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Establishing an eyeball-weight relationship for Litopenaeus vannamei using machine vision technology
This study aimed to establish a shrimp eyeball-weight relationship model for Litopenaeus vannamei using machine vision technology. A total of 295 shrimp were sampled from a recirculating aquaculture system (RAS). The long-axis length (d), body length (L), and body weight (W) of each individual was measured. The long axis length of the shrimp eyeball was identified and measured using machine vision technology. Continuous fitting and piecewise fitting models were used to construct the eyeball-weight relationship model for L. vannamei. The continuous fitting relationship model was described as: W = 38.865d2.7914, while the piecewise model was described as: d < 2 mm, W = 0.0326d3.7363, R² = 0.9288; 2 mm ≤ d < 3.9 mm, W = 0.0401d3.104, R² = 0.9629; 3.9 mm ≤ d < 5.8 mm, W = 0.0421d3.0311, R² = 0.9216; 5.8 mm < d, W = 0.103d2.6226, R² = 0.9457. The root mean square error (RMSE) of the piecewise fitting model (0.0244, 0.1575, 0.5034, 0.7072) was smaller than the continuous fitting model (0.8229). The correlation coefficient (R2) of the piecewise model (0.9288, 0.9629, 0.9216, and 0.9457) was similar to that of the continuous fitting model (R2 = 0.9621). The results indicated that the piecewise fitting model is suitable for calculating the biomass of L. vannamei in RAS and provides a novel way of estimating the biomass of L. vannamei cultured in RAS. The piecewise fitting model can also provide the foundation of evaluating the production of shrimp using underwater image recognition in intelligent aquaculture systems. 相似文献
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Recirculating aquaculture systems (RAS) can be installed indoors, allowing year-round production of tropical animals in nearly any climate. A nursery phase is commonly used in Litopenaeus vannamei production since it allows for enhanced biosecurity and better quantification of animals while reducing space requirements. However, it is unclear whether animal density and inclusion of artificial substrate may improve shrimp performance during the nursery phase. In this experiment, we compared shrimp production parameters in two stocking densities with or without the use of an artificial substrate by creating four treatments: low-density LD; 1500 PL/m−3, low-density with substrate LDS, high-density HD; 3000 PL/m−3), and high-density with substrate (HDS). The LDS and HDS treatments included 0.46-m2 of high-density polyethylene 2.5-cm mesh as a substrate, which increased the tank surface area by 21 %. Each treatment was randomly assigned to four 160-l culture tanks, each with a biofilter. The shrimp had an initial weight of 4 mg and were grown for 50 days. The low-density treatments had significantly higher dissolved oxygen (DO) and pH than the high-density treatments (P ≤ 0.001). Specifically, LDS had the highest DO and pH followed by the LD, HD, and HDS treatments, respectively. High-density treatments had significantly higher NO2-N levels than low-density treatments during week 2 of the experiment when an unusually high concentration of nitrite was observed. FCR was significantly lower in both low-density treatments than in high-density treatments. At harvest, the total biomass (kg m−3) was significantly higher in high-density treatments than in low-density treatments (P ≤ 0.001), and the HDS treatment had a significantly greater biomass output than HD. Producers should consider artificial substrate and higher densities during nursery production to maximize shrimp production; however, the effects on water quality should also be taken into account. 相似文献
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鳗鲡循环水高密度养殖试验研究 总被引：1，自引：0，他引：1
利用室内封闭式循环水养殖系统对欧洲鳗鲡进行高密度养殖试验。结果表明,10 522尾平均体重为55.6 g(18P)的欧洲鳗鲡养殖159 d,成活率达99.7%,总重由584.6 kg增加到1478.0 kg,均重达143.2 g(7.0P),养殖密度从13.0 kg/m3提高到32.8 kg/m3,共投饵1 263.2 kg,鳗鲡增重893.4 kg,饵料效率达70.7%。采用添加营养液和低负载预培养生物膜,使鳗鲡进入系统后水质平稳变化,降低了养殖初期因水质变化剧烈而发生事故的风险。试验阶段养殖池水体氨氮0.03～1.28 mg/L、亚硝态氮0.02～0.75 mg/L、硝态氮1.21～99.60 mg/L,溶氧控制在5～7 mg/L、pH以碳酸氢钠调节稳定在7.0～7.7、水温在23.8～32.4℃间,系统的日换水量在5%内,各水质指标均处于鳗鲡适宜范围内。养殖期间发生2次指环虫病害,利用中草药和无残留药物进行防治,效果良好。利用循环水养殖系统养殖鳗鲡,创造最适的水环境理化条件,在快速生产绿色安全水产品的同时有效节水和减少污水排放。研究亮点:国内首次中试规模(养殖水体45 m3),高密度(32.8 kg/m3)进行了欧洲鳗鲡的循环水养殖试验。养殖试验时间达159 d,鳗鲡达到了商品规格。在中试规模条件下,联合运用预培养生物膜和低负载培养生物膜的方法快速构建了具有稳定硝化功能的生物过滤器。首次比较了不同日换水率条件下,循环水养殖欧洲鳗鲡水体氨氮、亚硝酸盐氮和硝酸盐氮的变化情况。 相似文献
