COD and NH4-N Estimation in the Inflow of Wastewater Treatment Plants using Machine Learning Techniques

The in-line measurement of COD and NH4-N in the WWTP inflow is crucial for the timely monitoring of biological wastewater treatment processes and for the development of advanced control strategies for optimized WWTP operation. As a direct measurement of COD and NH4-N requires expensive and high maintenance in-line probes or analyzers, an approach estimating COD and NH4-N based on standard and spectroscopic in-line inflow measurement systems using Machine Learning Techniques is presented in this paper. The results show that COD estimation using Radom Forest Regression with a normalized MSE of 0.3, which is sufficiently accurate for practical applications, can be achieved using only standard in-line measurements. In the case of NH4-N, a good estimation using Partial Least Squares Regression with a normalized MSE of 0.16 is only possible based on a combination of standard and spectroscopic in-line measurements. Furthermore, the comparison of regression and classification methods shows that both methods perform equally well in most cases.

From ideal reactor concepts to reality:The novel drum reactor for photocatalytic wastewater treatment

This article reports the development of a novel drum photocatalytic reactor for treating dye effluent streams. The parameters for operation including drum rotation speed, light source distance, catalyst loading and H2O2 doping have been investigated using methylene blue as a model pollutant. Effluent can be generated by a number of domestic and industrial sources, including pharmaceutical, oil and gas, agricultural, food and chemical sectors. The work reported here proposes the application of semiconductor photocatalysis as a final polishing step for the removal of hydrocarbons from effluents sources, initial studies have proved effective in removing residual hydrocarbons from the effluent.

Remediation of oily wastewater from an interceptor tank using a novel photocatalytic drum reactor

A novel photocatalytic reactor has been developed to remediate oily wastewaters. In the first instance degradation rates of model organic compounds, methylene blue (MB) and 4-c hlorophenol (4-CP) were determined. The experimental set-up investigated a 1:10 w/v catalyst to organic solution volume, 30 g catalyst, 300 mls MB (10 μM) or 4-CP (100 μM). The catalyst investigated was a pellet catalyst to improve separation of the remediated volume from the catalyst following treatment. MB concentration decreased by 93% after 15 mins irradiation whilst 4-CP concentration decreased by 94% following 90 mins irradiation. Oily waste water (OWW) from an interceptor tank typically containing diesel oils was obtained from Sureclean, an environmental clean-up company. The OWW was treated using the same conditions as MB and 4-CP, the model organic compounds. Levels of total organic carbon (TOC) and total petroleum hydrocarbon (TPH) were used to monitor the efficacy of the photocatalytic reactor. TOC reduced by 45% following two 90 mins treatment cycles. TPH reduced by 45% following 90 mins irradiation and by a further 25% during a second stage of treatment. This reactor can be used as a polishing technique assembled within a wastewater treatment plant. Allowing for more than one pass through the reactor improves its efficiency. 

Biological phosphorus removal during high-rate, low-temperature, anaerobic digestion of wastewater.

We report, for the first time, extensive biologically-mediated phosphate removal from wastewater during high-rate anaerobic digestion (AD). A hybrid sludge bed/fixed-film (packed pumice stone) reactor was employed for low-temperature (12°C) anaerobic treatment of synthetic sewage wastewater. Successful phosphate removal from the wastewater (up to 78% of influent phosphate) was observed, mediated by biofilms in the reactor. Scanning electron microscopy and energy dispersive X-ray analysis revealed the accumulation of elemental phosphorus (~2%) within the sludge bed and fixed-film biofilms. 4’, 6-diamidino-2-phenylindole (DAPI) staining indicated phosphorus accumulation was biological in nature and mediated through the formation of intracellular inorganic polyphosphate (polyP) granules within these biofilms. DAPI staining further indicated that polyP accumulation was rarely associated with free cells. Efficient and consistent chemical oxygen demand (COD) removal was recorded, throughout the 732-day trial, at applied organic loading rates between 0.4-1.5 kg COD m-3 d-1 and hydraulic retention times of 8-24 hours, while phosphate removal efficiency ranged from 28-78% on average per phase. Analysis of protein hydrolysis kinetics and the methanogenic activity profiles of the biomass revealed the development, at 12˚C, of active hydrolytic and methanogenic populations. Temporal microbial changes were monitored using Illumina Miseq analysis of bacterial and archaeal 16S rRNA gene sequences. The dominant bacterial phyla present in the biomass at the conclusion of the trial were the Proteobacteria and Firmicutes and the dominant archaeal genus was Methanosaeta. Trichococcus and Flavobacterium populations, previously associated with low temperature protein degradation, developed in the reactor biomass. The presence of previously characterised polyphosphate accumulating organisms (PAOs) such as Rhodocyclus, Chromatiales, Actinobacter and Acinetobacter was recorded at low numbers. However, it is unknown as yet if these were responsible for the luxury polyP uptake observed in this system. The possibility of efficient phosphate removal and recovery from wastewater during AD would represent a major advance in the scope for widespread application of anaerobic wastewater treatment technologies.

