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The relationship between neural network (NN) performance and the parameters that form the architecture of the neural network is complicated. This paper studies an issue that is still controversial—the effect of the number of neurons and number of hidden layers on NN performance. This paper tests if the above parameters affect network performance when the NN is trained according to the quick stop strategy. It was determined that the number of neurons did not have any effect on the NN performance for a single layer or a double layer network. It was also found that the training error and calibration error could be poor indicators of the prediction correlation coefficient.

Jan 1, 2003

Eco-Efficient Gravity Separation Solutions in India Sustainable development and social responsibility issues are a principal aspect of mineral processing operations around the world. With the need for more environmentally effective technologies, some gravity separation systems have provided eco-efficient mineral processing solutions in places where it is not otherwise viable because of lack of fresh water or for other environmental reasons. Advanced spiral separation technologies developed in Australia offer a cost effective and environmentally viable way to process minerals. In particular, we review recent case studies of spiral plants commissioned in India where environmentally sustainable solutions to design problems included the use of spirals operated with sea water and the use of high capacity (HC) spirals to provide low consumption of energy and materials and a reduced plant footprint. This paper evaluates the performance of various spiral plants in India and how critical environmental issues which affect the overall viability of wet concentrating processes where resolved.

Sep 13, 2010

By R. C. D. Phillis

The annual mine planning process is one of the most important tactical/operational steps towards achieving strategic goals. These tactical plans are part of a very comprehensive Mineral Resource Management process, with the natural sequel to planning being execution. The execution of an underground hard rock mine plan is a multi-project environment that comprises many development-construction-equipping-stoping single project paths, which are referred to as ?stoping paths?. The uncertainty that typifies execution of projects comes in the form of untimely disruptions to constituent tasks and/or project paths. Annual mining plans also include quantified objectives for occupational health and safety, production, quality, cost, employee morale, environment, and corporate social investment. Such objectives make for a highly complex environment that management must contend with?complex in the sense that all the paths and objectives have interdependent constraints. Furthermore, at the time of this paper, Sections54*and 55**of the MHSA*** put the onus on management to ensure legislative adherence. It stands to reason that planning estimates allow excess capacity?buffers?that cushions the impact of untimely disruptions. This paper concerns the fact that despite all the buffers allowed for, time, scope, and budget creeps impact on mine planning and threaten its successful execution. As a consequence, the paper deals with buffer management, the essence of Critical Chain Project Management (CCPM). Effective buffer management provided strategic (executive level) updates without losing the tactical/operational detail necessary for job card creation, especially where professional skills and experience are in short supply. Indicative bottom-line results showed CCPM to be highly effective.

Jan 1, 2011

By R. S. Dean

[During t!~c past f isc.~l y~:-.r the Xetzllvz-gicd 3ivi oion has made im- portant contribution-, don,- tlie lines rlictnteil by the Bureau policy of con- servation of domestic rnker~l rcsoul-ces throui;h use. During t!~c past f isc.~l y~:-.r the Xetzllvz-gicd 3ivi oion has made im- portant contribution-, don,- tlie lines rlictnteil by the Bureau policy of con- servation of domestic rnker~l rcsoul-ces throui;h use.]

Jan 1, 1940

By Gustavo Pamo

El presente trabajo describe la distribución espacial de los elementos químicos y las franjas metalíferas, a fin de encontrar la relación con los domos, considerando el aspecto estructural y el control litológico que podría existir en el yacimiento Julcani y así ubicar nuevas zonas con posibilidades de mineralización económica.

Sep 13, 2001

By J. H. East, D. Harrington

"INTRODUCTION Burning refuse dumps are a common and by no means pleasant sight in most coal-mining distracts; they have been and largely continue to be accepted as a necessary, if undesirable, adjunct to coal-mining operations. The odor, smoke, and fumes emanating from the burning dumps have caused much property damage, as well as aroused unfavorable public sentiment in the areas thus affected; and there is reason to believe that, in at least some cases, they have had an adverse effect on the health of certain communities, adjacent to mines. In some instances such communities have been owned or controlled by the mining companies and in others they are incorporated towns.After the start of World War II, it was necessary for Great Britain to take prompt and effective measures to extinguish or at least blanket the burning refuse dumps at collieries, since the fires served as beacons for the enemy planes; the problem thus became a matter of national security rather than one of local inconvenience. If the United States should become involved in a bombing war, these dumps might became a source of national danger, hence now is a propitious time to at least make a start on available methods of solving this problem. Much progress was made in Great Britain in extinguishing the dump fires that had burned for years and in preventing newly made dumps from taking fire.Burning refuse dumps have not been a national problem in the United States, but they are a nuisance and frequently a danger and often a fruitful cause of poor public relations on account of the odor and fumes. Many progressive coal-mining companies are taking effective and positive action in trying to extinguish old dump fires and to build new dumps so they are less likely to fire.The purpose of this paper is to provide information about the problem as well as on ways to extinguish refuse dump fires, to describe methods of constructing dumps that probably will prevent them from firing, and to point out some of the danger that exists when dumps are improperly built and when they are on fire."