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Indoor, intensive, nursery-based recirculating aquaculture systems (RAS) can provide high-quality juvenile shrimp for indoor or pond-based production systems in a biosecure manner. However, it is unclear what type of RAS is most appropriate for indoor shrimp nurseries. This study compared three types of RAS nurseries: biofloc (BF), clear-water (CW), and hybrid (HY). Each treatment included four, randomly assigned 160 L (0.35-m2) tanks that were stocked with 3000 post-larvae shrimp m−3. The post-larvae (PL10) shrimp had an initial average weight of 7 ± 0.0 mg and were grown for 48 days. The BF tanks included external settling chambers as the only filtration mechanism. The CW tanks had settling chambers, foam fractionators, and external biofilters to fully clarify the water and process nitrogenous waste. Hybrid tanks included settling chambers, and external biofilters to maintain some suspended solids along with external biofiltration. Overall, the CW treatment had significantly higher dissolved oxygen (DO) and pH levels than the BF and HY systems. The HY treatment had significantly higher DO than the BF treatment. Nitrite concentration was significantly higher in the HY treatment than the CW treatment. Turbidity in the BF treatment was significantly higher than the other treatments. On the final sample date, the BF treatment had significantly higher nitrite and nitrate concentrations than the other treatments. Differences between treatments in terms of shrimp survival, mean harvest weight, specific growth rate, and feed conversion ratio were not significant. The final weight of the shrimp at 48 days for the BF, CW, and HY were 670 mg, 640 mg, and 590 mg respectively. A stable isotope mixing model indicated that, in the BF treatment, 13% of the C and 34% of the N in harvested shrimp tissue may have originated from biofloc material, signifying some nutrient recycling. The nitrification process was more effective with the inclusion of an external biofilter. All three system types appear suitable for RAS shrimp nursery production although consideration should be given to water quality consistency and filtration costs. 相似文献
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Three different commercially available structural plastic media were evaluated in triplicate in moving bed biofilters under low salinity (11–12 ppt) warm water culture conditions and two different feed loading rates. The culture system consisted of nine separate modules that include a double drain fish culture tank paired to a moving bed biofilter. The biofilters were filled with 0.11 m3 of one of three different types of floating plastic structured media. The three types of media evaluated were K1 kaldnes media, MB3 media, and AMB media. Volumetric total ammonia nitrogen (TAN) removal rates (g TAN removed/m3 media-day), TAN removal efficiency, and biofilm kinetic constants, Ki (h−1) were determined for the three media types at two different daily feed load rates of 3.5 and 8.2 kg feed/m3 media. The feed provided was a 4.8 mm slow sinking marine grower diet pellet (45% protein, 17% fat). Average (±standard deviation, SD) volumetric TAN removal rates (VTR) at the lower feed load for the three media types were 92.2 ± 26.3, 86.1 ± 27.5, and 82.5 ± 25.9 for the MB3, AMB, and K1 kaldnes media, respectively. At the higher feed load the average VTR for the three media types was 186.4 ± 53.7, 172.9 ± 47.8, and 139.9 ± 38.9 for the MB3, AMB, and K1 kaldnes media, respectively. Influent TAN concentrations varied by the feed load rate and ranged from 0.55 to 0.93 mg/L and 0.83 to 1.87 mg/L for the low and higher feed loads, respectively. The percent TAN removal rates for the MB3 media was the highest of the three media types at both the low and high feed load rates averaging 12.3% and 14.4%, respectively. The MB3 media was selected for use in the moving bed biofilters because of the greater VTR and removal efficiency results for use in the 0.11 m3 moving bed biofilters of the hatchery recirculating aquaculture system. 相似文献
