A* Path-Finding Algorithm to Determine Cell Connections by Max Weng (22327159)

“…The integration of heuristic optimization and machine learning significantly enhances both speed and precision in astrocyte data analysis. Future work aims to generalize this algorithm for broader biological applications by training additional Cellpose models and adapting the A* framework.…”

K-shortest path algorithm, finding count, and OD algorithm. by Jin Ki Eom (21192426)

“…<p>K-shortest path algorithm, finding count, and OD algorithm.</p>…”

Algorithm comparison. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

NSGA-III algorithm flow chart. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

Beluga Whale Optimization algorithm flow chart. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

Regime evolution path. by Linxi Wang (3068649)

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Navigating Phase Transitions with Path-Finding Algorithms: A Strategic Approach to Replica Exchange Monte Carlo by Akie Kowaguchi (12994079)

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Automated Analysis of Astrocyte Cell Connectivity After Laser Ablation Using Machine Learning and Path-Finding Algorithms by Connor Lee (22327243)

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Comparison of different path optimization models across multiple datasets: Visual analysis of path length, transport cost, and delay rate, showcasing the performance of each model... by Jiangjiang He (9676377)

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Agricultural field path planning diagram. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

Planning data for different plots. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

Different plane moving paths. by Yanlin Zhao (251552)

“…With the continuous advancement of global intelligent manufacturing, MCMC has emerged as a viable solution, with several smart factories already implementing this model. Existing literature predominantly utilizes the NSGA II algorithm for SCMC layouts due to their relatively few objectives. …”

Moving path on the same plane. by Yanlin Zhao (251552)

“…With the continuous advancement of global intelligent manufacturing, MCMC has emerged as a viable solution, with several smart factories already implementing this model. Existing literature predominantly utilizes the NSGA II algorithm for SCMC layouts due to their relatively few objectives. …”

Partial field data of Huaxing Farm. by Manxian Yang (20521600)

“…To improve agricultural production efficiency and reduce operational costs, an enhanced method for planning land preparation paths is proposed. In the initial stage, unmanned aerial vehicles (UAVs) are employed to collect data from the field, which is then used to construct accurate farm models. …”

Path optimization results under different conditions: GL-SSL model’s dynamic path planning in smart port multimodal transportation, showcasing path optimization at port nodes under... by Jiangjiang He (9676377)

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The framework of our model. by Qingling Zhang (758713)

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Path length variation diagram of each algorithm. by Yun Qi (560401)

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Simulation results of each algorithm path map. by Yun Qi (560401)

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Shortest path calculation using Dijkstra’s Algorithm. by Qing Zhu (349093)

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Overall Architecture of the GL-SSL Model for Smart Port Path Optimization, Integrating GCN, LSTM, and SSL for Efficient Multimodal Path Planning and Dynamic Decision-Making in Port... by Jiangjiang He (9676377)

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