Mar 1, 1948

By Andrés Recalde

Dado que el riesgo social se ha convertido en uno de los principales factores de éxito o fracaso para un proyecto minero, las familias, comunidades y gobiernos locales en la zona de influencia se constituyen en actores primordiales de un proceso de relacionamiento y acuerdos que debe contribuir al mutuo beneficio. El Modelo o Acuerdo de impacto beneficio (AIB) es una propuesta metodológica desarrollada en Canadá desde 1970, que busca generar consenso entre la empresa minera y las comunidades impactadas social y económicamente por un nuevo proyecto, mediante la firma de un contrato en los que se enumeran los impactos y las medidas de mitigación que se efectuarán en contraprestación para evitar el daño. Los Acuerdos de impacto beneficio permiten guiar el relacionamiento entre las partes, controlar expectativas y mitigar el impacto social. La firma de una AIB es el inicio de la licencia social para operar (LSO), lo que la convierte en un activo intangible del proyecto.

Sep 30, 2017

By Judy K. Todd

Double benching has been utilized as an excavation technique in open pit mines for many years. This process involves drilling, blasting, and excavating the material for the design bench height. A second bench is then excavated without the creation of a catch bench, i.e. only minimal offset from the first bench face is allowed when drilling off the second bench. The result is a double high bench face or double bench. When drilling off the second bench, the offset of the drill from the bench face projects the lower bench face into the pit up to an extra five meters. This reduces the maximum attainable bench angle, enhances the probability of rock escaping the catch bench and increases the overall strip ratio. The generally utilized process of trim blasting also can impact on the final bench profile by contributing to blast damage of the face. BHP Billiton Diamonds Inc., Ekati Mine Diamond MineTM, has pioneered the usage of a technique that eliminates this offset. Double benching is accomplished by drilling a single, 30m pre-shear (two 15m benches) to define and protect the final bench profile. This article provides a comparison of the attained face angles obtained in the field utilizing both of the above methods, as well as a comparison with the analytically predicted angles prior to excavation.

May 1, 2002

By Manuel Viera

Debido a un evento geomecánico que derrumbó una gran columna de roca en el centro del yacimiento San José, 33 mineros quedaron atrapados durante 69 días a 700 m de profundidad. El presente trabajo describe la metodología aplicada para determinar tanto la selección de la tecnología de perforación más idónea para rescatar con vida a los 33 mineros atrapados como aquella utilizada para determinar la probabilidad de encontrarlos con vida.

Sep 20, 2019

By José M. Chiroque

Ante la necesidad de ventilar las labores de la profundización en la rampa Rick 3, se genera el proyecto de ventilación denominado Raise Borer RB12 como un circuito de extracción de aire viciado. Sin embargo, por las características geológicas de las rocas encajonantes de esta chimenea y por la intemperización de las mismas por cercanía a superficie, se identificó desprendimientos de roca de las paredes de este RB, comprometiendo su estabilidad con posibilidades de atrancamiento y taponeo con carga. En consecuencia, se perjudica la ventilación de la profundización y los costos de inversión por la necesidad de construcción de una nueva chimenea. Por ello, el objetivo del presente trabajo busca garantizar la vida útil de la chimenea a través del diseño y construcción de un sistema mecánico de izaje y descenso para la chimenea RB 12A, donde se utiliza un winche, cables y una jaula, considerando todas las medidas de seguridad. Luego, fue lanzado el shotcrete y colocación de ductos metálicos en la zona ensanchada, cumpliendo con el objetivo de la recuperación y garantizando la vida útil de esta chimenea.

