Ablation test results. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Hyperparameter selection test. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Multiple index test results of different methods. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Backtracking strategy diagram. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Comparison of differences in literature methods. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

New building interior space layout model flow. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Schematic of iteration process of IDE-IIGA. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Schematic diagram of IGA chromosome coding. by Ling Zhao (111365)

“…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …”

Comparison of curve modeling techniques. by Ganbin Xu (21688817)

“…This paper focuses on path planning in three-dimensional gridded urban environments, examining multi-strategy algorithms and Bézier curve optimization techniques for law enforcement operations. …”

Comparison of path length and search time. by Kuo Hu (5349881)

Utilizing and optimizing non-disrupted lines for evacuating passengers in Urban rail transit networks during disruptions by Lebing Wang (20419496)

“…The inclusion of a Path-Sized Logit model within the optimization framework accurately reflects passenger path-choice behaviours, while an iterative algorithm is introduced to tackle the nonlinear models. …”

Diagram of the Long Short-Term Memory (LSTM) cell. by Qing Zhu (349093)

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Visualization of a directed graph with node 0 as the central hub, showing distinct pathways (red, blue, green, yellow) connecting to other nodes, indicating directional relationshi... by Qing Zhu (349093)

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Directed graph representation with nodes (A-E) and edges indicating directional relationships between nodes. by Qing Zhu (349093)

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Architecture of the LSTM-based sequence-to-sequence model for input-output tree transformation. by Qing Zhu (349093)

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Actual vs predicted EV charging demand in three regions. by Qing Zhu (349093)

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Graph representation of all possible , where <i>A</i>⁺ is constrained to be an optimal solution for the example in Fig 1. by Jordan Moutet (21800145)

Graph representation of all possible , where <i>A</i>⁺ is constrained to be an optimal solution for the example in Fig 1. by Jordan Moutet (21800145)

Matching results. by Xue Xing (20756069)

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Frame diagram of the ST-GNN model. by Xue Xing (20756069)

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