在固定温度50°C下使用RSM和ANN生产和优化大豆生物柴油生产
Sunil Kumar1, Vivudh Fore2, Jasbir Singh2
1Faculty of Engineering and Technology, Gurukula Kangri (Deemed to Be University), Haridwar, India. sunil508@rediffmail.com.
概括
这项研究优化了使用响应表面方法 (RSM) 和人工神经网络 (ANN) 来从大豆油中生产生物柴油. 综合方法实现了80.86%的收益率,证明了可持续生物燃料优化的高效方法.
科学领域:
- 化学工程是化学工程的重要组成部分.
- 可再生能源可再生能源是可再生能源.
背景情况:
- 豆油为生物燃料生产提供可持续的原料.
- 优化转化对于高效的生物柴油合成至关重要.
- 整合响应表面方法 (RSM) 和人工神经网络 (ANN) 可以提高流程优化.
研究的目的:
- 优化从大豆油生产生物柴油的转化过程.
- 为了比较RSM和ANN模型对生物柴油产量的预测准确度.
- 确定最大生物柴油生产的最佳工艺参数.
主要方法:
- 从大豆中提取生物油.
- 响应表面方法 (RSM) 的应用与盒子-贝恩肯设计.
- 使用trainlm算法开发人工神经网络 (ANN) 模型.
- 优化催化剂度,甲醇与油的比率,温度和时间.
主要成果:
- 在RSM优化的条件下,生物柴油产量为80.86%,催化剂为1.82%,甲醇与油比为8:1,50°C,34分钟.
- 开发的RSM和ANN模型显示出高性能,R2 = 0.989和RMSE = 0.633为ANN.
- 与RSM模型相比,ANN模型显示出更高的预测准确性.
结论:
- 结合的RSM和ANN方法有效优化了从大豆油生产生物柴油.
- 与RSM相比,人工神经网络可以更准确地预测生物柴油产量.
- 这项研究有助于推动可持续生物燃料生产技术的发展.
相关概念视频
Bioreactor Design and Operational System
Bioreactors are engineered vessels designed to cultivate microorganisms under controlled conditions for industrial bioprocessing. They maintain sterility and allow precise regulation of pH, temperature, oxygen, and nutrient levels to optimize microbial growth and metabolite production. Bioreactors range from small laboratory units of 1 liter to industrial systems holding up to 500,000 liters, though only about 75% of their volume is actively used for fermentation. The remaining headspace...
Bioreactor Controls-III
Strain improvement is a foundational strategy in industrial microbiology aimed at maximizing microbial productivity, particularly because natural isolates typically yield commercially valuable products in very low concentrations. Although optimizing the culture medium and environmental conditions can improve yields, these adjustments are inherently limited by the organism’s genetic potential. As a result, the focus shifts toward genetic modifications to enhance biosynthetic capacity. The...
Production of Organic Acids
Lactic acid, an important organic acid extensively applied in food, pharmaceutical, and biodegradable polymer industries, is primarily produced via microbial fermentation. This method is favored over chemical synthesis due to its environmental sustainability and capacity for enantiomerically pure product formation. Among various microbial processes, the fermentation of starch-based substrates stands out due to the abundance and renewability of raw materials like corn and potatoes.Hydrolysis of...
Production of Antibiotics
Penicillin, one of the earliest and most widely used antibiotics, is produced industrially by the filamentous fungus Penicillium chrysogenum. Large stirred-tank bioreactors ranging from tens to hundreds of thousands of liters maintain tightly controlled temperature, pH, and dissolved oxygen conditions to support fungal metabolism and maximize antibiotic yield. Penicillin is a secondary metabolite, synthesized primarily during the stationary growth phase, which requires a carefully managed...
Production of Pharmaceuticals
Industrial insulin production uses genetically engineered E. coli expressing a proinsulin gene controlled by a tryptophan promoter and containing a methionine linker for later cleavage. The cells also carry ampicillin resistance for selective growth. Seed cultures are stored at −80 °C and production begins by thawing a small amount to inoculate starter cultures, which are progressively scaled to a 50,000-L bioreactor. In the bioreactor, E. coli grow in nutrient-rich media under sterile, tightly...
Biofuels
The microbial conversion of organic matter into biofuels holds potential as a renewable energy source. Among biofuel sources, microalgae are recognized as a highly efficient and adaptable feedstock for biodiesel production, owing to their rapid biomass accumulation, elevated lipid productivity, and capacity to proliferate in diverse aquatic systems, including freshwater, marine, and wastewater habitats. Unlike terrestrial crops, microalgae do not compete for land and can achieve significantly...