Sep 12, 2011

By John R. Craynon

Science and Sustainable Development Each of the ?pillars? of sustainable development are directly impacted by mining. We need science to understand exactly how mining contributes to each. Overview of presentation ? History of mining and sustainable development ? Role of stakeholders in measuring/accepting contributions of mining to SD ? Identified ?shortfalls? in understanding mining and SD ? Science needs

Aug 1, 2013

By Rodrigo Zambra

El presente texto señala las funciones del geólogo minero moderno -en tanto aporte al sistema de control y pueda registrar las observaciones sobre geología y otros aspectos de la mina. En ese sentido, los cambios más importantes son: Base de datos digital, uso de un programa GMP para procesar e interpretar datos de ensayos, determinación de ensayos en mayor volumen y a menor costo y mayor inspección de la productividad

Oct 1, 2014

By J. G. Donaldson

Nickel containing less than 0.01 percent of total metallic impurities was produced at the Rolla Metallurgy Research Center of the Bureau of Mines by electrodeposition from purified electrolytes. The first report on this research4 described purification of electrolytes by selective precipitation and by liquid-liquid extraction. This second report describes a procedure: or electrodepositing high-purity nickel from electrolytes purified by passing a nickel ammine solution through a column of an ion exchange resin. The nickel electroplated directly from the ammine solution without further treatment; a titanium cathode and two platinum anodes were used. The nickel deposit was dense, smooth, and adherent, and contained less than 0.001 percent each of cobalt, copper, and iron, and spectrographically detectable traces of aluminum, magnesium, and silicon. Nonmetallic impurities in the nickel metal were carbon and sulfur, each present in concentrations of less than 0.01 percent. The results of several experiments planned to purify solid nickel salts by zone refining are also reported. These salts, after purification, were intended for use in preparing electrolytes for deposition of high-purity nickel. Results were not encouraging so that the more promising ion exchange procedure was emphasized chiefly.

Jan 1, 1962

This paper summarises the development t,) date for the Hidden Valley Gold (HVG) Project. It starts with the original exploration work, covers the detailed feasibility study activities and concludes with the current phase of extra exploration drilling. A brief technical summary has been made from the various mining, process and environmental studies that were undertaken as part of the project approval process. A discussion of the influential non-technical factors is included, as well as a view of the future prospects for an operating mine. The project was always seen as marginal, given the low grades, small resource and short mine life. However the capital and operating costs were lowered with aggressive design and it was regarded an acceptable development by CRA. The opportunity was taken to review the project when delays in start-up were encountered. An updated financial evaluation showed a subeconomic resource in 1990 terms and this resulted in a new exploration phase to identify a larger deposit.

Jan 1, 1991

By A B. Christie

Space-based synthetic aperture radar (SAR) data is becoming available over much of the world, includingNew Zealand. Radar imagery has a number of very advantageous features, including all-weather capability; it also has artifacts, such as layover, which require processing before these data may be used to best effect.   This paper gives an outline of SAR, details the image processing required, and discusses the use of the first New Zealand Japan Earth Resources-1 SAR data to aid geological mapping on the Coromandel Peninsula.

Jan 1, 1994

By José Vidalón

Dado que las lagunas de Papacocha y la Virreyna sufren los efectos de los drenajes ácidos de minas abandonadas, relaves y desmontes depositados en sus áreas de influencia, se ha previsto el control de los mismos. En este sentido, el presente texto evalúa los pasivos y propone soluciones dirigidas al control del drenaje ácido contaminado con metales disueltos, priorizando los métodos que no requieren la construcción y operación de una planta ni supervisión permanente.

Sep 13, 2001

By Jaime Newell

Actualmente la química de los iones ha adquirido una importancia preponderante en sus aplicaciones industriales, de forma que el presente artículo revisa las definiciones de la ionización y sus aplicaciones en la industria minera Las moléculas de gran número de compuestos en solución, están formadas por partículas mucho más pequeñas que se denominan iones. Cuando algún compuesto es disuelto en agua, sus iones se mueven libremente tomando parte en la reacción química. Aquellos iones que muestran carga eléctrica positiva se llaman cationes y los de carga negativa, aniones. Solo aquellos materiales que dejan sus iones en solución, están sujetos al proceso del intercambio iónico. El factor de que muchos compuestos son ionizables en agua u otro solvente, es la llave del intercambio iónico. El proceo de intercamio iónico se origina cuando el cambio se hace entre cationes se llama intercambio catiónico y cuando se realiza entre aniones, intecambio aniónico.