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Further growth in Atlantic salmon (Salmo salar) aquaculture production is expected, and as a response to limited freshwater resources, recirculating aquaculture systems (RAS) are increasingly applied in smolt production. Knowledge of the general composition and quality of inlet-water is important for designing water-treatment to obtain optimal water quality in both flow-through and RAS systems. Based on water quality surveys in Norway (96 water sources, 1999–2006) and Chile (120 water sources, 2006–2008) inlet-water quality was evaluated. Norwegian smolt production is characterized by almost exclusively utilizing surface waters as inlet-water sources, with lake inlets constituting 88% and river inlets 12%. This results in large seasonal variations in both temperature, and inlet-water quality. In Chile, production is based on inlet-water from groundwater wells (32%), natural springs (40%) and rivers (28%). Norwegian inlet-water quality shows significantly lower pH and buffering capacity. The content of total organic carbon and total nitrogen is generally higher in Norway, while the levels the main metals of concern, aluminium (Al) and iron (Fe), show large between-site variability in both countries. In low pH waters in Norway, the concentration of inorganic (labile) aluminium exceeds recommended level (10 μg/L) in 15% of the samples. The Norwegian database documents highly variable production intensity in smolt production. The measured levels of carbon dioxide (CO2, 11.6 ± 6.2 mg/L) and total ammonia nitrogen (TAN, 499 ± 485 μg N/L) (mean ± SD), exceed current legislative recommendations in 30% and 10.5% of the cases, respectively. RAS technology has the potential to improve a variable water quality if it proves reliable for the time intervals and production volumes needed. Thus, if necessary adjustments in water treatment to the local water quality are implemented, RAS production may well constitute a substantial part of smolt production in the future. 相似文献
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The possibility of application of agglomerate elastomers (EPP) as media for biological bed in aquaculture 
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下载免费PDF全文 Mateusz Sikora Joanna Nowosad Mateusz Biegaj Dariusz Kucharczyk Marcin Dębowski 《Aquaculture Research》2018,49(9):2988-2994
The aim of the study was to determine the possibility of experimental media (agglomerate elastomers EPP) application as biological media bed, which serves the purpose of water purification in recirculating aquaculture systems (RAS). RAS enables mass‐production of fish in small volume of water in a limited area. This involves the possibility of multiple usage of water during culture. However, for that purpose of maintaining proper physico‐chemical parameters, water purification from products of metabolism, especially toxic nitrogen compounds, is required. One of the simplest and most effective ways to achieve it is combining application of two types of water filtration: mechanical and biological. It is needed to study new media for biological bed with proper filling is able to purify water from toxic nitrogen compounds. 相似文献
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Pham Thi Anh Ngoc Miranda P. M. Meuwissen Le Cong Tru Roel H. Bosma Johan Verreth Alfons Oude Lansink 《Aquaculture Economics & Management (Blackwell Science)》2016,20(2):185-200
This study aims to analyze the economic feasibility of recirculating aquaculture systems (RAS) in pangasius farming in Vietnam. The study uses a capital budgeting approach and accounts for uncertainty in key parameters. Stochastic simulation is used to simulate the economic performance of medium and large farms operating with a traditional system or RAS. Data are obtained through structured surveys and a workshop in the Mekong River Delta. Results show that for large farms, net present value increases from an average of 589,000 USD/ha to 916,000 USD/ha after implementing RAS. Overall, the probability that RAS is a profitable investment is found to be 99% for both farm sizes. With RAS, the crucial parameters determining profitability are price, yield, costs of fingerling, feed, and initial investment. Findings on the robustness of the economic performance of RAS are useful to support public and private decision making towards increasing the sustainability of pangasius production. 相似文献
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为探究电化学氧化法在工厂化循环水养殖系统中处理水质的效果及影响因素,在前期试验得到最佳条件(温度25℃、电流密度40 A/m2、水流速度300 m L/min)下,以不同初始氨氮质量浓度和固体悬浮颗粒物的模拟养殖水以及实际养殖水为研究对象,探讨了加入低压紫外汞灯后电解与紫外协同去除氨氮的效果。结果表明:电解紫外协同处理氨氮效果明显优于单独电解法,运用本系统处理氨氮初始质量浓度分别为4、7、10 mg/L的模拟养殖水时,氨氮去除效率相对于单独电解时分别提高45.0%(p0.05)、36.0%(p0.05)和20.0%(p0.05);电解紫外协同去除氨氮效率受氨氮初始质量浓度、水体中的固体颗粒悬浮物、实际养殖水等因素影响,随着氨氮初始质量浓度及水体中固体悬浮颗粒物的升高,氨氮的去除效率降低,达到同种去除效率所需的时间延长,当处理固体悬浮颗粒(SS)分别为100、150、200 mg/L的模拟养殖水时,氨氮的去除效率随着SS的升高而降低,相对于仅含氨氮的模拟养殖水,氨氮的去除效率分别降低51.7%(p0.05)、65.5%(p0.05)和72.4%(p0.05);在处理实际养殖水时,氨氮的去除速率明显降低,去除完全所需的时间延长,在本系统中电解紫外对氨氮、亚硝氮、固体悬浮颗粒物的去除具有较好效果,去除率分别为97.8%、96.9%和92.1%。 相似文献