RESEARCH ARTICLE

Population dynamics and stock status of spotted sardinella (Amblygaster sirm, Walbaum, 1792) in the Natuna Sea, Indonesia

Moh Fauzi1https://orcid.org/0000-0002-8961-0395, Tirtadanu1https://orcid.org/0000-0003-1572-9462, Andina Ramadhani Putri Pane1,*https://orcid.org/0000-0002-1329-973X, Siti Mardlijah1https://orcid.org/0000-0002-3288-669X, Tegoeh Noegroho1https://orcid.org/0000-0002-6208-9691, Achmad Zamroni1https://orcid.org/0000-0002-9624-7782, Thomas Hidayat1https://orcid.org/0009-0007-6232-5088, Heri Widiyastuti1https://orcid.org/0000-0001-5393-9634, Budi Nugraha1https://orcid.org/0000-0003-4718-273X, Hufiadi1https://orcid.org/0009-0003-3133-1996, Prawira Atmaja Tampubolon1https://orcid.org/0000-0002-6111-6336
Author Information & Copyright
1Research Center for Fishery, Indonesia National Research and Innovation Agency, Jakarta 10340, Indonesia
*Corresponding author: Andina Ramadhani Putri Pane, Research Center for Fishery, Indonesia National Research and Innovation Agency, Jakarta 10340, Indonesia, Tel: +62-021-3169707, E-mail:andi055@brin.go.id

Copyright © 2024 The Korean Society of Fisheries and Aquatic Science. This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

Received: Nov 08, 2023; Revised: Dec 08, 2023; Accepted: Dec 28, 2023

Published Online: Apr 30, 2024

Abstract

Small pelagic fish populations have long been exploited by various fishing gears in the Natuna Sea, and since the 1970s, purse seine exploitation has expanded to offshore fishing grounds. Various small pelagic fish species are exploited from these waters including spotted sardinella (Amblygaster sirm). This research was conducted for 22 months, from March 2019 to December 2020. The fish sample was taken from the purse seine fleet’s catch in the fisheries management area (FMA) 711 Natuna Sea and Karimata Strait, which was brought to Pemangkat fishing port in the West Kalimantan Province, Indonesia. This paper aims to determine the exploitation status of spotted sardinella in the Natuna Sea as a recommendation material for management policies. The methods used in this analysis are estimated age, cohort, population parameters, and spawning potential ratio of spotted sardinella. The results show three primary cohorts of spotted sardinella in the Natuna Sea, with ages ranging from 9 months to 3.1 years and a maximum attainable age (longevity) of 4.3 years. The asymptotic value (L) is 21.79 cmFL in length, with a growth rate (K) of 0.65 per year. The natural mortality rate (M) was 1.19, the total mortality rate (Z) was 2.19, and the fishing mortality rate (F) was 0.99. The exploitation rate (E) was 0.45 and the stock status was still in a sustainable condition. Therefore, the sardinella fisheries can be developed using a precautionary approach and focus on the ecosystem sustainability of FMA 711.

Keywords: Growth; Exploitation status; Spawning potential ratio; Spotted sardinella; Natuna Sea

Introduction

The Natuna Sea is a fishing ground potential for vessels located on the borders of Indonesia with Malaysia, Singapore, Vietnam, and China. These waters often become the destination of illegal fishing by foreign fleets because they have high economic fish resources. The pelagic fish in these waters are caught by various fishing gear, including purse seines. Purse seine fishing gear is developing for offshore fishing in almost all waters of the Sunda Shelf, from the waters of Pejantan Island and the Natuna Islands (southern part of the Natuna Sea) to around Balikpapan waters (western part of the Makassar Strait) including the fishermen from West Kalimantan, especially in Pemangkat since 1990 (Atmaja & Sadhotomo, 2000). Initially, the number of purse seine in Pemangkat waters around 1995 was only six units, but over time, it increased to 48 units in 2003 (Hariati et al., 2009).

