Coral reef classification using drone screening in Teluk Segadas, Pulau Pangkor

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Coral reefs are complex and diverse marine ecosystems that provide numerous benefits to the environment and to humans. However, they face multiple threats that jeopardise their well-being, necessitating effective conservation efforts. Traditional methods for assessing coral reefs are time-consuming and resource-intensive, limiting the scale and frequency of data collection. This study aims to assess the potential of drone technology for studying coral reefs in Teluk Segadas, Pulau Pangkor, where spatial information on benthic habitats is limited. The primary objectives are to determine the presence of coral reefs, and the density of coral cover in the study area. A total of 330 aerial images of Teluk Segadas were taken using a DJI Pro Mavic 2. The aerial photos were combined into a single orthophoto image. Later, segmentation and classification were performed using Structure-from-Motion (SfM) and a supervised classification technique, K-Nearest Neighbour (KNN). The orthomosaic image of Teluk Segadas is presented in this study and five classes were identified, that is live coral, dead coral, sediment, coral rubble and rock. Overall, the shallow water in Teluk Segadas was dominated by live coral (38947.38 m2) along with sediment (9273.9 m2). The rest of the area was covered by dead coral (4946.08 m2), rubble (3709.56 m2) and rock (1854.78 m2). Furthermore, coral coverage of Teluk Segadas, Pulau Pangkor was 66% and was dominated by massive coral. The overall accuracy was 73% with producer accuracy (PA) and user accuracy (UA) values ranging from 60-80% and the misclassification rate ranging between 20-30%. This study demonstrates that images captured by drone in any environment setting can be processed, classified, and assessed for accuracy. In addition, this study provides a different perspective in understanding coral reef well-being, and aids in monitoring and management efforts.

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Habitat preferences and associations of juvenile algal-associated fishes on coral reefs
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Macroalgae are an important and diverse component of tropical inshore reefs, providing a range of ecological and functional services. Most of the research emphasis has focused on the negative effects of increased macroalgae on coral reefs to the growth and persistence of corals and fishes. However, on undisturbed reefs, macroalgal beds provide important habitats for newly settled fishes, many of which have ontogenetic changes to coral reefs and replenish adult populations that help control macroalgal growth. The few studies that have investigated macroalgal associations of juvenile fishes have treated macroalgae as a single entity. In doing so, any associations of fishes with taxonomic or functional groups cannot be discerned. The objective of this thesis was to undertake observational and experimental studies to investigate the patterns and mechanisms of habitat selection and preferences in algal-associated juvenile fishes on coastal reefs. 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Examination of the microhabitat preferences of the six most abundant species revealed that the two herbivorous rabbitfish species, Siganus lineatus and S. canaliculatus, appeared to associate with large fleshy macroalgae (namely Padina and Sargassum). In contrast, three herbivorous damselfishes, Pomacentrus wardi, P. adelus and P. chrysurus, and the invertebrate feeding cardinalfish Apogon cookii showed no apparent selection for any of the microhabitats examined. These findings suggest that macroalgae are important habitats for some newly settled coral reef fishes, and the availability and composition of macroalgae may shape juvenile populations. Both habitat selection at settlement and/or post-settlement processes may contribute to the establishment of these patterns. The objective of Chapter 3 was to investigate the specific habitat and olfactory preferences of two rabbitfishes (S. lineatus and S. canaliculatus) and two herbivorous damselfishes (P. wardi and P. adelus) at settlement. Naive settlement-stage fishes were collected in light traps and used in a series of aquarium-based settlement choice experiments in which an individual larva was introduced into the centre of a 500L aquarium and allowed to choose among four habitat options. The fishes were released overnight and their associations with the four habitats recorded the following morning. Four separate habitat-choice experiments were conducted, each with four different substratum options: (1) benthic habitats (live coral, dead coral, macroalgae, coral rubble), (2) macroalgal species (Sargassum, Padina, Galaxaura, coral rubble), (3) macroalgal density (8, 4, 1, 0 Sargassum thalli) and (4) macroalgal height (30, 20, 10, 0cm Sargassum). In addition, the role of olfaction was investigated using a 2 channel-choice flume chamber, pairing a benthic substrate water cue to the off-reef control cue (1 km from the nearest reef). The aquarium trials showed that both rabbitfish species preferred macroalgae in experiment 1 and the highest density Sargassum patch in experiment 3. The two rabbitfishes also differed in their habitat preferences as only S. canaliculatus preferred Sargassum in experiment 2 and S. lineatus preferred the tallest Sargassum patch in experiment 4. In contrast, neither damselfish species displayed any preferences among the habitats present. The olfactory trials revealed significant but weak attractions to various chemical cues from benthic microhabitats, however, these varied among species and are unlikely to be biologically significant. It is apparent that juvenile rabbitfishes have strong innate preferences for macroalgae at settlement, however, species-specific preferences for macroalgal species and habitat features may affect the distribution of juveniles on the reef. In summary, macroalgae appear to provide important settlement and juvenile habitats for at least the two rabbitfishes species examined herein, and given the prevalence of juvenile fishes in this habitat, it is likely that such preferences may be more widespread. It is unclear why these early life stages are using macroalgae, but they may be associated with the provision of refugia from predation, or enhanced food supply as these fishes transition from a carnivorous to herbivorous diet. Interestingly, many studies have focused on the role of herbivorous rabbitfishes in removing macroalgae from coral reefs, yet the results of this thesis highlight that these same fishes are dependent on macroalgae at a critical life stage. 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The Role of Live and Dead Corals in Shaping Fish Assemblages Across Life Stages
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ABSTRACTCoral reef fishes face unprecedented threats, as extensive habitat degradation compromises their ecological functions by modifying assemblage structure. It remains unknown how resistant reef fishes are to widespread losses in coral cover, and most studies tend to focus on adults, overlooking the important role of recruits. This study employed taxonomic and trait‐based approaches to investigate how live and dead branching corals influence reef fish assemblages across life stages. Over 1 year, we monitored recruitment and the migration of post‐recruits (juveniles and adults) on manually constructed 1 m2 patches of live and dead branching corals in a degraded reef. Recruit assemblages, composed mainly of two trophic groups, exhibited similar abundance and richness in the complex structures of dead and live coral patches, compared to flat control patches. Conversely, post‐recruit fishes were more abundant, species‐rich, and functionally diverse in live coral patches, encompassing several trophic groups and displaying a dominance shift between mobile and sedentary species. Our findings reveal that while dead coral structures can serve as temporary shelters for mobile recruits, live corals are essential for supporting long‐term biodiversity and diverse functional traits. This study underscores the complementary roles of both live and dead corals in promoting reef fish recovery and highlights the value of integrative strategies for reef ecosystem restoration.

