Skip to Content
You are currently on the new version of our website. Access the old version .
  • Tracked for
    Impact Factor
  • 4.0
    CiteScore
  • 19 days
    Submission to First Decision
  • 5 days
    Acceptance to Publication

Aquaculture Journal

Aquaculture Journal is an international, peer-reviewed, open access journal on aquaculture-related aquatic science published quarterly online by MDPI.

Get Alerted

Add your email address to receive forthcoming issues of this journal.

All Articles (151)

  • Review
  • Open Access

Artificial intelligence is increasingly applied to crab research, yet no prior review has mapped this work or its progress toward real-world use. This scoping review maps artificial intelligence applications in true crabs (Brachyura) across aquaculture, fisheries, ecology, and processing. Following the PRISMA extension for Scoping Reviews, five databases were searched for records published from 2016 to 14 June 2026, yielding 11,172 records, most from databases whose broad field coverage returned papers mentioning crabs or artificial intelligence only in passing. Of these, 88 peer-reviewed English-language primary studies applying artificial intelligence to brachyuran data and reporting at least one quantitative performance metric were included. Each study was charted for species, task domain, model architecture, dataset, performance, and deployment maturity (Technology Readiness Level). The literature is young and expanding rapidly, with nearly half published since 2025, and heavily concentrated, with China contributing most affiliations and three species accounting for more than two-thirds of studies. Twelve task domains were identified, dominated by quality assessment and sex classification. The field has converged on object detectors with attention modules, but accuracy is rarely comparable because datasets and protocols are proprietary. Most systems remain at laboratory validation. Reported accuracy has therefore advanced faster than demonstrated deployment.

Aquac. J.

11 November 2026

PRISMA-ScR flow diagram of the identification, screening, eligibility assessment, and inclusion of studies across the five databases searched.
  • Article
  • Open Access

Aquaculture is an important source of food, employment and economic development, but maintaining appropriate water quality remains a major challenge for farmers. Parameters like temperature, pH, dissolved oxygen (DO), turbidity and salinity have significant effects on the growth, health, feeding efficiency and survival of aquatic organisms. Traditional monitoring relies mainly on manual sampling and periodic measurements, which is time-consuming and may not provide sufficient spatial and temporal information for precision aquaculture. This paper proposes an IoT-based mobile water-quality monitoring architecture with an unmanned aerial vehicle UAV (drone) integrated with an autonomous autopilot system. The system receives the registered GPS coordinates of an aquaculture pond and automatically navigates the UAV to the pond for measurement. When the UAV arrives at the pond, it visits several preselected sites and submerges a detachable multi-parameter sensing module to collect the water-quality parameters. An embedded controller processes the sensor data and transmits the measurements, GPS coordinates and time stamps to a cloud database via wireless communication. One mobile sensing unit can monitor multiple ponds and form a spatially indexed historical database of water quality. The architecture lays a foundation for AI-based anomaly detection, water-quality prediction, disease-risk assessment, and intelligent decision support for precision aquaculture.

Aquac. J.

10 November 2026

Complete IoT-based aquaculture monitoring setup integrating UAV sensing, cloud services, and user applications.
  • Article
  • Open Access

Expanded polystyrene floats have been identified as a significant source of marine microplastic in oyster aquaculture, yet no certification criterion assesses the material that the certified alternatives shed. Gravimetric mass loss, normalised to a common exposed area of 7200 mm2, is reported under accredited accelerated weathering to KS F 2274 for eight float materials: expanded polystyrene at three densities, expanded polypropylene, three injection-moulded polymers, and a continuous-fibre basalt-reinforced thermoplastic composite. Specimens were dried to constant mass before weighing, so the quantity measured is a net change: an upper bound on particulate release, not a measure of it. Mass exceeded the initial value in all three stabilised expanded polypropylene specimens. At 3000 h the loss spanned a factor of 54, and every foamed material exceeded every non-foamed one, while tripling the density of expanded polystyrene reduced loss by only 25% (n = 3; p < 0.0001 across the foamed groups). For ten injection-moulded grades the accelerated ranking reproduced that of 2.5 years outdoors (Spearman ρ = 0.89), though the ratio varied from 0.4 to 6.3. A wear model indicates that the pure-polymer barrier providing water tightness contains 905–1180 g L−1 of polymer against 578 g L−1 for the laminate beneath, so the wearing layer, not the bulk material, may govern release in service.

Aquac. J.

9 November 2026

Three routes of particle generation from an expanded polystyrene float, drawn on the same bead structure. (a) Mechanical abrasion shears beads from the free surface during lifting and washing. (b) Ultraviolet radiation embrittles a surface layer of depth δ, after which beads detach along weakened fusion necks. (c) A burrowing invertebrate penetrates the structure, so particles are produced at depth and not only at the surface. (d) The same core with a coating: the coating interrupts routes (a,b) at the surface but is breached by route (c), which continues in the core beneath. Red marks denote released particles.
  • Article
  • Open Access

The Chilean silverside (Basilichthys microlepidotus) is an endemic freshwater species considered Vulnerable, and the species-specific bioengineering parameters needed to design efficient recirculating aquaculture systems (RAS) for this species, particularly oxygen consumption, remain unknown. A factorial experiment (2 × 2) was conducted to evaluate how body size and stocking density affect the routine oxygen consumption of B. microlepidotus. The study considered two body-size groups and two stocking-density treatments, each represented by three replicate tanks. Oxygen uptake rates were determined from mass-balance calculations in a static closed respirometry system during sequential 24 h periods. Body size significantly influenced mass-specific oxygen consumption, with smaller fish exhibiting higher rates than larger fish, consistent with allometric metabolic scaling, whereas no significant independent effect of stocking density was detected; however, with only three tanks per treatment and two similar densities, the test had low power and this result is inconclusive. A pronounced diurnal pattern was evident in all treatments, with the main oxygen consumption peak near 14:00 h, approximately three hours after the single daily feeding (11:00 h), which is consistent with, but does not demonstrate, a specific dynamic action (SDA) response because no unfed control was included; a smaller peak near 08:00 h preceded feeding and may reflect routine laboratory activity at the start of the working day. These results provide the first species-specific reference values of routine oxygen consumption for B. microlepidotus, offering a preliminary basis, within the size and density ranges tested, for estimating the oxygen demand of fish in RAS designed for this species, with direct relevance for both conservation-oriented restocking and its development as a candidate for freshwater aquaculture diversification.

Aquac. J.

2 November 2026

Mass-specific routine oxygen consumption rate (mg O2 kg−1 h−1) of Basilichthys microlepidotus under four experimental treatments combining two stocking densities (D1: 1.1 kg m−3; D2: 1.8 kg m−3) and two body-size classes (S1: 7.8–77.8 g; S2: 80–297 g). Boxes show the distribution of hourly values pooled across the three replicate tanks and the three consecutive 24 h cycles of each treatment, for visualization only; statistical inference (letters) was based on tank means (n = 3 per treatment). Different lowercase letters above boxes indicate significant differences among treatments (Tukey HSD, p &lt; 0.05, following two-way ANOVA).

Highly Accessed Articles

News & Conferences

Latest Issues

Open for Submission

Journal Sections

XFacebookLinkedIn
Aquac. J. - ISSN 2673-9496