Project 4 - MCM Competition

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1. Research Problem

Research Problem
Figure 1: The problem of the MCM competition

We analyze worn stairs in historical structures to extract information about their age, usage patterns, and renovations. Key questions we explore include:

2. HEW Model Development

2.1. Assumptions

2.2. Static Single-Foot Pressure (SSFP Model)

Each stair step is used by a single foot at a time, exerting vertical force:

\[ F_w = mg = 62 \times 9.81 = 608.22 \text{ N} \]

Contact area (including shoes): \[ 0.105 \times l_c \text{ m}^2 \]

Pressure applied on the stair:

\[ P(l_c) = \frac{608.22}{0.105 \times l_c} \text{ N/m}^2 \]

Foot placement on stair
Figure 2: Foot placement on stair

2.3. Foot Placement Distribution – Bimodal Beta Model

Stepping behavior follows a Brownian motion-inspired probability distribution:

\[ B_1 \sim \text{Beta}(\alpha=2, \beta=5), \quad B_2 \sim \text{Beta}(\alpha=5, \beta=2) \]

Bimodal distribution of steps
Figure 3: Bimodal distribution of steps

3. Stair Structural Deflection – Hybrid Euler-Bernoulli Winkler (HEW) Model

The deflection function follows the Euler–Bernoulli Beam Theory:

\[ \frac{d^2}{d y^2}\left[E I \frac{d^2 w(y)}{d y^2}\right]=q_0 \]

for \(E\) represent the Young's modulus \(I\) refers to the second moment of area about the neutral axis parallel to the width, \(w(y)\) is the deflection of the beam in the \(z\) direction.

Bimodal distribution of steps
Figure 4: Euler Bernoulli Method

By our assumption, \(l_y\) is short enough to step only once on the tread. The original point-load Eu- ler Bernoulli beam equation is an over-simplification if combined with our SSFP model, because the length of the foot is usually significant compared to the length of the tread. If we apply the standard approach using a uniform load partially distributed beam method, the solution, as we verified, also does not blend with the nature of our SSFP Model well since the beam only deflects in a fully smooth way.

3.1 Hybrid Euler-Bernoulli Winkler (HEW) Model

We eparate the 1D beam intotwo regions and construct piecewise functions accordingly:

\[ q(x) = k \cdot w(x) \]

where \( k = \frac{E}{t} \) represents spring stiffness.

Bimodal distribution of steps
Figure 5: HEW method

We believe this is an excellent choice because Winkler’s model assumes no shear interaction or displacement coupling between adjacent points. When the deformation of the tread is extremely small (which is the scenario for our SSFP model), the interaction between adjacent points be- comes small as well. It is reasonable to approximate, that when under tiny deformation, material non-linearities like plastic deformation, and rupture, are negligible

The formula of HEW formulate as below:

Piecewise Beam-Winkler ODE Formulation

1. No-load Interval \([0, a]\)

ODE:

\[ EI w_1^{(4)}(y) + k w_1(y) = 0, \quad y \in [0, a] \]

Boundary Conditions (BCs) at \( y = 0 \):

\[ w_1(0) = 0, \quad w_1^{\prime}(0) = 0 \]

Continuity Conditions (CCs) at \( y = a \):

\[ w_1(a) = \frac{q}{k}, \quad w_1^{\prime}(a) = 0 \]

2. Loaded Interval \([a, L_y]\)

ODE:

\[ q (L_y - a) = k (L_y - a) w_2 \]

Solution:

\[ w_2 = \frac{q}{k}, \quad y \in [a, L_y] \]

4. HEWAN Model

Based on the basic HEW model, we add two corrective terms: one is Archard-Wear Law and the natural factor.

4.1 Archard-Wear Law – Material Erosion Over Time

One important correction factor we need to consider is the frictional force on the contact area that results in the loss of volume. We use the empirical relationship Archard-Wear to quantify the volume of material removed due to wear. For simplicity, we assume the deflection and height lost are additive over region 2.

\[ \Delta V_{worn} = K \frac{(F_{fric} \cdot S)}{H} \]

Incremental depth loss per step from Archard's relation :

\[ \Delta h = \left( \frac{K}{H \cdot A(l_c)} \right) \cdot (\mu q) \cdot S \]

4.2. Natural Factor – Environmental Impact

We propose that the natural erosion of stair structures is influenced by multiple environmental factors, including time since construction, temperature fluctuations, humidity levels, and wind erosion along stair edges. The erosion model is given by:

\[ A_{Natural}(y,t,H,T) = Stiffness Factor \times (\alpha t^{\beta} + \gamma e^{\delta H_t} + \eta |T - T_{ref}|) \times f(y) \]

Where:

The erosion effect due to time, humidity, and temperature depends on the material’s stiffness, defined as:

\[ Stiffness Factor = \frac{1}{(1 + E_{material})} \times 10^{11} \]

where Ematerial represents Young’s modulus of the material. As stiffness increases, the erosion rate decreases.

Wind-Induced Edge Erosion

The effect of wind-induced edge erosion is modeled by:

\[ f_e(y) = 1 + k \times (e^{-(y-1)/\sigma_y)^2} - 1 \]

Where:

As y increases (approaching the stair’s edge), fe(y) also increases, indicating greater erosion intensity near the edges due to wind and rain exposure. This is similiar to real situation since the edge of the stair is usually more smooth than the inner part.

4.3. Final Model

A linear combination of Hybrid Eular-Bernoulli Winkler (HEW), Archard-Wear Law, and natural factors presents The final deflection HEWAN function \(W(y)\) of the extracted beam:

\[ W_{HEWAN}(y) = \left\{ \begin{array}{ll} w_1(y) + A_{\text{natural}}(y, t, H, T), & 0 < y < a \\ w_2(y) + \Delta h + A_{\text{natural}}(y, t, H, T), & a < y < L_y \end{array} \right. \]

Based on the simulation of HEWAN model, we are able to use backward analysis to trace back the information of stair, including: age of stair, material, pattern of use and so on.

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