Research on Optimization of Food Industry Processing Process Based on Computational Intelligence

Computational intelligence refers to an algorithm inspired by the body structure of natural animals and plants and unique landscapes. It can perform simultaneous multithreaded work. In the processing process of the food industry, multiple factors must be considered at the same time to optimize various parameters simultaneously. Therefore, this research combines computational intelligence algorithms with the processing flow of the food industry, conducts research on the optimization of food processing systems and processes, and fully understands the needs of the market, the competitiveness of the company’s products, and the people facing marketing. The MA-CI model was used to optimize the entire process of food processing and production, and multiple variables were integrated. The following conclusions were drawn: (1) When the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M1"> <mtext>node</mtext> <mtext> </mtext> <mtext>size</mtext> <mo>=</mo> <mn>100</mn> </math> , calculate the optimal value of the intelligent model <math xmlns="http://www.w3.org/1998/Math/MathML" id="M2"> <mfenced open="(" close=")"> <mrow> <mtext>MA</mtext> <mo>−</mo> <mtext>CI</mtext> </mrow> </mfenced> <mo>=</mo> <mn>0.3196</mn> </math> , the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M3"> <mtext>worst</mtext> <mtext> </mtext> <mtext>value</mtext> <mo>=</mo> <mn>0.3120</mn> </math> , and the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M4"> <mtext>average</mtext> <mtext> </mtext> <mtext>plus</mtext> <mo>−</mo> <mtext>minus</mtext> <mtext> </mtext> <mtext>variance</mtext> <mo>=</mo> <mn>0.3155</mn> <mo>±</mo> <mn>4.6278</mn> <mo>×</mo> <msup> <mrow> <mn>10</mn> </mrow> <mrow> <mo>−</mo> <mn>6</mn> </mrow> </msup> </math> , in each index. Both are better than the Greedy algorithm model and the EA model. When the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M5"> <mtext>node</mtext> <mtext> </mtext> <mtext>size</mtext> <mo>=</mo> <mn>200</mn> </math> , the optimal value of the calculation intelligence model <math xmlns="http://www.w3.org/1998/Math/MathML" id="M6"> <mfenced open="(" close=")"> <mrow> <mtext>MA</mtext> <mo>−</mo> <mtext>CI</mtext> </mrow> </mfenced> <mo>=</mo> <mn>0.3050</mn> </math> , the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M7"> <mtext>worst</mtext> <mtext> </mtext> <mtext>value</mtext> <mo>=</mo> <mn>0.2900</mn> </math> , and the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M8"> <mtext>average</mtext> <mtext> </mtext> <mtext>plus</mtext> <mtext> </mtext> <mtext>and</mtext> <mtext> </mtext> <mtext>minus</mtext> <mtext> </mtext> <mtext>variance</mtext> <mo>=</mo> <mn>0.2970</mn> <mo>±</mo> <mn>8.9251</mn> <mo>×</mo> <msup> <mrow> <mn>10</mn> </mrow> <mrow> <mo>−</mo> <mn>6</mn> </mrow> </msup> </math> ; when the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M9"> <mtext>node</mtext> <mtext> </mtext> <mtext>size</mtext> <mo>=</mo> <mn>300</mn> </math> , the calculation intelligence model (MA-CI) <math xmlns="http://www.w3.org/1998/Math/MathML" id="M10"> <mtext>optimal</mtext> <mtext> </mtext> <mtext>value</mtext> <mo>=</mo> <mn>0.2608</mn> </math> , the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M11"> <mtext>worst</mtext> <mtext> </mtext> <mtext>value</mtext> <mo>=</mo> <mn>0.2499</mn> </math> , and the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M12"> <mtext>mean</mtext> <mtext> </mtext> <mtext>plus</mtext> <mo>−</mo> <mtext>minus</mtext> <mtext> </mtext> <mtext>variance</mtext> <mo>=</mo> <mn>0.2551</mn> <mo>±</mo> <mn>1.0028</mn> <mo>×</mo> <msup> <mrow> <mn>10</mn> </mrow> <mrow> <mo>−</mo> <mn>5</mn> </mrow> </msup> </math> ; when