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Spatial structure of coral reef fish communities at Kudaka Island (Ryukyu Archipelago), Japan
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  • Ichthyological Research
  • David Lecchini + 1 more

The present study aimed to investigate the spatial structure of fish communities at juvenile and adult stages on coral reefs at Kudaka Island (Ryukyu Archipelago, Japan) and to relate spatial patterns in the structure of the fish communities to gradients in environmental variables. Diurnal visual censuses allowed us to record 2,602 juveniles belonging to 60 species and 1,543 adults belonging to 53 species from October to December 2005. The distribution of species highlighted that the juvenile community was organised into three distinct assemblages, rather than exhibiting gradual change in community structure along the cross-reef gradient. Correlations between spatial patterns of juvenile community and environmental variables revealed that the most significant factors explaining variation in community structure were coral rubble and coral slab. In contrast, the adult community was organised into one assemblage, and the most significant variation factors in community structure were depth, live coral in massive form, live coral in branched form, dead coral and sand. Overall, the present study showed that most juvenile and adult coral reef fish at Kudaka Island exhibited striking patterns in their distribution and depth and some biological factors (e.g., abundance of live coral, dead coral and coral rubble) might exert considerable influence on the distribution of fishes.

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  • 10.1016/s0025-326x(00)00067-9
Bioerosion of Live Massive Corals and Branching Coral Rubble on Indonesian Coral Reefs
  • Jul 1, 2000
  • Marine Pollution Bulletin
  • Katherine E Holmes + 4 more

Bioerosion of Live Massive Corals and Branching Coral Rubble on Indonesian Coral Reefs

  • Conference Article
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  • 10.1117/12.2619448
Live and dead coral cover mapping using PlanetScope image around Mandangin Island, Madura, Indonesia
  • Dec 22, 2021
  • M Rozi Nasrul + 2 more

Coral reefs is are an important community in coastal and marine ecosystems. Currently, they are under high environmental pressures and suffer damages from human activities and increased sea surface temperature, narrowing the live coral cover. This study aimed to assess the mapping accuracy of the live and dead coral covers using PlanetScope satellite images around Mandangin Island, Madura, Indonesia. Minimum Noise Fraction (MNF) was applied to the bands corrected for the effect of energy attenuation by the water column using the Depth Invariant Bottom Index method, and Random Forest (RF) algorithm was used for mapping. The classification results showed five classes of benthic habitat 2021, namely live coral, dead coral, rubble, seagrass, and sand. Using the confusion matrix, it was found that the live and dead coral cover models had 72.5% accuracy. The mean live coral and dead coral covers were 18.87% and 36.40%, respectively.

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  • 10.3390/d4010094
Responses of Cryptofaunal Species Richness and Trophic Potential to Coral Reef Habitat Degradation
  • Feb 15, 2012
  • Diversity
  • Ian C Enochs + 1 more

Coral reefs are declining worldwide as a result of many anthropogenic disturbances. This trend is alarming because coral reefs are hotspots of marine biodiversity and considered the ‘rainforests of the sea. As in the rainforest, much of the diversity on a coral reef is cryptic, remaining hidden among the cracks and crevices of structural taxa. Although the cryptofauna make up the majority of a reef’s metazoan biodiversity, we know little about their basic ecology or how these communities respond to reef degradation. Emerging research shows that the species richness of the motile cryptofauna is higher among dead (framework) vs. live coral substrates and, surprisingly, increases within successively more eroded reef framework structures, ultimately reaching a maximum in dead coral rubble. Consequently, the paradigm that abundant live coral is the apex of reef diversity needs to be clarified. This provides guarded optimism amidst alarming reports of declines in live coral cover and the impending doom of coral reefs, as motile cryptic biodiversity should persist independent of live coral cover. Granted, the maintenance of this high species richness is contingent on the presence of reef rubble, which will eventually be lost due to physical, chemical, and biological erosion if not replenished by live coral calcification and mortality. The trophic potential of a reef, as inferred from the abundance of cryptic organisms, is highest on live coral. Among dead framework substrates, however, the density of cryptofauna reaches a peak at intermediate levels of degradation. In summary, the response of the motile cryptofauna, and thus a large fraction of the reef’s biodiversity, to reef degradation is more complex and nuanced than currently thought; such that species richness may be less sensitive than overall trophic function.

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