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池塘河蟹養(yǎng)殖精準(zhǔn)投餌系統(tǒng)設(shè)計(jì)與試驗(yàn)
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國(guó)家自然科學(xué)基金項(xiàng)目(62173162、61903288)、廣東省重點(diǎn)領(lǐng)域研發(fā)計(jì)劃項(xiàng)目(2020B0202010009)、福建省自然科學(xué)基金項(xiàng)目(2021J011132)和江蘇省高校優(yōu)勢(shì)學(xué)科建設(shè)項(xiàng)目(PAPD)


Design and Experiment of Precise Feeding System for Pond Crab Culture
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    摘要:

    傳統(tǒng)池塘河蟹養(yǎng)殖主要依靠漁民根據(jù)經(jīng)驗(yàn)來估算投餌量,通過人工撐船投喂餌料,餌料利用率低且勞動(dòng)強(qiáng)度大。由于河蟹具有領(lǐng)地意識(shí)且移動(dòng)范圍較小,池塘各處河蟹分布不均勻,因此河蟹養(yǎng)殖需要科學(xué)精準(zhǔn)投餌?,F(xiàn)有河蟹養(yǎng)殖投餌作業(yè)方式粗放,無(wú)法滿足河蟹高效生態(tài)養(yǎng)殖需求。為了掌握河蟹生長(zhǎng)規(guī)律,更加科學(xué)高效地投餌喂料,本文設(shè)計(jì)基于河蟹生長(zhǎng)模型的精準(zhǔn)投餌系統(tǒng)。利用灰色關(guān)聯(lián)度分析法確定對(duì)河蟹生長(zhǎng)發(fā)育影響最大的環(huán)境因子。在傳統(tǒng)水產(chǎn)生物生長(zhǎng)模型基礎(chǔ)上,加入環(huán)境因子進(jìn)行改進(jìn),從線性和指數(shù)兩個(gè)角度對(duì)河蟹生長(zhǎng)模型進(jìn)行優(yōu)化擬合。利用遺傳算法(GA)-反向反饋神經(jīng)網(wǎng)絡(luò)(BP神經(jīng)網(wǎng)絡(luò))(GA-BP神經(jīng)網(wǎng)絡(luò))對(duì)精準(zhǔn)投餌預(yù)測(cè)模型進(jìn)行訓(xùn)練,通過輸入水溫、溶解氧含量、pH值等環(huán)境參數(shù),推算出最佳環(huán)境影響因子數(shù)值。根據(jù)河蟹生長(zhǎng)模型、養(yǎng)殖密度、養(yǎng)殖面積得出河蟹總質(zhì)量,結(jié)合河蟹生長(zhǎng)期存活率與投喂率便可得出總投餌量。根據(jù)池塘河蟹實(shí)際分布密度和水質(zhì)參數(shù),確定池塘各區(qū)域的餌料分配系數(shù),將總投餌量科學(xué)地分配到池塘各個(gè)區(qū)域。通過仿真得出預(yù)測(cè)投餌量決定系數(shù)R2為0.990,預(yù)測(cè)模型具有較好的擬合效果。池塘投餌試驗(yàn)結(jié)果表明,基于河蟹生長(zhǎng)模型確定投餌量,通過智能投餌船自動(dòng)作業(yè)能夠精準(zhǔn)投餌的池塘面積約為5.33hm2,能節(jié)約3個(gè)養(yǎng)殖戶的勞動(dòng)力成本。對(duì)池塘各區(qū)域,投餌船實(shí)際投餌密度與預(yù)設(shè)投餌密度相比,平均絕對(duì)誤差為0.32g/m2,平均相對(duì)誤差為3.90%,且系統(tǒng)可根據(jù)環(huán)境參數(shù)的變化及食臺(tái)反饋及時(shí)調(diào)整投餌量,有利于節(jié)省餌料,培育大規(guī)格河蟹,增加河蟹產(chǎn)量,提高養(yǎng)殖效益,促進(jìn)河蟹養(yǎng)殖節(jié)本增效發(fā)展。

    Abstract:

    Traditional pond crab culture mainly relies on fishermen to estimate the total bait based on experience, and feed bait by manual punting, which has low bait utilization rate and high labor intensity. Because river crabs have territorial awareness and small moving range, the distribution of river crabs in the pond is uneven, thus the scientific and accurate feeding is required for the crab culture. The existing feeding operation mode of river crab culture is extensive, which can not meet the needs of efficient ecological culture of river crab. In order to grasp the growth law of river crabs and feed more scientifically and effectively, a precise feeding system based on river crab growth model was designed. The grey correlation analysis method was adopted in the growth model of the river crab to determine the environmental factors that have the greatest impact on the growth and development of the river crab. Based on the traditional aquatic biological growth model, environmental factors were added to improve the river crab growth model, which was optimized and fitted from the linear and exponential perspectives. The GA-BP neural network was used to train the accurate feeding prediction model, and the optimal environmental impact factor value was calculated by inputting environmental parameters such as water temperature, dissolved oxygen content, and pH value. Then the total weight of the crabs was obtained according to the growth model, breeding density and breeding area of the river crab. Combined with the survival rate and feeding rate of river crab during the growth period, the total bait weight can be determined. Finally, according to the actual distribution density of crabs and water quality parameters, the bait distribution coefficient of each area in the pond was determined, and the total bait was allocated to each area of the pond scientifically. The simulation results showed that the determination coefficient R2 of predicted total bait weight was 0.990, and the fitting effect of the prediction model was good. Through pond feeding experiments, the results showed that based on the total bait determination by using the growth model of river crab, the pond area that could be accurately fed by the automatic feeding boat was 5.33hm2, saving the labor cost of three farmers. Compared with the preset feeding density for each area of the pond, the average absolute error of the actual feeding density performed by the feeding boat was 0.32g/m2 and the average relative error was 3.90%. In addition, the feeding weight can be adjusted timely by the system according to the changes of the environmental parameters and the feedback from feeding table, which was conducive to saving bait, cultivating large crabs, increasing crab production, improving breeding efficiency, and promoting cost-effective development of crab culture.

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孫月平,陳祖旭,趙德安,詹婷婷,周文全,阮承治.池塘河蟹養(yǎng)殖精準(zhǔn)投餌系統(tǒng)設(shè)計(jì)與試驗(yàn)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2022,53(5):291-301. SUN Yueping, CHEN Zuxu, ZHAO Dean, ZHAN Tingting, ZHOU Wenquan, RUAN Chengzhi. Design and Experiment of Precise Feeding System for Pond Crab Culture[J]. Transactions of the Chinese Society for Agricultural Machinery,2022,53(5):291-301.

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  • 收稿日期:2021-12-18
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  • 在線發(fā)布日期: 2022-05-10
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