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Atomistic Simulation studies of the Cement Paste Components

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<strong>Atomistic</strong> <strong>Simulation</strong> <strong>studies</strong> <strong>of</strong> <strong>the</strong> <strong>Cement</strong> <strong>Paste</strong> <strong>Components</strong><br />

( +Δ ) − ( −Δ )<br />

r t t r t t<br />

v()<br />

t = + O Δt<br />

2Δt<br />

2<br />

( )<br />

(2.4.8)<br />

Note that <strong>the</strong> numerical error <strong>of</strong> <strong>the</strong> algorithm is in <strong>the</strong> order <strong>of</strong> Δt 4 for <strong>the</strong> positions and<br />

in <strong>the</strong> order <strong>of</strong> Δt 2 in <strong>the</strong> velocities.<br />

O<strong>the</strong>r algorithms are alternatives to <strong>the</strong> Verlet scheme, such as <strong>the</strong> Euler, <strong>the</strong> Leap<br />

Frog, and <strong>the</strong> velocity Verlet algorithms. Higher-Order schemes as <strong>the</strong> predictorcorrection<br />

algorithm employ information from higher order derivatives <strong>of</strong> <strong>the</strong> Taylor<br />

expansion. For a detailed description <strong>of</strong> algorithms and <strong>the</strong>ir capabilities see references<br />

[131, 157, 160, 161].<br />

• Ensembles<br />

The ergodic hypo<strong>the</strong>sis states that <strong>the</strong> time average in MD is equal to <strong>the</strong> ensemble<br />

average in Monte Carlo (MC) methods. In MD simulations <strong>the</strong> time average properties<br />

<strong>of</strong> a system <strong>of</strong> N particles, are calculated while keeping constant <strong>the</strong> volume and <strong>the</strong><br />

energy are measured. Those are <strong>the</strong> conditions <strong>of</strong> a microcanonical ensemble (NVE).<br />

However, in many cases it is convenient to perform calculations at constant pressure or<br />

temperature. For that purpose <strong>the</strong>re are some alternatives that will be explained in <strong>the</strong><br />

following.<br />

One way to carry out MD simulation in <strong>the</strong> canonical ensemble (NVT), is by coupling<br />

<strong>the</strong> system to an imaginary heath bath [162]. The temperature is preserved constant by<br />

exchanging energy with this bath. The energy exchange is done applying impulsive<br />

forces on randomly selected atoms at a certain frequency. This process can be<br />

considered as a MC step which varies <strong>the</strong> energy between <strong>the</strong> usual MD steps in <strong>the</strong><br />

microcanonical ensemble. The coupling strength between <strong>the</strong> system and <strong>the</strong> bath is<br />

controlled by <strong>the</strong> frequency <strong>of</strong> <strong>the</strong> energy exchange steps.<br />

O<strong>the</strong>r possibility is based on a modification <strong>of</strong> <strong>the</strong> Langrangian equations <strong>of</strong> motion.<br />

As shown in equation (2.4.5), <strong>the</strong> temperature depends on <strong>the</strong> average kinetic energy.<br />

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