Design, production and characterisation of granular adsorbent material for arsenic removal from contaminated wastewater

The objective of this research was to design granulated iron oxide for the adsorption of heavy metals from wastewater. Polyvinyl acetate (PVAc) was chosen as a suitable binder; as it is water insoluble. Initial experiments on selection of suitable solvent of the polymer were carried out using three solvents namely; methanol, acetone and toluene. Based on the initial tests on product yield and mechanical strength, acetone was selected as the solvent for the polyvinyl acetate binder. Design of experiment was then used to investigate the influence of granulation process variables; impeller speed, binder concentration and liquid to solid ratio on the properties of the granular materials. The response variables in the study were granules mean size, stability in water and granule strength. The results showed that the combination of high impeller speed and high binder concentration favour the formation of strong and stable granules. Results also showed that leaching of the binder into the simulated was water was negligible. Trial adsorption experiments carried out using the strongest and most stable iron oxide granules produced in this work showed removal efficiency of around 70% of synthetic arsenic solutions with initial concentration of 1000 ppb.

Classificação automática de documentos de arquivo corrente: estudo de caso sobre a Câmara Municipal de Palmela

Esta dissertação tem como propósito averiguar a aplicabilidade das metodologias de categorização ou classificação automática à classificação em arquivo corrente nas Câmaras Municipais, partindo do Município de Palmela como estudo de caso. A classificação continua a ser de fundamental importância numa época de proliferação de documentos eletrónicos e de sistemas informáticos que os gerem e uma solução que a simplifique e agilize mantendo a sua eficiência seria uma mais-valia. Os objetivos, numa primeira parte, serão caracterizar a classificação em arquivo e a importância da sua definição e implementação desde a origem e incluída em sistemas informáticos, e numa segunda parte caracterizar a tarefa de categorização ou classificação automática, a sua possível relação com a classificação em arquivo e a possibilidade de a automatizar. Para tal, foi realizado um teste e avaliação de resultados. Os resultados experimentais permitiram validar a hipótese colocada. /ABSTRACT - This essay has as intention to inquire the applicability of automatic categorization or classification methodologies to the classification of current archives of the City councils, having the City council of Palmela as case study. Classification continues to be of basic importance at a time of proliferation of electronic documents and informatics systems that manage them and a solution that simplifies and speeds it maintaining its efficiency would be of major value. The purposes will be, in the first chapters, to characterize classification in archives and the importance of its definition and implementation since the origin, in City councils and enclosed in those systems, and in the last chapters, to characterize the task of automatic categorization or classification, its possible relation with archival classification and the possibility of automatizing it. A test and evaluation of its results were made. The experimental results validate the hypothesis placed.

Contribuição para o estudo das tipologias documentais na administração municipal portuguesa: a Câmara Municipal de Portalegre

O presente trabalho desenvolve-se em duas partes, a teórica e a prática. Resultando na introdução aos temas da diplomática contemporânea como metodologia para analisar os documentos de um arquivo concreto (a autarquia de Portalegre). Perspectivou-se a metodologia consubstanciada numa abordagem ascendente (Bottom up) sem, no entanto, esquecer o trabalho antecedente que preparou o terreno para a aplicação do método diplomático. Esse trabalho assentou numa consistente caracterização da organização em todos os seus parâmetros, orgânico, funcional, regional, legal, social, documental, que permitiu com segurança o preenchimento das fichas de recolha dos documentos escolhidos. A parte prática revela a aplicação da análise diplomática e sintetiza a sua utilidade nas conclusões e propostas de melhoria nas funções arquivísticas, de classificação e comunicação. Aflorou-se levemente a questão do manual de procedimentos, como subproduto deste tipo de análise, que pode verdadeiramente funcionar como elo de ligação entre o arquivo e a organização. ABSTRACT: This paper develops in two parts, theory and practice. Introduces the theme contemporary diplomatic as a method to analyze the documents for a specific archive (The municipality of Portalegre). Prospect of the methodology reflected in a bottom-up approach, without forgetting the previous work, which paved the way for the application of diplomatic methods. It was based on a consistent characterization of the organization in all of its parameters: organic, functional, regional, legal, social, documentary, allowing safe completion of the characterization form of the chosen documents. A practical application of diplomatic analysis reveals and summarizes the usefulness of the findings and proposals for improvement in archival functions - classification and communication. It was touched lightly the issue of the procedures manual, as a byproduct of this type of analysis, that can truly function as a link between the archive and the organization

A medição das preferências em recursos humanos: uma aplicação da análise conjunta na implementação de um sistema de acolhimento e integração - o caso da Empresa Municipal de Águas e Resíduos de Portimão - EMARP, EM

Dissertação mest., Gestão Empresarial, Universidade do Algarve, 2009