Evaluation of ROV-Based Coral Reef Monitoring System: A Comparative Analysis with Underwater Photo Transect in Nabire Waters, Cenderawasih Bay National Park, Indonesia
Background: Coral reef monitoring in tropical archipelago regions faces persistent challenges including limited diver availability, high operational costs, and safety risks. Remotely Operated Vehicles (ROV) have emerged as a promising technological alternative, yet systematic evaluation of their accuracy and efficiency relative to established quantitative methods remains limited, particularly in Indonesian waters. Methods: A parallel comparative survey was conducted on 6 January 2025 at Nusi Island, Cenderawasih Bay National Park, Nabire, Papua Province, Indonesia. Two stations (Nusi 1 and Nusi 2) were monitored simultaneously using Underwater Photo Transect (UPT) analysed with Coral Point Count with Excel extensions (CPCe) software and a Gladius Mini ROV (MORAL-BOT system). Each UPT station generated ~1,500 random-point classifications from 50 photographic frames along a 50-m transect. Relative deviation analysis and descriptive statistics (Shapiro-Wilk, Mann-Whitney U, Cohen’s d effect size) were applied to compare methodological performance. Cost and time efficiency were assessed using activity-based costing and time-motion study. Results: UPT-CPCe detected live hard-coral cover (HC) of 29.89% at Nusi 1 (Moderate category) and 3.13% at Nusi 2 (Poor category), with a statistically significant difference (Mann-Whitney U, p < 0.05; Cohen’s d = 1.008, large effect size). ROV estimated HC < 5% at both stations. Mean relative deviation between methods was 87.8% at Nusi 1 (patchy habitat) and 13.1% at Nusi 2 (homogeneous degraded habitat). ROV surveys were completed 3.8× faster (55 min vs. 210 min) and at 83% lower operational cost (Rp 2,100,000 vs. Rp 12,500,000) compared with UPT. Conclusions: UPT-CPCe outperforms ROV in quantitative precision and taxonomic resolution, especially in heterogeneous reef habitats. Conversely, ROV provides significant advantages in operational efficiency, safety, and the ability to access greater depths. A hybrid monitoring protocol—ROV for rapid spatial coverage and UPT for quantitative baseline validation—is recommended as the optimal approach for large-scale, cost-effective reef monitoring in Indonesia’s eastern archipelago.
Downloads
- Apprill, A., Girdhar, Y., Mooney, T. A., Hansel, C. M., Long, M. H., Liu, Y., Zhang, W. G., Kapit, J., Hughen, K., Coogan, J., & Greene, A. (2023). Toward a new era of coral reef monitoring. Environmental Science & Technology, 57(13), 5117–5124. https://doi.org/10.1021/acs.est.2c05369
- Boufadel, M., Galgani, F., & Maar, M. (2024). Editorial board. Marine Pollution Bulletin, 202, 116450. https://doi.org/10.1016/j.marpolbul.2024.116450
- Cardenas, J. A., Samadikhoshkho, Z., & Ahmad, R. (2024). A systematic review of robotic efficacy in coral reef monitoring techniques. Marine Pollution Bulletin, 202, 116273. https://doi.org/10.1016/j.marpolbul.2024.116273
- Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
- English, S., Wilkinson, C., & Baker, V. (1997). Survey manual for tropical marine resources (2nd ed.). ASEAN–Australia Marine Science Project.
- Ginting, J. (2023). Analisis kerusakan terumbu karang dan upaya pengelolaannya. Jurnal Kelautan dan Perikanan Terapan, 1, 53.
- Giyanto, Manuputty, A. E. W., Abrar, M., Siringoringo, R. M., Suharti, S. R., Wibowo, K., Edrus, I. N., Arbi, U. Y., Hadi, T. A., Budiyanto, A., & Suharsono. (2014). Panduan monitoring kesehatan terumbu karang. COREMAP-CTI, LIPI.
- González-Rivero, M., Beijbom, O., Rodriguez-Ramirez, A., Bryant, D. E. P., Ganase, A., & Hoegh-Guldberg, O. (2020). Monitoring of coral reefs using artificial intelligence: A feasible and cost-effective approach. Remote Sensing, 12(3), 489. https://doi.org/10.3390/rs12030489
- Hadi, T. A., Abrar, M., Giyanto, Prayudha, B., Johan, O., Budiyanto, A., & Suharsono. (2019). The status of Indonesian coral reefs 2019. Research Center for Oceanography, LIPI.
- Hughes, T. P., et al. (2017). Global warming and recurrent mass bleaching of corals. Nature, 543, 373–377. https://doi.org/10.1038/nature21707
- Indonesian Ministry of Environment Decree No. 4. (2001). Criteria for coral reef damage. Kementerian Lingkungan Hidup Republik Indonesia.
- Lawson, C. L., Hill, R., Vercelloni, J., Driessen, J., Esteves, A., Gervais, C., Goldwater, N., & Hoey, A. S. (2025). Low-cost mini-ROV versus diver transect surveys in coral reef monitoring. Marine Ecology Progress Series, 748, 1–15. https://doi.org/10.3354/meps14650
- Malinda, C. F., Luthfi, O. M., & Hadi, T. A. (2020). Analisis kondisi kesehatan terumbu karang dengan menggunakan software CPCE di Taman Nasional Komodo. Jurnal Kelautan: Indonesian Journal of Marine Science and Technology, 13(2), 108–114.
- Muhtar, F., Armijon, A., Murdapa, F., & Fadly, R. (2020). Analisa luasan terumbu karang di perairan Pulau Tegal Lampung. JGE (Jurnal Geofisika Eksplorasi), 5(2), 141–153.
- Obura, D. O., Aeby, G., Amornthammarong, N., Appeltans, W., Bax, N., & Wongbusarakum, S. (2019). Coral reef monitoring, reef assessment technologies, and ecosystem-based management. Frontiers in Marine Science, 6, 580. https://doi.org/10.3389/fmars.2019.00580
- Razak, T. B., Lamont, T. A. C., Hukom, F. D., Alisa, C. A. G., Asri, A. R., & Ferse, S. C. A. (2024). A review of the legal framework for coral reef restoration in Indonesia. Ocean and Coastal Management, 248, 106944.
- Sala, R., Bawole, R., Biloro, R. H. H., & Manik, M. (2021). Distribusi spasial tutupan karang di Taman Nasional Teluk Cenderawasih, Papua. Jurnal Sumberdaya Akuatik Indopasifik, 5(2), 201–212.
- Satoh, N., Sinniger, F., Narisoko, H., Nagahama, S., Okada, N., & Harii, S. (2024). Using underwater mini-ROV for coral eDNA survey: A case study in Okinawan mesophotic ecosystems. Coral Reefs, 44(1), 209–219. https://doi.org/10.1007/s00338-024-02570-7
- Shao, X., Chen, H., Magson, K., Wang, J., Song, J., Chen, J., & Sasaki, J. (2024). Deep learning for multilabel classification of coral reef conditions. Aquatic Conservation: Marine and Freshwater Ecosystems, 34(9). https://doi.org/10.1002/aqc.4193
- Zahra, A. F., & Samadi, S. (n.d.). Analisis kondisi dan strategi pengelolaan terumbu karang di kawasan Taman Nasional Teluk Cenderawasih [Unpublished manuscript].