Open access Journal SINTA 3
WEB BASED GEOGRAPHIC INFORMATION SYSTEM FOR OPTIMAL TOURIST ROUTE PLANNING IN NORTH SUMATRA USING THE ANT COLONY OPTIMIZATION ALGORITHM
BAREKENG: Jurnal Ilmu Matematika dan Terapan · Vol. 20 No. 3 (2026) · pp. 2523–2534
- ISSN
- 2615-3017, 1978-7227
- Published
- 2026-04-08
- Publisher
- PATTIMURA UNIVERSITY
- Language
- eng
Abstract
The transition toward Tourism 4.0 has redefined travel planning as a multifaceted optimization challenge, specifically the Personalized Tourist Trip Design Problem (PTTDP). While conventional navigation services offer basic routing, they frequently lack the capacity to integrate multi-objective constraints with interactive, preference-based spatial visualizations. This research addresses this gap by developing an integrated Spatial Decision Support System (SDSS) that merges the Ant Colony Optimization (ACO) metaheuristic with a Web-based Geographic Information System (WebGIS). The study employs a quantitative methodology, using a weighted-sum scalarization technique to harmonize divergent goals: maximizing destination attraction scores while simultaneously reducing travel distance and duration. Based on empirical validation in Berastagi City, North Sumatra, the results reveal that the ACO-WebGIS framework substantially outperforms traditional routing methods, achieving 17.84% reduction in total distance, 17.24% improvement in time efficiency, and 42.85% increase in the number of POIs visited within identical time constraints, all supported by a swift computational latency of only 1.45 seconds. The scientific value of this work lies in the seamless coupling of algorithmic optimization and dynamic spatial mapping, providing a scalable, robust tool for intelligent tourism management that delivers a mathematically sound yet practical solution for modern travelers.
Collaboration network of the authors
40 authors · 95 co-authorship links · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- State University of Semarang
- Jenderal Soedirman University
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Mukh Doyin | Affiliation unknown | 5 |
| Sumartini Sumartini | Affiliation unknown | 5 |
| Marlina Setia Sinaga | Affiliation unknown | 5 |
| Scolastika Mariani | Affiliation unknown | 3 |
| U’um Qomariyah | Affiliation unknown | 3 |
| Rinjani Cyra Nabila | Affiliation unknown | 2 |
| Amanda Fitria | Affiliation unknown | 2 |
| Nita Suryani | Affiliation unknown | 2 |
| Masrukan Masrukan | State University of Semarang | 2 |
| Mahadi Dwi Mahadi Dwi Hatmoko | Affiliation unknown | 2 |
| Said Iskandar | Affiliation unknown | 2 |
| Sudianto Manullang | Affiliation unknown | 2 |
| Fatizanolo Buulolo | Affiliation unknown | 2 |
| Sri Dewi | Affiliation unknown | 2 |
| Eri Widyastuti | Affiliation unknown | 2 |
| Yulita Molliq Rangkuti | Affiliation unknown | 1 |
| Didi Febrian | Affiliation unknown | 1 |
| Irman Firmansyah | Jenderal Soedirman University | 1 |
| Bagus Sumargo | Affiliation unknown | 1 |
| Asep Anwar Nugraha | Affiliation unknown | 1 |
| Dania Siregar | Affiliation unknown | 1 |
| Felia Aidah Nuriza | Affiliation unknown | 1 |
| Hamidah Nasution | Affiliation unknown | 1 |
| Maria Cyntia S. | Affiliation unknown | 1 |
| Faiz Ahyaningsih | Affiliation unknown | 1 |
| Fidelis Nofertinus Zai | Affiliation unknown | 1 |
| Nuriana Rachmani Dewi | Affiliation unknown | 1 |
| Adi Satrio Ardiansyah | Affiliation unknown | 1 |
| Setya Rahayu | Affiliation unknown | 1 |
| Hari Setijono | Affiliation unknown | 1 |
| Mohammad Fatchurrohman | Affiliation unknown | 1 |
| Isnaini Rosyida | Affiliation unknown | 1 |
| M. Abdul Mufid | Affiliation unknown | 1 |
| Aprilia Setyarini | Affiliation unknown | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.