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By Emanuelle Garcia Reis, Gustavo de Sousa, Rodney Pardo Alves

Gerdau Ouro Branco´s plate mill started the operation in 2016 with high level technology. In general, national and international plate markets are every day more rigorous about final product quality. Suppliers must be aware about dimensional accuracy, surface quality and flatness of the plates, independent of the quality standards. To guarantee the best service to this increasingly demanding and competitive market, it is extremely important to guarantee the original project conditions executing the right maintenance of the rolling mill main components. In order to maintain the product quality and avoid the production and maintenance cost increase, it is important to find ways to control the mill and the main process variables, through daily measurements of the equipment performance. This paper aims to present the influence of the main equipment variables that affect the mill operational stability and how to control and evaluate the mill performance.

Oct 1, 2019

By Cameron Soltys, Hamid Ghorbani, Maher Al-Dojayli

Cooling staves in blast furnaces are used to minimize the process heat loads on steel shell and refractory system. Copper staves are exposed to significant fluctuating thermal loads which may lead to premature stave failures due to cracks, water leakage, bending, abrasion and resultant wear. In this paper, an assessment methodology is presented to evaluate the effect of thermal cycling on copper staves including bending, fatigue and thermal ratcheting. This approach incorporates temperature-dependent copper properties including creep and plasticity to more accurately capture inelastic deformations, damage and fatigue in staves under transient and cyclic thermal loading conditions. Root cause failure assessment and improvements to copper stave design can be assessed using the presented methodology.

Oct 1, 2019

By Edgard de Macedo Silva

Aços inoxidáveis duplex apresentam boas propriedades mecânicas e de resistência à corrosão, mas quando são colocados para trabalhar em altas temperaturas como no processo de soldagem e de tratamento térmico ocorre o surgimento de fases que comprometem as suas propriedades. Dentre elas, a fase sigma (s) é a que apresenta um maior efeito de fragilização por ser rica em cromo e empobrecer a matriz desse elemento, bem como por apresentar dureza em torno de 1000HV. No presente trabalho, uma metodologia não destrutiva, baseada na interação entre densidade de linhas de campo e um aço inoxidável duplex, é apresentada para o acompanhamento da formação da fase s na temperatura de 800°C em um aço envelhecido por até 2 horas. Diferentes intensidades de campo foram geradas por um eletroímã e o fluxo de linhas de campo foi aplicado no material de estudo. A densidade de linhas de campo resultante foi medida por um sensor de efeito Hall. Os resultados foram correlacionados com resultados de microscopia eletrônica de varredura (MEV), dureza e difração de raios-X (DRX) e mostraram que os valores de tensão hall reduziram à medida que a fração volumétrica da fase s aumentou. A formação dessa fase não magnética influenciou no sinal obtido pelo sensor Hall. Existiu uma correlação entre a densidade de linhas de campo resultante e a presença da fase fragilizante, apontando para uma metodologia capaz de acompanhar a formação dessa fase.

Aug 8, 2018

By Samanta Neves da Silva

Depósitos estratiformes são característicos por apresentarem irregularidades nos contatos entre minério e estéril, motivo que requer especial atenção no planejamento de lavra. No depósito de Bauxita em estudo, a definição da geometria da camada de minério é realizada por interpretação dos furos de sondagens com espaçamento médio de 200 metros. O modelo gerado dos contatos litológicos, comumente, não incorpora as oscilações em curtas distâncias das elevações (Z) entre furos, o que influencia na fase de modelamento geológico, logo, na previsão dos fatores de diluição e perdas de minério. Este trabalho propõe agregar dados de curta distância, aumentando as informações entre furos de sondagens e, a partir das medidas de cota no topo e base da camada de minério, melhor refletir a geometria do corpo de minério. Assim a metodologia se divide em: criar modelos de superfícies interpoladas irregulares de topo (SIT) e base (SIB), considerando as informações de curta distância; analisar elevações médias em cada superfície, a fim de pressupor superfícies planas de lavra no topo (SPT) e na base (SPB); verificar a amplitude entre essas superfícies - SITxSPT e SIBxSPB, mensurando os fatores de perdas e diluições de minério a partir da diferença entre as elevações. O produto final deste trabalho consistiu da quantificação dos fatores de diluição e perdas de minério, aplicadas ao planejamento de lavra de curto prazo, otimizando o aproveitamento dos recursos e, consequentemente, aumentando a vida útil da mina.