Mackerel fish dominate the catch composition of the purse seine fishery in Natuna Sea waters (Decapterus spp.) as much as 67.3%, followed by spotted sardinella (Amblygaster sirm) with 6.5%, Indian mackerel (Rasterlliger kanagurta) with 6.1% respectively, Sardines (Sardinella spp.) by 5.4% and Bigeye scad fish (Selar crumenophthalmus by 3.6%) (Atmaja & Nugroho, 2004). Although spotted sardinella is not the main catch but this fish is one of the targets for catching in general. The public widely consumes this fish because it has a very high fatty acid content, which can potentially become omega-3 fatty acids such as eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), which are suitable for human health (Suseno et al., 2014). The high consumption demand for spotted sardinella will spur an increase in resource capture efforts using purse seines.

The spotted sardinella are essential to the population as they are part of the large pelagic fish food chain (Kasim et al., 2014). It means that the exploitation status of spotted sardinella can also affect other fish populations because they are in the same food chain. Spotted sardinella preys on tuna in Pemangkat waters and its surroundings (Hidayat, 2022). It is also the raw material for the fish canning industry in some areas, making it a vital commodity (Purwoko & Prasetyo, 2019). It shows that spotted sardinella resource has a significant role in various aspects.

Although small pelagic fisheries were developed in the Natuna Sea several years ago, the stock status of spotted sardinella has yet to be reported. A length-based assessment was performed to assess the population dynamics and the stock status of spotted sardinella fisheries in the Natuna waters. This study is expected to contribute to the fisheries management of small pelagic resources in the Natuna waters.

Materials and Methods

The length measurement activities of spotted sardinella were conducted from March 2019 to December 2020 at the Pemangkat landing site (1° 10’ 31.20” N and 108° 58’ 13.43” E), West Kalimantan, Indonesia. The spotted sardinella from purse seine vessels with fishing grounds in the Natuna Sea and Karimata Strait were measured (Fig. 1).

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Fig. 1. Sampling site of spotted sardinella in Natuna Sea.
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A total of 980 spotted sardinella (Table 1) were measured and weighed. Fork length (FL) is determined to the nearest centimeter (cm) using a vernier caliper. The total weight was taken with an electronic balance to the accuracy of 0.01 g. Data analysis was carried out by tabulating the frequency data of spotted sardinella and grouping them into 0.5 cm length classes. These length-frequency data were used to determine population parameters of spotted sardinella, including cohort identification, growth parameters, mortality parameters, and exploitation rates; length-frequency data were analyzed using FAO-ICLARM Stock Assessment Tools (FiSAT) software (Gayanilo et al., 1996). The length-weight relationship is obtained using the exponential equation W = aLb (Ricker, 1975). Sparre & Venema (1998) estimated length at first capture (Lc50). The logistic function equation was used to estimate length at first maturity (Lm50) (King, 2007).

Table 1. Lists several studies on growth parameters
Area K L Reference
Natuna Sea, Indonesia 0.85 26 Atmaja & Nugroho (2004)
Andaman Water, India 0.77 27.4 Pradeep et al. (2014)
Sunda Strait, Indonesia 0.46 23.6 Kartini et al. (2017)
Java Sea, Indonesia 0.95 20.5 Sari et al. (2021)
Red Sea, Egypt 0.35 27.4 Osman et al. (2021)
Download Excel Table

The age group (cohort) of spotted sardinella was determined using the logarithmic difference method by Bhattacharya from the Package FiSAT (Gayanilo et al., 1996). This method separates several normal distributions, each representing a cohort of fish, from the overall distribution, starting from the left-hand side of the total distribution of fish divided into length classes.

Von Bertalanffy’s growth function (VBGF), which was determined by Sparre & Venema (1998), is built using the asymptotic length (L), growth coefficient (K), and time (t0) parameters. Equation Pauly (1983) is used to get the t0 value of the spotted sardinella. Based on Zhang & Megrey (2011), the natural mortality (M) was calculated, and using the FiSAT program, total mortality (Z) was determined (Gayanilo et al., 1996). Pauly (1983) is the basis for estimating fishing mortality (F). The exploitation rate (E) was determined using the formula given the values of F and Z (Gulland, 1971).