Jan 1, 1959

"El presente texto señala las formas en que se presenta el sílice libre y las principales rocas constituyentes del material generador de la silicosis. En ese sentido, el ""sílice libre"" se presenta a través de tres formas: cristalizada, criptocristalina y amoría. Sus diversas variedades en forma de cuarzo son el cristal de roca, el cuarzo amatista, cuarzo rosado, amarillo, ahumado, lechoso, ferruginoso, etc. De otro lado, la presencia del cuarzo en las rocas ígneas sirve de base para su clasificación en ácidas, intermedias, básicas y ultrabásicas. Las rocas ácidas son las que contienen más de 10% de cuarzo, las intermedias menos de 10% de cuarzo y las básicas y ultrabásicas, carecen de este mineral en su esencia. Asimismo para determinar el grado de peligrosidad del polvo es necesario revisar la concentración de partículas de polvo, a través de una muestra y cuenta de los mismos. El muestreo se basa siguiendo diferentes técnicas basadas en principios fiísicos como filtración, estrellamiento, precipitación electrostática y térmica. Mientras que la cuenta de partículas se efectúa mediante un microscopio provisto de un sistema óptico standarizado y diferentes tipos de celdas (Dunn, hemacitómetro y la celda Hatch). Cabe aclarar que no es posible la comparación de peligrosidad de dos polvos, basándonos solo en el componenente sílice, sino que el tamaño de las partículas y la concentración en el ambiente, son factores a considerar para su evaluación. Entre los métodos importantes de determinación cuantitativa de sílice libre tenemos: químicos y físicos. Los primeros, utilizan la descomposición de todos los componentes de la muestra -con excepción del sílice libre-a través de un tratamiento ácido, mientras que los segundos son más precisos respecto de los polvos industriales y se realizan a través de análisis petrográfico, difracción de rayos y el método de fusión. Posteriormente, la Asociación Americana de Higienistas industriales revisa los datos encontrados en África del Sur, Australia, Inglaterra y Estados Unidos, y hace un esbozo sobre los límites de tolerancia permisibles de polvo, revelando que el polvo contenido con más de- 50% de SiO2 es equivalente a 5 MPPPC, los que tienen de 5 a 50% de SiO2 tienen 20 MPPPC, y aquellos que contienen hasta 5% deSiO2 equivale a 50 MPPPC, a diferencia de otros métodos propuestos."

Jul 20, 1957

By Reed. Donald F.

"Deposits of gray hematite occur in two districts in Talladega County, Ala., the Emauhee-Tallasochatchee and Weewoka, both in the vicinity of Winterboro, 50 miles east of Birmingham.The deposits were investigated by the Bureau of Mines in 1943 and 1944. Approximately 13,000 feet of diamond drilling was done and 6,000 linear feet of trenches excavated and sampled.A total of 13,000,000 tons of ore averaging 36 percent iron was indicated in all areas.A detailed discussion of each property investigated, drill logs, and sampling results are given in this report.In the work done in the Talladega County iron investigation, special acknowledgement is due to Paul M. Tyler, formerly regional engineer, Eastern Region, and Richard W. Smith, formerly district engineer, for aid and direction of the project; also to J. B. Clemmor, metallurgist, for diligent research work in the Southern Experiment station laboratory. All were members of the Bureau of Mines Staff.The project was conducted in cooperation with the Federal Geological Survey, whose field work was in charge of T.G. Andrews assisted by Brewster Baldwin. The able and valuable assistance of Andrews and Baldwin aided greatly in accomplishing the project.The areas investigated by the Bureau of Mines were in two districts: The Emauhee-Tallaseehatchee district, between Sylacauga and Sycamoer (marked B on fig. 1) and the Weeworka district, between Winterboro and Sycamore (marked A on fig. 1)."

Mar 1, 1949

By Lulie H. Crump

Salient information on reserves, production, and consumption of fuels and energy by State is summarized in this Bureau of Mines publication. Reserve and production data are shown for each of the fossil fuels (coal, crude oil, natural gas liquids, and natural gas) and for uranium. The consumption data of each of the major consuming sectors (household-commercial, industrial, transportation, electric power, and miscellaneous) are broken down by energy source (coal, petroleum, natural gas, hydropower, and nuclear). In addition, total energy consumption in the Nation in 1974 is compared with consumption in 1973 and 1975 (preliminary data).

Jan 1, 1977