Aug 8, 2018

By Antônio Donizetti Giuliano, Fernando Codelo Nascimento, Viviane Tavares de Moraes, Cilene Cláudia Diógenes, Erivan Cardoso Rocha

Nos lagos ornamentais geralmente tem-se a dificuldade em controlar o crescimento de algas, pois existe a incidência de luz e a disponibilidade de nutrientes provenientes da ração fornecida aos peixes, os quais propiciam o crescimento e o desenvolvimento das algas. Uma alternativa de tratamento é o processo oxidativo avançado (POA) existente, a ozonização, com o objetivo de propor um processo de tratamento de água para controlar a proliferação de algas em um lago ornamental sem prejuízos à comunidade aquática, vivente no lago. A metodologia utilizada foi o estudo de caso do lago que envolveu as seguintes etapas: construção do lago ornamental; definição do sistema de tratamento; monitoramento de parâmetros como: a demanda bioquímica de oxigênio (DBO), a cor, o pH, a temperatura, a amônia (NH3) e o oxigênio dissolvido (OD) do lago durante três meses; aplicação do ozônio para controlar a proliferação de algas e monitoramento dos mesmos parâmetros durante o processo de ozonização. Dentre os principais resultados encontrados citam-se: a redução de 170 unidades de Cobalto platina (PCU) da cor esverdeada da água do lago; descimento de 60% da DBO; aumento de 16% da concentração de OD e a redução de 80 a 100% da concentração de NH3, eliminando assim odores desagradáveis e melhorando a qualidade da água. Por meio dos resultados obtidos conclui-se a aplicação de ozônio em lagos ornamentais é uma alternativa para a manutenção aquática e melhoria da qualidade da água..

Oct 2, 2019

By Tiago Ribeiro Costa

A Praxair é uma das três maiores empresas de gases industriais do mundo, com atuação em mais de 40 países e fortemente atuante na indústria siderúrgica. A Praxair possui experiência para fornecer produtos e serviços para todos os tipos de siderúrgica. Diversas tecnologias desenvolvidas pela Empresa, como o CoJet® (sistema para injeção de jato coerente de oxigênio em fornos elétricos e conversores), Slag Splashing (espalhamento de escória nas paredes de conversores, aumentando a vida útil dos refratários), AOD (processo para produção de aços especiais) e outros, encontram-se em operação comercial atualmente em diferentes partes do mundo. No Brasil, a PRAXAIR é a controladora da White Martins, maior empresa de gases industriais da América do Sul, presente em nove países do continente. Seu portfólio inclui gases atmosféricos, produção de gás carbônico, acetileno, hidrogênio, gases especiais e medicinais, misturas para soldagem, cilindros de aço sem costura, equipamentos para aplicação, transporte e armazenamento de gases. A empresa também opera uma unidade para liquefação de gás natural. Além de tecnologias e processos, a White Martins também pode fornecer soluções e equipamentos para medição, controle e injeção de gases, atendendo às rígidas normas de segurança e padrões de qualidade. O Objetivo deste trabalho é apresentar e discutir sobre a solução para o fornecimento de mistura para atmosfera de fornos de tratamento térmico através de um painel misturador de gases hidrogênio e nitrogênio. Será discutida a operação do equipamento e abordadas às características construtivas.

Jul 31, 2018

By Luiz Flávio Pereira Costa

O espessamento de lamas no processo de beneficiamento de minério de ferro é de fundamental importância para a recuperação de água de processo, pois 75% da água é recuperada nesta etapa. Além disso, a qualidade da mesma interfere diretamente no bom desempenho das demais etapas do processo, principalmente na etapa de flotação. Vários são os parâmetros que interferem para obtenção da clarificação ideal do overflow, como: pH, dosagem de coagulantes e floculantes, percentagem de sólidos na alimentação, etc. O pH pode ser considerado o mais importante, pois a partir dele é que se determina as dosagens de coagulante e floculante referentes ao ponto ótimo de coagulação reduzindo assim os efeitos negativos na etapa de flotação. O teste de sedimentação em proveta é uma forma simples e rápida de realizar uma análise da velocidade de sedimentação e clarificação da água frente a diferentes combinações dos parâmetros citados. A Samarco resgatou e implementou na rotina dos operadores da área de espessamento a realização de testes de sedimentação em proveta com o objetivo de reduzir o tempo decorrente de coleta de material, envio ao laboratório e espera pelos resultados. Após a implementação dos testes na rotina operacional, observou-se motivação da equipe em redução de custos, embasamento teórico e assertividade na tomada de ações, diminuição de incidência de eventos de má clarificação da água overflow e diminuição do consumo de floculante em cerca de 30%.