The spawning potential ratio (SPR) can be used to estimate the exploitation status by using a length data-based (length-based SPR) (Hordyk et al., 2015). The SPR value will be high if large/adult fish dominate the caught, and conversely, the SPR is low if the small fish are caught in large numbers (Hordyk et al., 2015; Prince et al., 2014). The SPR value will be high if the catch is predominately made up of large/adult fish and low if the catch is mainly made up of little fish (Hordyk et al., 2015; Prince et al., 2015). The SPR was determined by the comparison of the spawning potential in the presence of fishing (SSBRfished) and the spawning potential in the absence of fishing mortality (SSBRunfished) based on the equation of Goodyear (1993).

Results

Size structure, the length-weight relationship, the length at first capture (Lc50), and the length at first maturity (Lm50)

Spotted sardinella caught by Purse Seine in Natuna waters ranged in length from 13–20.9 cm with an average of 17.78 ± 3.40 (mean ± SD). The mode size was 18–18.5 cm, with a proportion of 17% (Fig. 2).

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Fig. 2. Length distribution of spotted sardinella in Natuna Sea.
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The length-weight relationship of spotted sardinella was estimated as W = 0.0071L3.2324, and the b value is 3.2324, indicating a positive allometry pattern (Fig. 3). It shows spotted sardinella have faster body weight gain compared to length growth.

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Fig. 3. Length-weight relationship of spotted sardinella in Natuna Sea.
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In this study, the Lc50 of spotted sardinella (17.3 cm) was more significant than the Lm50 (16.8 cm) (Fig. 4). These conditions indicate that most of the spotted sardinella caught have spawned.

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Fig. 4. Growth curve of spotted sardinella from t-nol point to the asymptotic length (L∞) in Natuna Sea 2019–2020.
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Cohorts and age estimates

Age group analysis showed three primary cohorts of spotted sardinella in the Natuna Sea. The first cohort appeared at the beginning of the observation (February 2019) at 18.3 cm and was the oldest cohort recorded. It last appeared in March 2020 at 19.9 cm. The second cohort was the most frequent. This cohort was recorded from April 2019 to the end of the study period in December 2020. The second cohort was younger than the first cohort. The youngest cohort emerged in June 2019 with a length of 13.7 cm and continued to grow until the end of the observation month, December 2020. A new cohort (cohort zero), as the initial recruitment, reappeared in September 2020 at 15.3 cm (Fig. 5).

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Fig. 5. Growth increment of spotted sardinella in Natuna Sea 2019–2020.
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Population dynamic

Based on the b value of 3.23, growth rate (K) of 0.65 year−1, Ci constant for small pelagics of 0.3, lifespan (tmax) of 4.3 year, and t0 of –0.27146 year, the value of the fishing mortality rate (M) is 1.19 year−1. Calculation of the total mortality was carried out by using some input parameters L (21.79 cm), K (0.65 year−1), and t0 (–0.27146 year) to obtain the relationship between age (x-axis) and ln(N/dt) (Fig. 6). The peak of the regression is used as the starting point in determining the slope value which is the value of the total mortality (Z) of 2.19 year−1. The capture mortality rate (F) was found to be 0.99 year−1 from the two mortality rate values. The exploitation rate (E) of spotted sardinella in the Natuna Sea is obtained by the ratio of the fishing mortality rate (F) and the natural mortality rate (M), that resulting of 0.45.

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Fig. 6. Growth curve of spotted sardinella from t-nol point to the asymptotic length (L) in Natuna Sea 2019–2020.
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A length-based SPR of spotted sardinella in the Natuna Sea has been performed by using some input parameters, including the asymptotic length (L) 21.79 cm, growth rate (K) 0.65 year−1, natural mortality (M) as 1.19 year−1, the length at 50% selectivity (Lc50) 17.3 cm, the length at 95% selectivity (Lc95) 20 cm, the length at 50% maturity (Lm50) 16.8 cm and the length at 95% maturity (Lm95) 20 cm. A population of spotted sardinella in the Natuna Sea has a SPR of 52%. This condition indicates that 52% of The remaining fish population in nature still has the potential to spawn. Fishing mortality (Fcur = 0.99) is currently lower than the target reference point (F40% = 1.5), showing that the spotted sardinella stock is still sustainable (Fig. 7).

