, the elevation of the stadium (in the shape of an ellipsoid) made of a light, two-layer lattice (Figure 1) was proposed. The design is a template (can be used for different parameter values). The geometric method and programing of DXF files with visualization in the AutoCAD system were used.
-
Conflict of interest: The author states no conflict of interest.
-
Data availability statement: All data generated or analyzed during this study are included in this published article (and its supplementary information files).
References
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© 2022 the author(s), published by De Gruyter
This work is licensed under the Creative Commons Attribution 4.0 International License.
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- Constraint evaluation and effects on selected fracture parameters for single-edge notched beam under four-point bending
- Minimizing form errors in additive manufacturing with part build orientation: An optimization method for continuous solution spaces
- The method of selecting adaptive devices for the needs of drivers with disabilities
- Control logic algorithm to create gaps for mixed traffic: A comprehensive evaluation
- Numerical prediction of cavitation phenomena on marine vessel: Effect of the water environment profile on the propulsion performance
- Boundary element analysis of rotating functionally graded anisotropic fiber-reinforced magneto-thermoelastic composites
- Effect of heat-treatment processes and high temperature variation of acid-chloride media on the corrosion resistance of B265 (Ti–6Al–4V) titanium alloy in acid-chloride solution
- Influence of selected physical parameters on vibroinsulation of base-exited vibratory conveyors
- System and eco-material design based on slow-release ferrate(vi) combined with ultrasound for ballast water treatment
- Experimental investigations on transmission of whole body vibration to the wheelchair user's body
- Determination of accident scenarios via freely available accident databases
- Elastic–plastic analysis of the plane strain under combined thermal and pressure loads with a new technique in the finite element method
- Design and development of the application monitoring the use of server resources for server maintenance
- The LBC-3 lightweight encryption algorithm
- Impact of the COVID-19 pandemic on road traffic accident forecasting in Poland and Slovakia
- Development and implementation of disaster recovery plan in stock exchange industry in Indonesia
- Pre-determination of prediction of yield-line pattern of slabs using Voronoi diagrams
- Urban air mobility and flying cars: Overview, examples, prospects, drawbacks, and solutions
- Stadiums based on curvilinear geometry: Approximation of the ellipsoid offset surface
- Driftwood blocking sensitivity on sluice gate flow
- Solar PV power forecasting at Yarmouk University using machine learning techniques
- 3D FE modeling of cable-stayed bridge according to ICE code
- Review Articles
- Partial discharge calibrator of a cavity inside high-voltage insulator
- Health issues using 5G frequencies from an engineering perspective: Current review
- Modern structures of military logistic bridges
- Retraction
- Retraction note: COVID-19 lockdown impact on CERN seismic station ambient noise levels
- Special Issue: Trends in Logistics and Production for the 21st Century - Part II
- Solving transportation externalities, economic approaches, and their risks
- Demand forecast for parking spaces and parking areas in Olomouc
- Rescue of persons in traffic accidents on roads
- Special Issue: ICRTEEC - 2021 - Part II
- Switching transient analysis for low voltage distribution cable
- Frequency amelioration of an interconnected microgrid system
- Wireless power transfer topology analysis for inkjet-printed coil
- Analysis and control strategy of standalone PV system with various reference frames
- Special Issue: AESMT
- Study of emitted gases from incinerator of Al-Sadr hospital in Najaf city
- Experimentally investigating comparison between the behavior of fibrous concrete slabs with steel stiffeners and reinforced concrete slabs under dynamic–static loads
- ANN-based model to predict groundwater salinity: A case study of West Najaf–Kerbala region
- Future short-term estimation of flowrate of the Euphrates river catchment located in Al-Najaf Governorate, Iraq through using weather data and statistical downscaling model
- Utilization of ANN technique to estimate the discharge coefficient for trapezoidal weir-gate
- Experimental study to enhance the productivity of single-slope single-basin solar still
- An empirical formula development to predict suspended sediment load for Khour Al-Zubair port, South of Iraq
- A model for variation with time of flexiblepavement temperature
- Analytical and numerical investigation of free vibration for stepped beam with different materials
- Identifying the reasons for the prolongation of school construction projects in Najaf
- Spatial mixture modeling for analyzing a rainfall pattern: A case study in Ireland
- Flow parameters effect on water hammer stability in hydraulic system by using state-space method
- Experimental study of the behaviour and failure modes of tapered castellated steel beams
- Water hammer phenomenon in pumping stations: A stability investigation based on root locus
- Mechanical properties and freeze-thaw resistance of lightweight aggregate concrete using artificial clay aggregate
- Compatibility between delay functions and highway capacity manual on Iraqi highways