the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M13"> <mtext>node</mtext> <mtext> </mtext> <mtext>size</mtext> <mo>=</mo> <mn>500</mn> </math> , calculate the optimal value of intelligent model <math xmlns="http://www.w3.org/1998/Math/MathML" id="M14"> <mfenced open="(" close=")"> <mrow> <mtext>MA</mtext> <mo>−</mo> <mtext>CI</mtext> </mrow> </mfenced> <mo>=</mo> <mn>0.2857</mn> </math> , the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M15"> <mtext>worst</mtext> <mtext> </mtext> <mtext>value</mtext> <mo>=</mo> <mn>0.2812</mn> </math> , and the <math xmlns="http://www.w3.org/1998/Math/MathML" id="M16"> <mtext>mean</mtext> <mtext> </mtext> <mtext>plus</mtext> <mtext> </mtext> <mtext>and</mtext> <mtext> </mtext> <mtext>minus</mtext> <mtext> </mtext> <mtext>variance</mtext> <mo>=</mo> <mn>0.2834</mn> <mo>±</mo> <mn>2.8230</mn> <mo>×</mo> <msup> <mrow> <mn>10</mn> </mrow> <mrow> <mo>−</mo> <mn>6</mn> </mrow> </msup> </math> . (2) In the electronic circuit network, calculate the intelligent model (MA-CI): <math xmlns="http://www.w3.org/1998/Math/MathML" id="M17"> <mtext>Rc</mtext> <mo>=</mo> <mn>0.3174</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M18"> <mtext>NMI</mtext> <mo>=</mo> <mn>0.7388</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M19"> <mi>Δ</mi> <mtext>Ec</mtext> <mo>=</mo> <mn>0</mn> </math> , and <math xmlns="http://www.w3.org/1998/Math/MathML" id="M20"> <mi>k</mi> <mo>=</mo> <mn>14.43</mn> </math> ; in the USAir network, the computational intelligence model (MA-CI) is as follows: <math xmlns="http://www.w3.org/1998/Math/MathML" id="M21"> <mtext>Rc</mtext> <mo>=</mo> <mn>0.3041</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M22"> <mtext>NMI</mtext> <mo>=</mo> <mn>0.8632</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M23"> <mi>Δ</mi> <mtext>Ec</mtext> <mo>=</mo> <mn>0</mn> </math> , and <math xmlns="http://www.w3.org/1998/Math/MathML" id="M24"> <mi>k</mi> <mo>=</mo> <mn>7.43</mn> </math> ; the computational intelligence model (the uniqueness and optimality of MA-CI) has resulted in the optimal solution for the optimization of the global machining process. (3) Using six online databases to predict and verify the MA-CI model for process optimization in the food industry, it was found that the MA-CI model for process optimization in the food industry was better than the standard value. (4) Perform performance testing on the optimized MA-CI model. It is found that under the MA-CI model, <math xmlns="http://www.w3.org/1998/Math/MathML" id="M25"> <mtext>MUTAG</mtext> <mo>=</mo> <mn>98.2</mn> <mo>±</mo> <mn>4.3</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M26"> <mtext>ENZYMES</mtext> <mo>=</mo> <mn>96.2</mn> <mo>±</mo> <mn>4.3</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M27"> <mtext>PTC</mtext> <mo>=</mo> <mn>85.2</mn> <mo>±</mo> <mn>4.3</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M28"> <mtext>PROTEINS</mtext> <mo>=</mo> <mn>82.0</mn> <mo>±</mo> <mn>3.2</mn> </math> , <math xmlns="http://www.w3.org/1998/Math/MathML" id="M29"> <mtext>NCI</mtext> <mn>1</mn> <mo>=</mo> <mn>80.2</mn> <mo>±</mo> <mn>2.0</mn> </math> , and <math xmlns="http://www.w3.org/1998/Math/MathML" id="M30"> <mtext>D</mtext> <mo>&amp;</mo> <mtext>D</mtext> <mo>=</mo> <mn>91.9</mn> <mo>±</mo> <mn>0.5</mn> </math> , which are better than the other models. The optimized MA-CI model can control the profit problem in food processing and production, and it is found that the MA-CI model can make the enterprise obtain the maximum profit in the shortest period.