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Fig. 7. Spawning potential ratio (SPR) of spotted sardinella in Natuna Sea.
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Discussion

Spotted sardinella in this study ranged in size from 13 to 20.9 cm, while Pradeep et al. (2014) in the Andaman Sea revealed that loungers ranged from 18.6 to 26 cm (total length), in the Java sea from 12 to 20.5 cm (total length) (Sari et al., 2021), and in the Sunda Strait is between 10 and 18.9 cm (FL) (Kartini et al., 2017). Spotted sardinella has a length of 12.3 to 24 cm (total length) in the Red Sea off the coast of Egypt (Osman et al., 2021). The length frequency might vary between regions due to the availability of prey, environment, fishing ground, and fishing season (Mardlijah et al., 2022).

Furthermore, the length-weight relationship indicates the growth pattern of fish (Ragheb, 2023). The length-weight relationship of spotted sardinella showed a positive allometric condition consistent with that found in the Red Sea (Osman et al., 2021). The b value is also an essential part of growth as it is affected by food availability and seasonality (Jisr et al., 2018), so spotted sardinella in these waters have fatter bodies. The length-weight relationship was influenced by several factors, including environment, diet, sex, gonadal maturity, and gut condition at capture time (Pane et al., 2021).

The condition of Lc50, more significant than the Lm50, is optimal for letting some fish spawn. However, in general, the spawning state of spotted sardinella is partial (partial spawning) based on variations in the gonad maturity index according to the size and level of gonad maturity (Widiyastuti & Zamroni, 2017). The Lc50 and the Lm50 are related to the same fish sample measured, fishing area, mesh size, and growth of male and female fish caught (Mardlijah et al., 2022). Therefore, this should be a concern so that the fish caught are above 17 cm and are closely related to the mesh size used in purse seine gear.

The Lm50 of spotted sardinella in Natuna Sea waters is the same as the Lm50 in the Java Sea, which is 16.8 cm (Purwoko & Prasetyo, 2019). The Lm50 of female spotted sardinella in the Sunda Strait was 18.6 cm (Kartini et al., 2017), while in Tanzanian waters was 16.92 cm (Sululu et al., 2020). The Lm50 of this species appears to vary in several locations due to differences in geographical conditions and fishing pressure (Haig et al., 2015). The Lc50 value of the purse seine is greater than that of Lm50. This indicates that most spotted sardinella caught by the purse seine were adults. They have spawned at least once before being caught. The selectivity of purse seine fishing gear in the Natuna Sea is still quite optimal for spotted sardinella fishing, where most of the fish caught have matured gonads.

Cohorts or “broods” are groups of individual fish of the same species originating from the exact birth (spawning) (Sparre & Venema, 1998). As well as being a basis for age studies, cohort identification also serves as a comparison in stock studies. This is considering that pelagic fish stocks are dynamically changing in the natural world. According to Suwarso & Hariati (2002) sardinella fish only have one primary cohort per year in the Java Sea. Still, Indian mackerel (R. kanagurta) and shortfin scad (Decapterus macrosoma) also have one primary cohort because they are closely related to sardinella fish in reproduction. This study shows that spotted sardinella has several cohorts in the population; it is suspected that the recruitment pattern will have more than one peak (multiple spawning). In addition, the distribution of sizes in each month of observation dramatically influences the appearance of the cohort components. The Natuna Sea’s purse seine fishery catches spotted sardinella between 1.4 and 3.1 years old (at length 13–21 cm). Spotted sardinella collected in the smallest size seemed to have outgrown its juvenile stage (fingerling). Spotted sardinella is thought to have a life span (longevity) of up to 4.3 years.

