摘要
一位新闻记者兼机器人与机器学习的工作人员新闻编辑每日新闻-机器学习的新研究是一篇报道的主题。根据NewsRx记者在南非约翰内斯堡的新闻报道,研究表明:“化学链燃烧(CLC)是一种碳捕获技术,它使用氧载体将氧化剂转移到燃料中进行燃烧。”人工神经网络和响应面法,以估计不同固体燃料废纸、塑料废物和甘蔗甘蔗SSE混合物的表面区域工艺性能并优化CLC的工艺条件。新闻记者引用了Joh-Annesburg大学的一项研究:“基于燃烧效率、CO2产率和CO2捕获效率的响应,得到了对所有燃烧参数的高性能关联(R-2>0.8),由RSM分析得到的扰动PLOT表明,最重要的输入参数包括蒸汽对固定碳的贡献;结果表明,SCB/WP共混物的最佳工艺条件为:800℃,固体流量197.7 kg/h,载氧比1.1,水蒸气固碳比2.16,共混比1.最佳操作条件为:800℃,固体流量199.4 kg/h,氧气车与燃料比1.3,蒸汽与固定碳比2,混合比0.3.。
Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News – New research on Machine Learning is the subject o f a report. According to news reporting originating in Johannesburg, South Afric a, by NewsRx journalists, research stated, “Chemical Looping Combustion (CLC) is a carbon capture technology that uses an oxygen carrier to transfer the oxidizi ng agent to the fuel for combustion. This study used different machine learning algorithms, Artificial neural network and Response surface methodology to estima te the surface region process performance and optimize the process condition for the CLC of different solid fuels waste paper, plastic waste, and sugarcane baga sse blends.” The news reporters obtained a quote from the research from the University of Joh annesburg, “Based on the combustion efficiency, CO2 yield and CO2 capture effici ency responses, A high performance correlation (R-2 > 0. 8) was obtained for all the combustion parameters analyzed. The perturbation plo t derived from the RSM analysis indicated that the most significant input parame ters include the steam to fixed carbon, blend ratio and the fuel reaction temper ature. The CLC process was optimized using RSM. For blends of SCB/WP, the best o perating conditions were found to be 800 degrees C, a solid flow rate of 197.7 k g/h, an oxygen carrier to fuel ratio of 1.1, a steam to fixed carbon ratio of 2. 16, and a blend ratio of 1. Similarly, for blends of SCB/PW, the optimal operati ng conditions were 800 degrees C, a solid flow rate of 199.4 kg/h, an oxygen car rier to fuel ratio of 1.3, steam to fixed carbon ratio of 2, and a blend ratio o f 0.3.”