基于pso-SVM的废水厌氧处理过程软测量模型

由于厌氧消化过程的复杂性和厌氧菌的敏感性,保持厌氧消化体系的稳定和高效性是比较困难的.本文在实验室采用IC反应器构建了一套厌氧废水处理系统处理人工合成废水,基于支持向量机(SVM)提出了一种预测废水厌氧处理系统出水挥发性脂肪酸(VFA)浓度和COD去除率的软测量模型.为了提高模型的精确性和鲁棒性,加入pso算法(粒子群算法)优化SVM模型,并引入了分类策略对元数据集进行有效分类.仿真结果表明,基于pso-SVM模型的软测量模型对厌氧废水处理系统出水VFA浓度和COD去除率具有较好的预测能力,模型预测系统COD去除率及出水总VFA浓度测试样本数据相关系数分别为65.86%、85.25%;加入分类策略后,元数据集分成两类,模型预测系统COD去除率测试样本数据相关系数分别为92.34%、83.41%;模型预测系统出水总VFA浓度测试样本数据相关系数分别为99.14%、99.59%,系统预测精度明显提高.引入分类策略对元数据集进行有效分类,基于pso-SVM的软测量模型可为监控、优化和理解厌氧消化过程提供指导.     

基于正交实验的A~2/O工艺运行方式优化

采用GPS-X软件构建了南方某城市污水处理厂A~2/O工艺数学模型,并对模型参数进行调整,通过静态模拟和动态模拟验证了该模型的可靠性。以A~2/O工艺对TN、TP的去除效果为考察指标,利用所建立的模型对A~2/O工艺运行中的混合液回流比(MLR)、污泥回流比(RAS)、好氧池溶解氧(DO)、系统SRT进行了单因素分析和正交试验分析。单因素试验结果表明:当DO为1.5 mg/L,MLR为400%,RAS为110%,系统SRT为22 d时,TN去除效果最佳;当DO为1.1 mg/L,MLR为150%,RAS为60%,系统SRT为12 d时,TP去除效果最好。由正交试验结果可知:MLR对TN、TP去除效果影响显著;RAS对TP去除效果影响显著。A~2/O工艺脱氮除磷的最佳运行参数为:MLR为350%,RAS为90%,DO为1.2 mg/L,系统SRT为20 d。在此条件下,出水TN浓度能达到GB 18918—2002《城镇污水处理厂污染物排放标准》的一级A标准要求。     

基于干湿分类优化的城市生活垃圾收运处理系统研究

为解决"垃圾围城"困境,在充分考量我国城市生活垃圾特点、居民生活垃圾分类能力以及垃圾处理可行方案的前提下,提出以干湿分类为基础,并对干垃圾进行二次分类的城市生活垃圾分类体系。基于此分类体系,对既有生活垃圾收运处理系统的优化调整进行了探讨,提出优化调整原则。最后,以郑州市为例,给出了城市生活垃圾收运处理系统优化调整的具体方案,并证明了新的城市生活垃圾分类体系,以及对城市生活垃圾收运处理系统的优化调整,在提高垃圾资源化率和减少填埋量方面的有效性。     

Biodecoloration of Reactive Black 5 by the methylotrophic yeast Candida boidinii MM 4035

Azo dyes are extensively used in textile dyeing and other industries. Effluents of dying industries are specially colored and could cause severe damage to the environment. The anaerobic treatment of textile dying effluents is nowadays the preferred option, but it could generate carcinogenic aromatic amines. Recently, yeasts have become a promising alternative, combining unicellular growth with oxidative mechanisms. This work reports the characterization of the first methylotrophic yeast with dye decolorizing ability, Candida boidinii MM 4035 and some insights into its decoloration mechanism. The analysis of two selected media revealed a possible two stages mechanism of Reactive Black 5 decoloration. In glucose poor media, decoloration is incomplete and only the first stage proceeds, leading to the accumulation of a purple compound. In media with higher glucose concentrations, the yeast is able to decolorize totally an initial concentration of 200 mg/L. The entire process is co-metabolic, being largely dependent on glucose concentration but being able to proceed with several nitrogen sources. Manganese dependent peroxidase but not laccase activity could be detected during decoloration. Aromatic amines do not accumulate in culture media, supporting an oxidative decoloration mechanism of unknown ecophysiological relevance.     