Growth rate (K) 0.65 This shows that spotted sardinella has a fast growth rate (Sparre & Venema, 1998). Infinity length (L) and growth rate (K) values differ from the findings of other investigations (Table 1).

Differences in growth rates are influenced by internal factors (such as genetics and physiology) and external factors. Table 1 some K values are below 0.5, and some are above 0.5, which is thought to be due to differences in sample size and fishing gear. The values of growth rates can also vary depending on various habitats, including population density, water temperature, and prey availability (Ju et al., 2016). The total mortality parameters for spotted sardinella in the Natuna Sea (Z), natural (M), and fishing (F) are 2.19, 1.19, and 0.99 year−1, respectively. This value is lower than in the study of this species in the Java Sea, which reached 1.7 year−1 (Sari et al., 2021). Analysis of this species in the Natuna Sea several years ago shows total mortality (Z), natural mortality (M), and fishing mortality (F), which are 2.35, 1.4, and 0.32 year−1, respectively (Atmaja & Nugroho, 2004). Spotted sardinella mortality parameters in the Red Sea such as total mortality (Z), natural mortality (M), and fishing mortality (F), which are each measured at 0.84, 0.63, and 0.12 year−1, respectively (Osman et al., 2021). This species’s mortality parameter has a more excellent value in the Java Sea, where Z, M, and F values are, respectively, 2.71, 1.01, and 1.7 year−1 (Sari et al., 2021). The different size distribution of fish causes the difference in fishing mortality (F) due to the habit of pelagic fish dispersing in schooling (Zamroni et al., 2019). The various natural mortality is influenced by several factors: fishing pressure, seawater temperature during sample times, infections, the presence of predators, stress, and old age (Bergström et al., 2022; Sparre & Venema, 1998).

The current spawning ratio for spotted sardinella in the Natuna Sea is 52%. Current fishing mortality (Fcur) = 0.99, which is 36% lower than the target reference point F40% = 1.5. This circumstance demonstrates that the spawning stock biomass in Natuna waters is still relatively ideal for creating new stocks through reproduction. This indicates that spotted sardinella fisheries can continue to be developed because the stock of Natuna Sea’s waters’ exploitation status is still sustainable. However, the development of the spotted sardinella fishery still needs to consider the characteristic conditions of the Natuna water ecosystem. The Purse seine fishery does not selectively catch spotted sardinella but also various other economical species such as scad (Decapetrus spp.), Indian mackerel (R. kanagurta), and bigeye scad (Selar crumenopthalmus). In multi-species fisheries, management can focus on the most vulnerable species or species with the lowest spawning stock biomass (Tirtadanu et al., 2022). Alternatively, fisheries development could focus on other gears that can selectively catch spotted sardinella. In addition, fisheries development needs to be combined with fishing quotas and spawning habitat protection so that the sustainability of the fishery can be maintained.

Conclusion

This study revealed that the fisheries of spotted sardinella Amblygaster sirm is still in the sustainable condition based on the exploitation rate of 0.45 and spawning potential ratio of 0.52. Therefore, the sardinella fisheries can be developed using a precautionary approach and focus on the ecosystem sustainability of FMA 711.

Competing interests

No potential conflict of interest relevant to this article was reported.

Funding sources

This study was funded by the Research Institute for Marine Fisheries, Ministry of Marine Affairs and Fisheries, Indonesia, under the research project “Fisheries Biological Characteristics, Resources Habitats, and Potential Productions of the Fish Resources in FMA 711” in fiscal years 2019–2020.

Acknowledgements

We appreciated the work of Mr Toha Putra as the enumerator for small pelagic resources in Pemangkat. We also thank the Head Office of the Fishing Port in Pemangkat for granting permission to collect data.

Availability of data and materials

Upon reasonable request, the datasets of this study can be made available from the corresponding author.

Ethics approval and consent to participate

Not applicable.

References

1.

Atmaja SB, Nugroho D. Karakteristik parameter populasi ikan siro (Amblygaster sirm, Glupeidae) dan model terapan beverton dan holt di laut natuna dan sekitarnya. J Penelitian Perikan Indones. 2004; 10:21-7

2.