Aug 16, 2017

By Andrea Pezza

The steel market is experiencing a difficult conjuncture: on the one hand steel producers minimize their investments while optimizing their over- production, on the other hand suppliers reduce their internal human resources and capacity in order to overcome the instability of the new era. A return to the steel production levels of the past is not expected in the short term. Research, development and plant concept optimization is one recipe to drive the future of the steel business. This article describes a new concept for a VOD plant developed as a result of thorough investigation and assessment of all possible solutions. A joint and tight cooperation with the final customer was necessary to reaching important results. This article consists of the contributions from the plant suppliers in terms of their experience and feedback, as well as the final user’s. The final customer, voestalpine Giesserei Linz GmbH, and the plant supplier, Primetals Technologies, are both worldwide players and highly focused on reaching best quality and innovation.

Oct 30, 2017

By Wolfgang Kern

More and more coke oven plants worldwide face the task to improve their emission reduction at their coke oven batteries. In the 90’s PROven® was invented and developed by DMT to regulate the inner pressure of a single coke oven chamber. Generally, most of the coke oven chambers can only close and open their connection to the collecting main but without the possibility to regulate the pressure during the carbonization time. Through the installation of PROven® the load on the coke oven door sealing system and the charging lids will be decreased and so does the emissions of crude COG as well. The current PROven® system, installed in the collecting main, does not only regulate the chamber pressure, it replaces the valve between the goose neck and the collecting main, too. This variable pressure control allows decreasing the leakages at the emissions sources to a minimum and allows operating the collecting main under optimum pressure. Subsequently, this will lead to enhanced emission reduction. PROven® proved its value with more than 2,100 units installed by licensee worldwide. Nevertheless, DMT is always focused on its client’s needs and therefore enhance PROven® to provide the Best Available Technique (BAT). Among the main features of the now available system is the plain arrangement with a higher reliability and the possibility to install the system outside of the collecting main without modifying it. Hence, upgrading coke oven plants during operation is possible without any noticeable impact on the plant operation.

Aug 1, 2018

By Davidson Marcos de Oliveira, Antonio Adel dos Santos, Vicente Tadeu Buono

The benefits of using the controlled rolling process followed by accelerated cooling (TMCP), currently used in the main rolling mills in the world are already well known and metallurgically based. The need to obtain mechanical properties with a high degree of homogeneity means that in some situations the ends of the rolled material are discarded, negatively affecting the metallic yield of the process. Therefore, this work focused on the determination of the mechanical properties variation at the ends of thick plates processed by TMCP of steels for application in oil and gas pipelines, in order to map the extent of these differences and to correlate them with the microstructure obtained, the profiles of temperature and cooling rates in these regions. To perform the work, two slabs of the studied material were rolled, and the temperature profile was recorded along the plate in the controlled rolling and accelerated cooling processes. The ends of the material were sampled in sections at every 100 mm and subjected to tensile test, hardness and the Charpy V-notch impact test, as well as dilatometry and microstructure evaluations. For the used process conditions, the results indicated the formation of a banded microstructure, basically consisting of polygonal ferrite and bainite, occasionally containing small fractions of perlite. The mechanical properties in the top and the base were higher than the values found in the plate middle, justified by the microstructure found. The work allowed understanding the relationship between the mechanical properties, microstructures and process conditions at the ends, helping the team to improve the process in order to result in a high degree of homogeneity of the product and, thus, lead to optimization of the metallic yield.

