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Related Concept Videos

Potential Energy00:52

Potential Energy

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The energy stored by a structure and location of matter in space is called potential energy. For instance, raising a kettlebell changes its spatial location and increases its potential energy. Similarly, a stretched rubber band contains potential energy which, under certain conditions, can be converted into other forms of energy, such as kinetic energy.
Chemical bonds that form attractive forces between atoms also contain potential energy, called chemical energy. When a chemical reaction...
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Potential Energy01:09

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A conservative force, such as a gravitational or elastic force, gives the body the capacity to do work. This capacity, measured as the potential energy, depends on the body's location or “position” relative to a fixed reference position or datum. The gravitational potential energy is considered zero at the reference point. Suppose a body is located at some vertical distance above a fixed horizontal reference or datum. In that case, the weight of the body has positive gravitational potential...
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Thermodynamics of a Redox Reaction
Thermodynamics is the branch of physics dealing with the relationship between heat and other forms of energy. In an electrochemical cell, chemical energy is converted into electrical energy.
Thus, a link can be predicted between cell potential, free energy change, and the equilibrium constant for the reaction. Cell potential can also be measured as the oxidant or the reducing strength, and similar acid-base strength measures are reflected in equilibrium...
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Development of Analytical Methods01:21

Development of Analytical Methods

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An analytical methodology can be divided into four sequential steps: technique, method, procedure, and protocol. A technique is a scientific principle that rationalizes a specific phenomenon through chemical measurements. Adapting a technique for analyzing a sample of interest is termed a method. The procedure outlines the directions for performing the analysis via an analytical method. The protocol is the detailed guidelines on the procedure, which should be strictly followed to obtain the...
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Types of Potential Energy01:16

Types of Potential Energy

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Potential energy is also known as energy at rest or stored energy. Common types of potential energy include the gravitational potential energy stored in an apple hanging from a tree, the electrical potential energy stored in an object due to the attraction or repulsion of electric charges, and the chemical potential energy stored in the bonds between atoms and molecules. Additionally, the nuclear energy stored in an atomic nucleus and the elastic energy stored in a stretched spring due to its...
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Gravitational Potential Energy01:14

Gravitational Potential Energy

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Potential energy is not just a property of each object, but also a property of the interactions between objects in a chosen system. For each type of interaction present in a system, there is a corresponding type of potential energy. The total potential energy of the system is the sum of the potential energies of all the objects. Potential energy can be classified into two major categories: gravitational potential energy and elastic potential energy. The potential energy associated with a...
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PSO Method for Fitting Analytic Potential Energy Functions. Application to I-(H2O).

H N Bhandari, X Ma, A K Paul1

  • 1Department of Chemistry National Institute of Technology, Meghalaya , Shillong 793003 Meghalaya , India.

Journal of Chemical Theory and Computation
|January 19, 2018
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Summary

Particle Swarm Optimization (PSO) efficiently fits analytic potential energy functions for iodine-water clusters. This method is more accurate and faster than genetic algorithms, providing reliable models for molecular simulations.

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Area of Science:

  • Computational Chemistry
  • Theoretical Chemistry
  • Molecular Modeling

Background:

  • Accurate potential energy functions are crucial for molecular simulations.
  • Fitting these functions to ab initio calculations can be computationally intensive.
  • The interaction between iodide (I-) and water (H2O) is important in various chemical systems.

Purpose of the Study:

  • To develop and validate an efficient method for fitting analytic potential energy functions to intermolecular potential energy curves.
  • To compare the performance of Particle Swarm Optimization (PSO) with a genetic/nonlinear least-squares algorithm for this fitting task.
  • To assess the accuracy and computational cost of different molecular models for I-(H2O) interactions.

Main Methods:

  • Utilized Particle Swarm Optimization (PSO) to fit a six-parameter analytic potential energy function to DFT/B97-1 calculated potential energy curves for I-(H2O).
  • Employed two models for H2O: a three-site model and a four-site model including a ghost atom.
  • Compared PSO fitting results with those obtained using a genetic/nonlinear least-squares algorithm.

Main Results:

  • The four-site model significantly improved fitting accuracy compared to the three-site model for both algorithms.
  • PSO demonstrated superior accuracy and reduced computation time compared to the genetic/nonlinear least-squares algorithm.
  • PSO achieved root-mean-square errors (RMSE) of 1.37 and 0.22 kcal/mol for the three- and four-site models, respectively, with manageable computation times.

Conclusions:

  • Particle Swarm Optimization is a highly efficient and accurate method for fitting analytic intermolecular potential energy functions.
  • The four-site model with PSO provides an adequate representation of I-(H2O) interactions for calculating cluster properties.
  • PSO offers a robust and time-saving alternative for developing accurate molecular potentials.