Atmaja SB, Sadhotomo B. Variasi geografis hasil tangkapan pukat cincin di bagian selatan paparan sunda. Prosiding Seminar Keanekaragaman Hayati Ikan. 2000; :211-7.

3.

Bergström U, Larsson S, Erlandsson M, Ovegård M, Ragnarsson Stabo H, Östman Ö, et al. Long-term decline in northern pike (Esox lucius L.) populations in the Baltic Sea revealed by recreational angling data. Fish Res. 2022; 251:106307

4.

Gayanilo FC, Sparre P, Pauly P. FAO/ICLARM stock assessment tools (FISAT) user’s guide. FAO Computrized Information Series. Fisheries. 1996; 8:126.

5.

Goodyear CP. Spawning stock biomass per recruit in fisheries management: foundation and current use.In In: Smith SJ, Hunt JJ, Rivard D, editors.editors Risk evaluation and biological reference points for fisheries management. Ottawa, ON: Department of Fisheries and Oceans, National Research Council of Canada. 1993; p p. 67-81.

6.

Gulland JA. The fish resources of the ocean.In Aquaculture. London: Fishing News. 1971; p p. 443-4

7.

Haig JA, Pantin JR, Salomonsen H, Murray LG, Kaiser MJ. Temporal and spatial variation in size at maturity of the common whelk (Buccinum undatum). ICES J Mar Sci. 2015; 72:2707-19

8.

Hariati T, Chodrijah U, Taufik M. Perikanan pukat cincin di pemangkat, kalimantan barat. J Lit Perikan Ind. 2009; 15:79-91

9.

Hidayat T. Biologi, dinamika populasi dan strategi pengelolaan tongkol abu-abu (Thunnus tonggol) di laut Jawa. [Ph.D. dissertation] Bogor: IPB University. 2022.

10.

Hordyk A, Ono K, Sainsbury K, Loneragan N, Prince J. Some explorations of the life history ratios to describe length composition, spawning-per-recruit, and the spawning potential ratio. ICES J Mar Sci. 2015; 72:204-16

11.

Jisr N, Younes G, Sukhn C, El-Dakdouki MH. Length-weight relationships and relative condition factor of fish inhabiting the marine area of the Eastern Mediterranean city, Tripoli-Lebanon. Egypt J Aquat Res. 2018; 44:299-305

12.

Ju PL, Yang L, Lu ZB, Yang SY, Du JG, Zhong HQ, et al. Age, growth, mortality and population structure of silver croaker Pennahia argentata (Houttuyn, 1782) and red bigeye Priacanthus macracanthus Cuvier, 1829 in the North-Central Taiwan Strait. J Appl Ichthyol. 2016; 32:652-60

13.

Kartini N, Boer M, Affandi R. Pertumbuhan, faktor kondisi, dan beberapa aspek reproduksi ikan lemuru (Amblygaster sirm, Walbaum 1792) di perairan selat sunda. Bawal. 2017; 9:43-56

14.

Kasim K, Triharyuni S, Wujdi A. Hubungan ikan pelagis dengan konsentrasi klorofil-a di laut jawa. Bawal Widya Riset Perikanan Tangkap. 2014; 6:21-9

15.

King M. Fisheries biology, assessment and management. 2nd ed Oxford: Blackwell. 2007

16.

Mardlijah S, Pane ARP, Fauzi M, Yusuf HN, Widiyastuti H, Herlisman H, et al. The fishing grounds and the exploitation status of Kawakawa (Euthynnus affinis) in Java sea, Indonesia. HAYATI J Biosci. 2022; 29:255-65

17.

Osman YAA, Hassanien EM, El-Mahdy SM, Mohammad AS. Age, growth and management of Amblygaster sirm (Walbaus, 1792) from the Red Sea, Egypt. Egypt J Aquat Biol Fish. 2021; 25:819-35

18.