Oct 1, 2019

By "Andreas Steinwandter

The demand for increasing energy efficiency and CO2 reduction is one of the global megatrends of our time. Although the steel industry suffers from a volatile economic environment, the steel plants are interested to find opportunities for sustainable cost reduction and put efforts into healthy solutions for the environmental. Integrated steel plants are trying to cut electrical power and energy costs as these are among the biggest cost factors that can be influenced and taking all the advantages they can. For the integrated iron and steel making route the interaction of waste energy utilization along with process energy demand, natural and metallurgical gases, steam and heating systems as well as power generation has to be considered. Potential energy sources, such as sinter plant, basic oxygen furnace (BOF) cooling stack or reheating furnaces are considered in order to elaborate an integrated energy concept. Especially electric power generation is an attractive option for steel plant operators since it can easily be connected to the existing power grid of the steel plant. When direct local use of waste heat is limited, the best option is to convert it to mechanical/electrical power with a Rankine Cycle. A stand-alone system, compact design with minimum operational costs in order to fit into the existing steel plant layout, are the main requirements of such units. The objective of this paper is to demonstrate economic feasible opportunities for energy recovery for sinter cooler and basic oxygen furnace with focus on electric power generation via ORC modules taking at the same time advantages of CO2 reduction by utilizing waste heat from the process. Furthermore typical arrangements and layouts of such solutions as well as basic economic calculations will be presented in the paper.

Oct 30, 2017

By Cristiano José Scheuer

Experiments were carried out aiming to study the influence of micro-abrasive wear test variables and plasma treatment parameters, on the tribological characteristics of low-temperature plasma carburized AISI 420 steel. The first part of this study was conducted in order to evaluate the influence of abrasive particle size, normal load and counter body rotation speed on carburized sample wear behavior; and the second part was conducted in order to evaluate the treatment temperature and time effect on carburized samples wear behavior. Plasma carburizing treatments were performed at 8 and 12 h, for temperatures ranging from 350 to 500°C; and at constant temperatures of 400°C for times between 12 to 48h, and for 450°C for times of 4 to 16h. Micro-abrasive wear test were performed by mean of a calowear ball-cratering equipment using a polished ball of AISI 52100 steel rotating at 80, 120 and 160 rpm, for sliding distances from 2.6 to 104.2 m. Alumina abrasive particles with sizes of 0.05, 0.3 and 1.0 ?m were employed. The normal loads applied on this study were 0.1, 0.3 and 0.5 N. Carburized sample was characterized by mean of OM, XRD and hardness measurements. Worn crater characteristics were evaluated by confocal laser microscopy. Results showed that the transient wear regime prevails along the outer layer length (composed by Fe3C and ?’C), and the steady-state wear stabilizes in the diffusion layer region (composed by ?’C). It was verified that the wear rate and wear coefficient decreases with treatment temperature in the range of 350–450°C and increase for 500°C. It was also verified that the wear rate and wear coefficient decreases with treatment time in the range of 12–36 h (for 400°C cycle) and 4–12 h (for 450°C cycle), and increase for larger treatment times due the chromium carbide precipitation. It was also found that the wear coefficient increases with the increase of abrasive particle size, and decrease with the increase in counter body rotation speed and normal load. Lastly, the analysis of the worn craters indicates the occurrence of grooving and micro-rolling abrasion wear mechanisms.

Aug 17, 2017

By Francois Mignard

With a limited global steel production growth, automotive application market shows interesting volumes and trends especially in emerging countries. The recent period has again enabled Siemens VAI to confirm a position amongst leading suppliers of new plants serving high-end steel production in particular for unexposed and exposed automotive material. With a series of recent plant references in operation and under construction, relevant answers to such sustained level of performances are highlighted along the downstream processes. Designed for a wide range of applications, Siemens VAI processing lines includes advanced technological and state-of–the art equipment, among them, Solid state laser welder, Pickling Tunnel tanks, Skin pass mill and Tension leveller, Side trimmer with dynamic width adjustment, and new generation of Automatic surface inspection systems. With a continuous aim of driving improvements, Siemens VAI has also developed Global Quality Monitoring solutions notably through advanced software which provide just-in-time warnings and assist steel makers in the daily operation of their lines. As lifecycle partner, Siemens VAI offers solutions and services in metallurgical expertise from metallurgical modelling, through physical simulation on rolling, annealing and galvanizing processes, and enables Siemens to accompany our customers along with their project definition till fulfilment of highest market requirements.

