Establishing an eyeball-weight relationship for Litopenaeus vannamei using machine vision technology     

《Aquacultural Engineering》2019

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 = 38.865d^2.7914, while the piecewise model was described as: d < 2 mm, W = 0.0326d^3.7363, R² = 0.9288; 2 mm ≤ d < 3.9 mm, W = 0.0401d^3.104, R² = 0.9629; 3.9 mm ≤ d < 5.8 mm, W = 0.0421d^3.0311, R² = 0.9216; 5.8 mm < d, W = 0.103d^2.6226, 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   

落叶松人工林地位指数级导向曲线模型的研究     

高洪亮  贾炜玮 《林业科技情报》2009,41(1):20-22

本文用约1000块样地资抖,系统地研究了黑龙江省落叶松人工林的地位指数级导向曲线模型。通过林业统计分析软件Statistica6.0对各落叶松人工林数据进行拟合、分析比较,结果为：从拟合精度、曲线走向与散点分布趋势、残差分布等综合考虑,舒马切尔曲线函数比较适合落叶松人工林地位指数级导向曲线模型的拟合。  相似文献   

园林种植容器的发展及应用现状     

谷亚琴  马涛 《安徽农业科学》2016,(11):184-185

综述了国内外园林种植容器的发展史及应用现状,并总结出园林种植容器的设计要素及应用原则,最后对种植容器的发展进行展望。  相似文献   

Simulation of future dissolved oxygen distribution in pond culture based on sliding window-temporal convolutional network and trend surface analysis     

《Aquacultural Engineering》2021

Dissolved oxygen (DO) is a key ecological factor to measure the quality of water in the aquaculture. As the pond water body is affected by the breeding environment, the spatial distribution of DO shows a certain law in the entire pond. Therefore, to simulate the distribution of DO in aquaculture waters and grasp the temporal and spatial variation of DO is the key to achieving precise regulation of DO. For this purpose, this paper proposed a method for simulating the temporal and spatial distribution of DO in pond culture based on a sliding window-temporal convolutional network together with trend surface analysis (SW-TCN-TSA). This paper first utilized SW to construct DO data sets with different prediction durations, and then used the improved TCN model to realize one-dimensional time series prediction for DO at single monitoring point. Based on the prediction results of DO, a TSA method was performed on the predicted values of DO at the extreme moments of all discrete monitoring points, so as to realize the simulation of the temporal and spatial distribution of DO in the pond. Experimental results show that the SW-TCN model has better prediction performance for one-dimensional time series prediction of DO. Compared with traditional deep networks, such as CNN, GRU, LSTM, CNN-GRU and CNN-LSTM, the values of evaluation indicators (MSE, MAE and RMSE) have been greatly improved. In the process of trend surface fitting, all fitting R² of DO at different water depths are higher than 0.9, indicating that the TSA can accurately reflect the temporal and spatial distribution of DO. This method can provide a basis for the prediction and early warning of DO in the three-dimensional space of the pond and has high practicability in aquaculture.  相似文献   

金融时间序列指标判别框架：以特质波动率为例     

汤胤  毛景慧 《湖南农业大学学报(自然科学版)》2016,(3):35-39

基于拐点集合判别的TBUD方法主要思路是分析拐点集合间的关系，并在高维空间进行划分，从而搭建判别模型，并将分析框架应用在特质波动率等若干指标上，利用实证数据得到结论。应用TBUD判别框架可以发现，特质波动率等指标无法对拐点集合进行清晰划分，因而并不具有预测能力。  相似文献   

冀、京、津产麦区小麦赤霉病菌原体形成期的气象要素演变特征与分析   总被引：1，自引：0，他引：1  

袁淑杰 梁平武文辉  徐大红杨昌银韩俊玲  李智慧 《华北农学报》2007,22(B10):220-224

根据河北省、北京市、天津市22个代表站1960—2000年逐日平均气温、降雨量、相对湿度以及日照时数等资料，运用统计学方法，分析了京、津、冀地区小麦赤霉病菌原体形成期各相关气象因子的年际、年代际变化及空间分布。结果表明，日平均气温≥12℃日数大部地区呈弱增加趋势，降雨量和雨日呈减少趋势，中部以南地区的日照条件向降低小麦抗病能力的方向转化；贴近度分析表明，塘沽一天津一保定以南地区秋季小麦赤霉病菌原体形成期的气候条件是最适宜或适宜小麦赤霉病发生。  相似文献   

基于模拟退火算法优化给水管线造价公式研究     

余嵘  严程  逯佩宁 《中国农村水利水电》2015,(7)

给水管线造价公式的精确性对工程经济分析与给水管网优化的科学性和经济性有重大影响。通过五个地区的铸铁管综合单价数据,采用最小二乘法对各组数据进行多项式一至十次的拟合,确定了给水管线造价公式的最佳拟合次数为三次;进一步采用模拟退火算法对拟合的多项式参数进行优化计算,求解给水管线造价公式。结果表明:凭借模拟退火算法随机全局搜索模式以及不受函数性质影响的优势,能够克服传统算法难以求解多阶导数的困难,提高公式拟合精度。  相似文献   

Design for Precision Measurement System Based on Machine Vision     

LIAO Qiang  MI Lin  ZHOU Yi  XU Zhong jun 《保鲜与加工》2002,(12):21-23

It is difficult to measure the geometric quantity of small parts in finishing, assembling and measuring, because it's easy to break the workpieces' surface and alter their position by means of traditional contact measuring methods.There are some non contact measurers, such as,light feeler pin and interference microscope etc., because of it's high price and strict working conditions,so it's difficult to promote them in widely use. Precision measurement system based on machine vision has the advantages of non contact measuring as well as high performance and low price. Some problems, such as light source, algorithm of edge fitting, auto focusing,are discussed.  相似文献   

Optimization of Curve Fitting Used in Development of Magic Formula Tire Model     

REN Guang-sheng 《保鲜与加工》2001,(3):22-25

Characteristics of a tire are the foundation of vehicle dynamics studying, especially play a vital role in vehicle handling study. It is necessary to establish a tire model in the simulation for vehicle handling because the tire characteristics got by test can not be satisfied.The optimization of fitting to the tire test data curves by Magic Formula is discussed, included the digitalization of tire test data curves, designing objective functions and optimization processes,etc. Finally the parameters in Magic Formula tire model are obtained and they lay a foundation for the development of vehicle handling aftertime.  相似文献   

Research and Practice on Separation of Errors by Numerical Fitting     

Peng Donglin Liu Chengkang Liu Chong 《保鲜与加工》1997,(6):53-57

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