提高城市固体废物液处理效率:使用铁电极对电凝/花回收进行基于人工智能的预测
Chinenye Adaobi Igwegbe1,2, Chinonso Chukwudi Onyechi3, Andrzej Białowiec2
1Department of Chemical Engineering, Nnamdi Azikiwe University, Awka, Nigeria.
Environmental technology
|April 25, 2024
概括
人工智能 (AI) 优化了市政污水处理的电凝/电 (EC/EF). 人工智能模型实现了99.4%的度去除,证明了人工智能.
科学领域:
- 环境科学与工程环境科学与工程
- 人工智能在水处理中的应用
- 废水处理技术 废水处理技术
背景情况:
- 市政水 (MUPL) 带来了重大处理挑战.
- 传统的电凝/电 (EC/EF) 过程需要优化效率.
- 人工智能 (AI) 为先进的废水处理解决方案提供了潜力.
研究的目的:
- 在EC/EF过程中开拓AI的应用,用于MUPL治疗.
- 开发和验证用于预测和优化度 (TDY) 移除的AI模型.
- 确定影响EC/EF效率的关键过程参数.
主要方法:
- 使用基于多层感知子 (MLP) 的前人工神经网络 (ANN) 与莱文伯格-马奎特 (LMb) 算法.
- 通过使用EC/EF与铁电极对MUPL治疗进行实验研究.
- 采用强大的ANN数据建模用于预测和优化.
主要成果:
- 在10分钟的电解时间内实现了惊人的99.4%的TDY去除.
- 在ANN模型预测和实验结果之间显示出强烈的正相关性 (0.994).
- 确定了电流强度,沉时间和酸性pH值作为有效处理的关键参数.
结论:
- 人工智能,特别是ANN,在预测和优化EC/EF对MUPL治疗方面非常有效.
- 开发的AI模型显示了高的预测准确性和污水处理进步的巨大潜力.
- 优化了EC/EF过程参数,从而大幅减少了污染物和改善了水质.
相关概念视频
Coagulation
291
Colloidal solids are solid particles suspended in solution. They are usually negatively charged, attracting a compact primary layer of positively charged ions, which attract more counterions to form an electrical double layer. Electrostatic repulsion between the charged double layers prevents the particles from colliding, stabilizing the colloids. These solids are often undesirable because they can contain toxins that are difficult to remove. Coagulation is a technique that helps aggregate and...
291
Precipitation and Co-precipitation
1.8K
Precipitation and coprecipitation methods can be used to separate a mixture of ions in a solution. In qualitative inorganic analysis, ions that form sparingly soluble precipitates with the same reagent are separated based on the differences in solubility products. For example, consider the separation of Cu(II) and Fe(II) ions by precipitation as insoluble sulfides. First, copper(II) sulfide is precipitated by the addition of acidic H2S, where the dissociation of H2S is suppressed. Adding H2S...
1.8K
Factors Affecting Solubility
33.4K
Compared with pure water, the solubility of an ionic compound is less in aqueous solutions containing a common ion (one also produced by dissolution of the ionic compound). This is an example of a phenomenon known as the common ion effect, which is a consequence of the law of mass action that may be explained using Le Chȃtelier’s principle. Consider the dissolution of silver iodide:
33.4K
Electrodeposition
630
Electrodeposition is a technique used to separate an analyte from interferents by electrochemical processes. Here, the analyte is a metal ion that can be deposited on an electrode immersed in the sample solution. The electrochemical setup consists of an anode and a cathode. When an electric current is applied to the setup, oxidation occurs at the anode. At the cathode, which consists of a large metal surface, metal ions undergo reduction and deposit onto the surface.
Electrodeposition can...
Electrodeposition can...
630
Extraction: Advanced Methods
446
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is...
446
Standard Electrode Potentials
43.8K
On comparing the reactivity of silver and lead, it is observed that the two ionic species, Ag+ (aq) and Pb2+ (aq), show a difference in their redox reactivity towards copper: the silver ion undergoes spontaneous reduction, while the lead ion does not. This relative redox activity can be easily quantified in electrochemical cells by a property called cell potential. This property is commonly known as cell voltage in electrochemistry, and it is a measure of the energy which accompanies the charge...
43.8K