Aeration optimization through operation at low dissolved oxygen concentrations: Evaluation of oxygen mass transfer dynamics in different activated sludge systems

In wastewater treatment plants(WWTPs)using the activated sludge process,two methods are widely used to improve aeration efficiency — use of high-efficiency aeration devices and optimizing the aeration control strategy. Aeration efficiency is closely linked to sludge characteristics(such as concentrations of mixed liquor suspended solids(MLSS)and microbial communities)and operating conditions(such as air flow rate and operational dissolved oxygen(DO)concentrations). Moreover,operational DO is closely linked to effluent quality. This study,which is in reference to WWTP discharge class A Chinese standard effluent criteria,determined the growth kinetics parameters of nitrifiers at different DO levels in small-scale tests. Results showed that the activated sludge system could meet effluent criteria when DO was as low as 0.3 mg/L,and that nitrifier communities cultivated under low DO conditions had higher oxygen affinity than those cultivated under high DO conditions,as indicated by the oxygen half-saturation constant and nitrification ability. Based on nitrifier growth kinetics and on the oxygen mass transfer dynamic model(determined using different air flow rate(Q′_(air))and mixed liquor volatile suspended solids(MLVSS)values),theoretical analysis indicated limited potential for energy saving by improving aeration diffuser performance when the activated sludge system had low oxygen consumption; however,operating at low DO and low MLVSS could significantly reduce energy consumption. Finally,a control strategy coupling sludge retention time and MLVSS to minimize the DO level was discussed,which is critical to appropriate setting of the oxygen point and to the operation of low DO treatment technology.     

Development of a method for comprehensive water quality forecasting and its application in Miyun reservoir of Beijing, China

Water quality forecasting is an essential part of water resource management. Spatiotemporal variations of water quality and their inherent constraints make it very complex. This study explored a data-based method for short-term water quality forecasting. Prediction of water quality indicators including dissolved oxygen, chemical oxygen demand by KMnO₄ and ammonia nitrogen using support vector machine was taken as inputs of the particle swarm algorithm based optimal wavelet neural network to forecast the whole status index of water quality. Gubeikou monitoring section of Miyun reservoir in Beijing, China was taken as the study case to examine effectiveness of this approach. The experiment results also revealed that the proposed model has advantages of stability and time reduction in comparison with other data-driven models including traditional BP neural network model, wavelet neural network model and Gradient Boosting Decision Tree model. It can be used as an effective approach to perform short-term comprehensive water quality prediction.     

垃圾填埋场区域氨氮污染地下水的修复方案比选

早期建设的简易生活垃圾填埋场的防渗措施不足,易发生渗漏,造成填埋场周围地下水的氨氮浓度升高。文章针对华中地区某垃圾填埋场区域氨氮污染地下水,提出抽取处理加异位生物修复、空气注入加原位生物修复两种修复方案,并采用AHP-TOPSIS(层次分析法-逼近理想排序)方法进行方案的比选。在建立合适的比选指标体系基础上,采用AHP-TOPSIS方法进行综合比选研究。结果表明,空气注入+原位生物修复技术更适合于该区域地下水的修复。TOPSIS方法由于缺乏确定评价指标权重的过程,在层次多元分析中的应用受到限制,而AHP是多层次多因素权重确定的有效工具,将二者结合起来,先由AHP确定指标权重,再运用TOPSIS对备选地下水修复方案进行排序,从而弥补了二者各自的不足。AHP-TOPSIS方法可作为环境工作者进行场地修复方案比选的有效工具。     

以环境保护为基础的城市公园生态设计研究

从环境保护视野对城市公园景观优化设计进行研究,以环境保护为基础,探讨城市公园景观优化设计中应用环境保护的原则,以太原公园为例,介绍其景观优化设计方式,包括改善城市公园湖滨游步道的林荫绿化情况,增建亲水空间,优化座椅、休闲亭和餐饮设施,改善水景别墅前绿化景观,提升公园整体植物景观层次感,规划城市公园水生植物景观.总结出城市公园景观优化设计的策略主要为:设计湖滨亲水设施、营造水上景观、配置城市公园植物景观、设置沿岸的水景.     

耦合MOP与GeoSOS-FLUS模型的县级土地利用结构与布局复合优化

在自然资源整合不断加强,土地利用结构日趋复杂的形势下,采用单一土地利用结构优化方式难以有效满足区域土地利用合理规划的需求。综合考虑生态文明、乡村振兴、城乡融合等土地可持续利用目标,构建土地利用结构优化与布局优化的集成体系,对提升规划适用性具有积极作用。选取常州市金坛区为研究区,以经济效益与生态效益为优化目标,设置自然演变、经济优先和生态优先三种发展情景,在通过MOP(多目标规划)模型进行土地利用结构优化的基础上,利用GeoSOS-FLUS模型实现土地利用布局优化。结果表明:通过集成MOP和GeoSOS-FLUS模型,采用"结构+约束+布局+准则"研究模式探索县域单元下的土地利用结构布局优化,对调整土地利用结构,优化土地利用空间布局有一定帮助。从案例分析结果看,城镇工矿用地数量在自然演变和经济效益优先情景下分别增加了39%和95%;林地在生态效益优先情景下增加了40%;农村居民点在三种情景下分别减少33%、66%和66%。在三种发展情景下,空间格局都将面临城镇空间与生态空间两级分化的现象,后期区域发展中应加强城乡土地利用与生态保护协调发展,促进空间布局均衡化。