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Application of coarse-grid computational fluid dynamics on indoor environment modeling: Optimizing the trade-off between grid resolution and simulation accuracy

机译:粗网格计算流体动力学在室内环境建模中的应用:优化网格分辨率和模拟精度之间的权衡

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Computational fluid dynamics has been playing an important role in building design and indoor environment study for decades. However, the computing cost of grid-independent computational fluid dynamics prevents its application from real-time simulation in many areas, such as building emergency evacuation and hourly-based energy simulation. Although coarse-grid computational fluid dynamics has the potential of being as fast as or faster than real time and can provide valuable information for decision making, the credibility of coarse-grid computational fluid dynamics results is questioned due to the unknown error scale it brings. This study investigates the grid-induced error, evaluates the potential computing cost saving by using a coarse grid, and provides a guideline for optimizing the trade-off between grid resolution and computing cost. The numerical error caused by coarse grid can be minimized by appropriately adapting the distribution of grid size. Following the guideline of coarse-grid specifications, coarse-grid computational fluid dynamics can provide informative prediction that is comparable to a grid-independent result on building environment modeling. The computing cost of computational fluid dynamics with an optimized coarse grid is usually orders of magnitude less than that with uniform fine grid.
机译:数十年来,计算流体动力学一直在建筑设计和室内环境研究中发挥重要作用。但是,与网格无关的计算流体动力学的计算成本使它无法在许多领域进行实时仿真,例如建筑物紧急疏散和基于小时的能源仿真。尽管粗网格计算流体动力学可能具有与实时一样快或更快的潜力,并且可以为决策提供有价值的信息,但是粗网格计算流体动力学结果的可信度因其带来的未知误差规模而受到质疑。这项研究调查了网格引起的误差,评估了使用粗网格节省的潜在计算成本,并为优化网格分辨率和计算成本之间的权衡提供了指导。通过适当调整网格大小的分布,可以使由粗网格引起的数值误差最小。遵循粗网格规范的指导原则,粗网格计算流体动力学可以提供与建筑环境建模中与网格无关的结果可比的可预测的信息。具有优化的粗网格的计算流体动力学的计算成本通常比具有均匀细网格的计算成本小几个数量级。

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