Advanced smart trigeneration energy system design for commercial building applications – Energy and cost performance analyses

Yang, Libing; Entchev, Evgueniy; Ghorab, Mohamed; Lee, Euy-Joon; Kang, Eun-Chul; Kim, Yujin; Nam, Yujin; Bae, Sangmu; Kim, Kwonye

doi:10.1016/j.energy.2022.124890

Cited by 6 publications

(3 citation statements)

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“…The precision is for our prediction result, which indicates how many of the samples predicted to be positive are really positive samples. Then there are two possibilities to predict as positive, one is to predict the positive class as a positive class, and the other is to predict the negative class as a positive class, as shown in Equation (14).…”

Section: ) Accuracy and Recallmentioning

confidence: 99%

“…Commercial architectural design is both the learning of living, carrying people's functional thinking about their own living space, and the presentation of aesthetics, holding people's infinite sentiments about the spatial mood and visual interface [1][2]. They are either pure beauty, not caring about the interference and influence of external factors on architectural design, or opening new scenes with a gentle attitude and professional perspective [3][4].…”

Section: Introductionmentioning

confidence: 99%

“…Literature [13] elaborates on the application paths of commercial buildings in different periods of development, discusses the performance of commercial building design and its energy-saving technology design, and further understands the development prospect of commercial buildings and the overall direction of design to promote the development of urbanization. The literature [14] designs according to regional commercial building requirements, which can improve the scientific and rational design of small commercial buildings. The literature [15] explores the design planning of commercial buildings from the perspective of "building planning".…”

Section: Introductionmentioning

confidence: 99%

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The use of graphic design elements in commercial architectural design in the context of intelligence

Song

2023

Applied Mathematics and Nonlinear Sciences

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In this paper, firstly, in the context of intelligence, using techniques such as hierarchical features, local perceptual field, weight sharing, and spatial subsampling make the convolutional neural network with representational learning ability, certain translation, scaling, and deformation invariance, which can accurately extract the features of target objects in graphic design elements. Next, the network structure, loss function, and optimization methods of MaskR-CNN are analyzed, and the MaskR-CNN convolutional neural network is implemented based on the TensorFlow framework, and the network is applied to the extraction of buildings from graphic design elements. Then the borrowed landscape technique in graphic design is used to enrich the combination form of elements of architectural design through the mirror effect of water landscape. The selected IALD dataset is composed of 180 data images and 180 corresponding labeled images, and the effect of high-resolution building extraction of graphic design elements based on the MaskR-CNN model is verified by simulation experiments. The simulation results show that Mask R-CNN improves the accuracy of building extraction from graphic design elements by 5.11%, mAP also improves by about 10.09%, and the inference time is less than 1 second; Mask R-CNN has good robustness and accuracy for building extraction from graphic design elements. This study has important research significance for the depth and development of the commercial architectural design.

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Section: ) Accuracy and Recallmentioning

confidence: 99%