Jul 30, 2018

By Marco Castenetto

Some of the most significant Danieli innovations in the field of long products are the: i) The EWR® system, through automatic continuous head-to-tail flash welding of billets at reheating furnace exit side, enables uninterrupted production of the mill for endless rolling of straight bars, wire rod and bar in coils. The process is particularly beneficial to wire rod and bar-in-coil mills as it enables production of “customized-size coils” (any coil weight according to specific Customer request) and with extra-high final coil weight, even starting from low-weight billets; ii) The Spooler process is based on twistfree winding of hot-rolled rebars into highly-compact/ultra-heavy coils featuring a unique cobble-free un-coiling capability. This enables high-speed feeding of the downstream cold-processing lines with hot-rolled spooled coils coming directly from the rolling mill without the need of any traditional off-line operation (such as de-coiling, stretching & re-winding). The system results highly beneficial both to bar-in-coil producers and to the downstream lines operators. The latest step forward is the combined application of these two systems that has made it possible for endless rolling of spooled bar in coils, enabling to cumulate the benefits of the two processes, particularly as far as transformation costs are concerned.

Aug 16, 2017

By Kurt Herzog

State-of-the-art automation information technology and connectivity enables the digitalization of steel production that goes far beyond conventional automation of industrial production. Initiatives have been started around the globe to foster digitalization like IIoT (Industrial Internet of Things) in the US, Industrie 4.0 in Germany or China 2025. Primetals Technologies is actively driving the digitalization shaping the future of steel production. Intelligent combination of sensor technology combined with digital models as well as quality and production planning and control systems leads to new dimensions in product quality and production cost reduction. New diagnostic ways allow intuitive fault tracing or processing to support faster maintenance. Digital assistants support both operation and maintenance using context-oriented or self-learned information.

Oct 30, 2017

By Jefferson Lisboa Lelis, Marcos Roberto Soares da Silva, Maiara Rodrigues Gouveia

Nowadays, due the development of new hot rolled strips at USIMINAS, established the necessity of realizing studies to define new parameters for the welding machine of new pickling line, in order to improve mechanical and metallurgical properties of these materials. The aim of this study was to evaluate the weldability of high strength low-alloy steel with low boron content with tensile strength above 600MPa.The influence of energy input and preheating temperature on the mechanical properties of hot rolled strips were analyzed at three distinct thickness (2, 4 and 6 mm). To perform these evaluations were used tensile test, micro-hardness, metallography (micro and macro examination) and scanning electron microscopy analysis. In resume, a good welding performance was achieved, increasing preheating temperature and the welding energy higher than 60%.

Oct 13, 2019

By Johan PEERS, François DUMORTIER

Today, solutions to optimize Capital Expenditure (CAPEX) & Operational Expenditure (OPEX) for small capacity Cold Rolling Mills (CRM) as well as for high capacity CRM are available, as extensively described by various Original Equipment Manufacturers (OEMs) & steel makers. A suitable solution for small capacity CRM is to start with a single stand reversing mill (up to 400 ktpy, depending on product mix), which can then be expanded into a twin stand mill (up to 900 ktpy, depending on product mix). The main drawbacks in conventional practice are the off-gauge length in single stand set-up and the long downtime of the mill during the erection of the second stand. For higher productions CRM, it is common practice to directly select a new Pickling Line Tandem Cold Mill (PLTCM), with a high CAPEX. Is there an in-between solution that would allow to start with limited output and CAPEX, without jeopardizing the ultimate expansion goal (1.2 to 2 mtpy), for which PLTCM is the best techno-economical choice? In the absence of a solution, JOHN COCKERILL developed an integrated solution that limits the CAPEX in the first phase of development, without crippling affecting future endeavors through an easy and economically sustainable expansion into a PLTCM, without long production downtime. The solution consists of first installing a twin stand mill, expandable into a tandem mill thanks to a smart design of the line. It is therefore possible to limit the production to 900 ktpy in the first phase of the project and then convert the mill into PLTCM in the second phase to increase the production from 1.2 to 2 mtpy, depending on the market trends and financial capabilities. In summary, JOHN COCKERILL has developed a smart new layout in reversing phase combined with a brand new rolling strategy to optimize productivity and limit off-gauge, compared to conventional solutions (patents pending). In addition the layout enables an easy conversion to tandem mill without high over investments, which is more sustainable financially than the initial purchase of a PLTCM. Long downtimes to allow for capacity extension, detrimental to this phase-by-phase approach, are also avoided. Technical and process description of the new layouts and rolling strategies, together with CAPEX & OPEX descriptions of the phases are detailed in this paper.