- The effect of expanded polystyrene beads (EPS) on the physical and mechanical properties of aerated concrete
- The effect of cutoff angle on the head pressure underneath dams constructed on soils having rectangular void
- An experimental study on vibration isolation by open and in-filled trenches
- Designing a 3D virtual test platform for evaluating prosthetic knee joint performance during the walking cycle
- Special Issue: AESMT-2 - Part I
- Optimization process of resistance spot welding for high-strength low-alloy steel using Taguchi method
- Cyclic performance of moment connections with reduced beam sections using different cut-flange profiles
- Time overruns in the construction projects in Iraq: Case study on investigating and analyzing the root causes
- Contribution of lift-to-drag ratio on power coefficient of HAWT blade for different cross-sections
- Geotechnical correlations of soil properties in Hilla City – Iraq
- Improve the performance of solar thermal collectors by varying the concentration and nanoparticles diameter of silicon dioxide
- Enhancement of evaporative cooling system in a green-house by geothermal energy
- Destructive and nondestructive tests formulation for concrete containing polyolefin fibers
- Quantify distribution of topsoil erodibility factor for watersheds that feed the Al-Shewicha trough – Iraq using GIS
- Seamless geospatial data methodology for topographic map: A case study on Baghdad
- Mechanical properties investigation of composite FGM fabricated from Al/Zn
- Causes of change orders in the cycle of construction project: A case study in Al-Najaf province
- Optimum hydraulic investigation of pipe aqueduct by MATLAB software and Newton–Raphson method
- Numerical analysis of high-strength reinforcing steel with conventional strength in reinforced concrete beams under monotonic loading
- Deriving rainfall intensity–duration–frequency (IDF) curves and testing the best distribution using EasyFit software 5.5 for Kut city, Iraq
- Designing of a dual-functional XOR block in QCA technology
- Producing low-cost self-consolidation concrete using sustainable material
- Performance of the anaerobic baffled reactor for primary treatment of rural domestic wastewater in Iraq
- Enhancement isolation antenna to multi-port for wireless communication
- A comparative study of different coagulants used in treatment of turbid water
- Field tests of grouted ground anchors in the sandy soil of Najaf, Iraq
- New methodology to reduce power by using smart street lighting system
- Optimization of the synergistic effect of micro silica and fly ash on the behavior of concrete using response surface method
- Ergodic capacity of correlated multiple-input–multiple-output channel with impact of transmitter impairments
- Numerical studies of the simultaneous development of forced convective laminar flow with heat transfer inside a microtube at a uniform temperature
- Enhancement of heat transfer from solar thermal collector using nanofluid
- Improvement of permeable asphalt pavement by adding crumb rubber waste
- Study the effect of adding zirconia particles to nickel–phosphorus electroless coatings as product innovation on stainless steel substrate
- Waste aggregate concrete properties using waste tiles as coarse aggregate and modified with PC superplasticizer
- CuO–Cu/water hybrid nonofluid potentials in impingement jet
- Satellite vibration effects on communication quality of OISN system
- Special Issue: Annual Engineering and Vocational Education Conference - Part III
- Mechanical and thermal properties of recycled high-density polyethylene/bamboo with different fiber loadings
- Special Issue: Advanced Energy Storage
- Cu-foil modification for anode-free lithium-ion battery from electronic cable waste
- Review of various sulfide electrolyte types for solid-state lithium-ion batteries
- Optimization type of filler on electrochemical and thermal properties of gel polymer electrolytes membranes for safety lithium-ion batteries
- Pr-doped BiFeO3 thin films growth on quartz using chemical solution deposition
- An environmentally friendly hydrometallurgy process for the recovery and reuse of metals from spent lithium-ion batteries, using organic acid
- Production of nickel-rich LiNi0.89Co0.08Al0.03O2 cathode material for high capacity NCA/graphite secondary battery fabrication
- Special Issue: Sustainable Materials Production and Processes
- Corrosion polarization and passivation behavior of selected stainless steel alloys and Ti6Al4V titanium in elevated temperature acid-chloride electrolytes
- Special Issue: Modern Scientific Problems in Civil Engineering - Part II
- The modelling of railway subgrade strengthening foundation on weak soils
- Special Issue: Automation in Finland 2021 - Part II
- Manufacturing operations as services by robots with skills
- Foundations and case studies on the scalable intelligence in AIoT domains
- Safety risk sources of autonomous mobile machines
- Special Issue: 49th KKBN - Part I
- Residual magnetic field as a source of information about steel wire rope technical condition
- Monitoring the boundary of an adhesive coating to a steel substrate with an ultrasonic Rayleigh wave
- Detection of early stage of ductile and fatigue damage presented in Inconel 718 alloy using instrumented indentation technique
- Identification and characterization of the grinding burns by eddy current method
- Special Issue: ICIMECE 2020 - Part II
- Selection of MR damper model suitable for SMC applied to semi-active suspension system by using similarity measures