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Article

Tourism Route Optimization of Scenic Areas Based on Floyd Path Algorithm: Taking Tianjin Changlu Salt Field as an Example

1
College of Fine Arts and Design, Tianjin Normal University, Tianjin 300387, China
2
College of Computer Science and Information Engineering, Tianjin Normal University, Tianjin 300387, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work and should be regarded as co-first authors.
Land 2026, 15(3), 483; https://doi.org/10.3390/land15030483
Submission received: 7 February 2026 / Revised: 12 March 2026 / Accepted: 13 March 2026 / Published: 17 March 2026
(This article belongs to the Special Issue Urban Planning for a Sustainable Future)

Abstract

Sustainable tourist route design is a critical challenge in industrial heritage planning. While prior tourism routing algorithms predominantly minimize physical distance, and conventional heritage planning focuses on the static preservation of abandoned sites, both lack the multi-objective adaptability required for “living” industrial landscapes. In such dynamic environments, active production, tourism, and ecological conservation intricately coexist. To address this gap, this study proposes a novel, data-driven route planning framework, taking the Tianjin Changlu Salt Field as a case study. The genuine novelty lies in integrating multi-objective network optimization with spatial design implementation. The site is abstracted into a topological network comprising 13 nodes and 19 edges. Multi-attribute edge weights—incorporating spatial distance, travel time, landscape attractiveness, and ecological sensitivity—are quantified using entropy weighting fused with subjective preferences. Using the Floyd–Warshall algorithm, three theme-based touring routes are generated. Unlike traditional methods, this workflow actively translates algorithmic outputs into concrete spatial strategies, such as bypassing ecologically sensitive zones and transforming production facilities into perceptible landscape nodes. Comparative evaluations demonstrate that these optimized routes achieve higher comprehensive utility than baseline and designer-generated schemes, offering a pioneering, reproducible paradigm for the sustainable renewal of living industrial heritage.
Keywords: industrial heritage; landscape renewal design; entropy weighting; Floyd algorithm; path planning; salt industry-themed area industrial heritage; landscape renewal design; entropy weighting; Floyd algorithm; path planning; salt industry-themed area

Share and Cite

MDPI and ACS Style

Lin, Z.; Shan, L.; Liu, Y.; Zhang, L.; Yao, B. Tourism Route Optimization of Scenic Areas Based on Floyd Path Algorithm: Taking Tianjin Changlu Salt Field as an Example. Land 2026, 15, 483. https://doi.org/10.3390/land15030483

AMA Style

Lin Z, Shan L, Liu Y, Zhang L, Yao B. Tourism Route Optimization of Scenic Areas Based on Floyd Path Algorithm: Taking Tianjin Changlu Salt Field as an Example. Land. 2026; 15(3):483. https://doi.org/10.3390/land15030483

Chicago/Turabian Style

Lin, Zikun, Linlin Shan, Yang Liu, Long Zhang, and Bin Yao. 2026. "Tourism Route Optimization of Scenic Areas Based on Floyd Path Algorithm: Taking Tianjin Changlu Salt Field as an Example" Land 15, no. 3: 483. https://doi.org/10.3390/land15030483

APA Style

Lin, Z., Shan, L., Liu, Y., Zhang, L., & Yao, B. (2026). Tourism Route Optimization of Scenic Areas Based on Floyd Path Algorithm: Taking Tianjin Changlu Salt Field as an Example. Land, 15(3), 483. https://doi.org/10.3390/land15030483

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