Pane ARP, Suprapto , Widyastuti H, Suman A. The exploitation status of the slender grouper (Anyperodon leucogrammicus) in Arafura Sea, Indonesia. IOP Conf Ser Earth Environ Sci. 2021; 695:012002

19.

Pauly D. Some simple methods for the assessment of tropical fish stocks.In FAO fisheries technical paper (issue 234). Rome: Food and Agriculture Organization of the United Nations. 1983.

20.

Pradeep HD, Shirke SS, Kar AB. Age, growth, and mortality of Amblygaster sirm (Walbaum, 1792) from Andaman waters. J Andaman Sci Assoc. 2014; 19:201-8.

21.

Prince J, Hordyk A, Valencia SR, Loneragan N, Sainsbury K. Revisiting the concept of Beverton-Holt life-history invariants with the aim of informing data-poor fisheries assessment. ICES J Mar Sci. 2014; 72:194-203

22.

Prince J, Victor S, Kloulchad V, Hordyk A. Length based SPR assessment of eleven Indo-Pacific coral reef fish populations in Palau. Fish Res. 2015; 171:42-58

23.

Purwoko RM, Prasetyo AP, Nurulludin N. Indikator kelimpahan sumberdaya ikan siro (Amblygaster sirm) di laut Jawa. J Kelaut Perikan Terap. 2019; 2:49-57

24.

Ragheb E. Length-weight relationship and well-being factors of 33 fish species caught by gillnets from the Egyptian Mediterranean waters off Alexandria. Egypt J Aquat Res. 2023; 49:361-7

25.

Ricker WE. Computation and interpretation of biological statistics of fish populations.In In: Stevenson JC, editor.editor Bulletin of the fisheries research of Canada. Ottawa, ON: Department of the Environment, Fisheries and Marine Service. 1975; p p. 1-382.

26.

Sari CA, Saputra SW, Taufani WT. Aspek biologi ikan siro (Amblygaster sirm) berdasarkan data di pelabuhan perikanan pantai Tasikagung, Rembang. J Perikan Trop. 2021; 8:107-16

27.

Sparre P, Venema SC. Introduction to tropical fish stock assessment: part 1. Manual. Rome: Food and Agriculture Organization of the United Nations. 1998.

28.

Sululu JS, Kamukuru AT, Sekadende BC, Mahongo SB, Igulu MM. Reproductive biology of the anchovy (Stolephorus commersonnii, Lacepède, 1803) and spotted sardine (Amblygaster sirm, Walbaum, 1792) from Tanga region, Tanzania. West Indian Ocean J Mar Sci Spec Issue. 2020; 1:81-94

29.

Suseno SH, Syari C, Zakiyah ER, Jacoeb AM, Izaki AF, Saraswati , et al. Chemical composition and fatty acid profile of small pelagic fish (Amblygaster sirm and Sardinella gibbosa) from Muara Angke, Indonesia. Orient J Chem. 2014; 30:1153-8

30.

Suwarso S, Hariati T. Identifikasi kohor dan dugaan laju pertumbuhan ikan pelagis kecil di laut Jawa. J Penelit Perikan Indones. 2002; 8:7-14

31.

Tirtadanu , Suman A, Chodrijah U, Zhang CI. Multi-species assessment and management implications of lobster fisheries in Gunungkidul waters, Indonesia. Egypt J Aquat Res. 2022; 48:91-8

32.

Widiyastuti H, Zamroni A. Biologi reproduksi ikan malalugis (Decapterus macarellus) di teluk tomini. BAWAL Widya Riset Perikan Tangkap. 2017; 9:63-72

33.

Zamroni A, Kuswoyo A, Chodrijah U. Aspek biologi dan dinamika populasi ikan layang biru (Decapterus macarellus Cuvier, 1833) di perairan laut Sulawesi. BAWAL Widya Riset Perikan Tangkap. 2019; 11:137-49

34.

Zhang CI, Megrey BA. A revised Alverson and Carney model for estimating the instantaneous rate of natural mortality. Trans Am Fish Soc. 2011; 135:620-33