Oct 1, 2019

By Davide Onesti

Electrode regulation is the technology at the heart of the AC and DC Electric Arc Furnace. As such, in the last decade it underwent continuous improvement to maximize the EAF performances, in terms of process efficiency, machine utilization and operator safety. Given this background, Danieli Automation’s efforts in the field of electrode regulation have been focused on fast response to scrap cave-in, compensation of supply variations, automatic resonance detection, transformer protection, dynamic regulation of the electrical and chemical set-points, coordination and control of slagging and foaming agents, arc irradiance supervision. An extensive analysis of operator utilization and feedback was also carried out to develop an innovative system HMI. In this field, the choice of the variables shown to the user is the key aspect to allow a prompt process evaluation by the operator, who can refer to a condensed set of useful data. This paper will describe the innovative features and embedded models of the electrode regulation module (Q-REG+) and the supervision HMI, together with the effects of their application on EAF process efficiency and system usability.

Oct 30, 2017

By Sidiney Nascimento Silva

O trabalho descreve os principais resultados dos testes industriais realizados na Usina Presidente Vargas, CSN, Brasil, envolvendo a adição de um catalisador à mistura de carvões, em termos da qualidade do coque e do processo da coqueria. O catalisador em questão é o produto Thermact, que possui partículas nanométricas em sua composição, fornecido pela empresa Abhitech Energycon Limited, Índia. O catalisador foi dosado e adicionado à mistura de carvões via correia transportadora, na proporção, em peso, de 1kg de catalisador para 4.000kg da mistura de carvões. Os resultados dos testes realizados nas Baterias # 1, 4A, 4B e 5 com a adição de um catalisador à mistura de carvões, sinalizaram a viabilidade técnica e financeira da sua aplicação no processo da coqueria. Os principais benefícios decorrentes da adição do catalisador foram: i) aumento potencial da capacidade de produção de coque ao redor de 10% ou, alternativamente, melhoria da qualidade do coque - aumento de 1,4% do valor médio do índice de resistência mecânica a frio do coque, DI150/15, mantendo-se o tempo total padronizado do processo de coqueificação, visando à preservação das Baterias, ou ainda, a utilização de uma mistura de carvões de menor custo, sem prejuízos ao atendimento à especificação do coque para os Altos-Fornos; b) aumento da geração e redução do consumo de gás de coqueria, GCO; iii) aumento na produção de BTX (Benzeno, Tolueno, Xileno) e redução da produção de alcatrão na Planta de Carboquímicos; iv) limpeza do sistema “PROven”, “goosenecks”, tubos de ascensão e paredes dos fornos, sinalizando a sua viabilidade técnica e econômica.

Aug 1, 2018

By Nilson Nedes de Paula

Este trabalho visa apresentar os resultados de um estudo de correlação envolvendo concentração magnética nas escalas bancada-piloto e piloto-industrial. Os testes que sustentam este estudo foram realizados no CPT (Centro de Pesquisas Tecnológicas da Vale). A correlação entre as escalas piloto-industrial tende a ser direta, uma vez que, concentradores magnéticos piloto possuem os mesmos mecanismos de atuação de um industrial. Por outro lado, entende-se que a correlação entre as escalas bancada-piloto não seja tão direta assim, necessitando de um entendimento/conhecimento maior para descrevê-la. Aproveitou-se este trabalho também para estudar uma forma de melhorar o modelo atual utilizado pelo CPT em interpretações mineralógicas voltadas para concentração magnética. A metodologia deste trabalho foi dividida em seis etapas distintas: escolha das amostras, amostragem industrial, caracterização das amostras, interpretação mineralógica, testes piloto, testes de bancada e análise de correlação. Em relação aos resultados, este trabalho confirma a interpretação mineralógica como uma boa ferramenta para estimar recuperação mássica e qualidade de concentrado em processos de concentração magnética, e que modelo utilizado atualmente pelo CPT apresenta melhores resultados em relação à modificação proposta neste trabalho. Os testes piloto apresentam resultados praticamente idênticos aos resultados da industrial, confirmando que a correlação entre as escalas piloto-industrial é direta. Por fim, este trabalho confirma que é possível correlacionar os resultados de bancada com os resultados da piloto. Os gráficos de correlação apresentam R2 superior a 0.77, podendo se basear na utilização de equações de regressão para estimar resultados piloto, a partir dos resultados de bancada. Entretanto, entende-se que é necessário realizar teste complementares, uma vez que, o espaço amostral (número de amostras estudadas) foi pequeno.

Aug 1, 2018