Multianalysis Characterization of Mineralogical Properties of Copper-Lead-Zinc Mixed Ores and Implications for Comprehensive Recovery

Copper-lead-zinc mixed ore in Tibet, China, is a complex and refractory polymetallic ore resource; thus, ascertaining its mineralogical properties is very important for comprehensive recovery of valuable elements. In this work, the mineralogical properties of this copper-lead-zinc mixed ore have been characterized in detail following a multidisciplinary approach, including chemical, phase, x-ray diffraction (XRD), electron microprobe, and mineral liberation analyses. The results show that the raw ore contained 0.53% Cu, 1.29% Pb, and 0.54% Zn; the oxidation rates of copper, lead, and zinc were 40.21%, 79.31%, and 84.83%, respectively. The Au and Ag contents in the raw ore were 0.28 g/t and 23.6 g/t, which can be comprehensively utilized along with the recovery of copper, lead, and zinc. The gangue mainly contained SiO2, CaO, and Al2O3. Copper in the raw ore mainly existed in bornite, duftite, chalcopyrite, and chrysocolla; lead mainly existed in cerussite, duftite, and galena; zinc mainly existed in willemite, hemimorphite, and sphalerite. The complexity in the embedding and wrapping relationships, fine-grained dissemination, high oxidation, and considerable differences in the floatability of various minerals result in difficulties in recovering the target minerals using a single method. Based on the systematic mineralogical properties obtained, an integrated technology of “bulk flotation-oxidation roasting-hydrometallurgy” has been proposed to enrich and separate copper, lead, and zinc in the ore, providing new ideas for the comprehensive and efficient utilization of polymetallic mineral resources in Tibet.


Introduction
Mineral resources are not only indispensable materials for modern national economic construction, but also the material basis for economic development. With the development of the economy, single easy-to-handle ores have gradually been exhausted, and the utilization of complex polymetallic refractory mineral resources has become inevitable [1]. e complexity of a polymetallic ore beneficiation process is determined by the complex nature of the ore. In the mineral separation process, advanced equipment, circuits, and new reagent systems can be used to improve the quality and recovery rate of refractory ores, but to select a rational process, comprehensive research is necessary to determine the location and distribution of target elements, as well as the occurrence states of target minerals, and the types and distribution features of minerals. e mineral processing steps are determined on the basis of detailed mineralogy study of the complex ore [2]. erefore, detailed mineralogy studies are required to provide mineralogical guidance for subsequent separation operations [3][4][5]. In recent years, with the rapid development of science and technology, mineral liberation analysis, electron microprobes, Leica DMLP light microscopy, and other detection methods have been applied to the field of process mineralogy [6][7][8][9]. Copper-lead-zinc deposits are widely distributed, and largescale reserves of these resources are found in China. ey have great developmental value, but these minerals are usually closely symbiotic, making the separation of copper-lead-zinc ore very difficult, the quality of the concentrate poor, and the recovery rate low [10,11].
As has been well established, the minerals of copper, lead, and zinc are naturally associated with each other, whether in oxidized ores or in sulfide ores [12]. Conventionally, such mixed ores have been treated by pre-concentration and differential froth flotation [13]. At present, over 50% of copper, lead, and zinc in the world are produced by pyrometallurgical processes. Significant interest has developed in the extraction of copper, lead, and zinc from lowgrade/low-quality ores and concentrates via hydrometallurgical process, especially for the separation of copper-leadzinc tailings [14][15][16][17][18]. Wills' Mineral Processing Technology introduced various ore processing techniques from raw feeds to concentrates [19]. Copper-lead-zinc oxide minerals are readily leached by any acidic solution and oxidative bioleaching [20]. To improve the leaching rate, high leaching temperatures and high concentrations of strong oxidants are needed to increase oxidation kinetics [21]. However, mostly sulfide ores are recovered by flotation [22][23][24][25][26][27][28]. e flotation depressing behavior and adsorption mechanism of galena have been investigated by a series of experiments; the results showed that macromolecular polymer polyacrylamideallylthiourea (PAM-ATU) was an effective depressant for galena in separation from chalcopyrite [29]. Flotation research on galena indicated that higher flotation recovery was achieved under the conditions of straight chain xanthates as collector and methyl isobutyl carbinol as frother [30]. For a       Advances in Materials Science and Engineering lead-zinc sulfide composite ore from the Rosh Pinah Mine, Seke and Pistorius used batch flotation for selective flotation of galena and sphalerite. e results showed that cuprous cyanide complexes can activate sphalerite, and the activation and subsequent flotation of sphalerite was greater when the composite was dry-milled than when it was wet-milled [31]. Flotation of oxidized pyrite was conducted after ultrasonic pretreatment (5-60 min) or in CO 2 -saturated water with pH range of 3-10; the results showed that over 90% mineral particles were achieved in less than 30 s after 15 min of sonication in CO 2 -saturated DI water at 4-7°C [32]. Many factors such as diffusiophoretic motion, attachment through rotation of angular particles, dynamic contact angles, older surfaces, solubility, surface stress, and the rate of adsorption influenced the flotation recovery. Besides, an appropriate environment might improve the flotation separation of ultrafines [33]. With the development of new deposits, the grain sizes and intergrowth of valuable and gangue minerals have remained topics of increasing interest, and reagents and technology have been successfully used for selective separation of copper-lead-zinc complex ores [34].
Copper-lead-zinc ore from Tibet has many disadvantageous characteristics, such as complex components, a high oxidation rate, strong association between different elements, and fine grain size of the inlay, which make the development and utilization of these mineral resources extremely difficult [35]. Tibet is located in a high-altitude area, with low oxygen levels and a fragile ecological environment. To develop and utilize ore from the region, it is necessary to follow the development model of "development and protection in parallel" to minimize damage to the ecological environment. erefore, it is necessary to study the mineralogical characteristics of the ore before considering the technical process of separation. For this paper, we investigated the contents and compositions of minerals, mineral liberation, mineral inlay relationships, and so on, using many analytical methods including multielement analysis, phase analysis, x-ray diffraction (XRD) analysis, electron microprobe analysis (EMPA), and mineral liberation analysis (MLA). Finally, a "flotation-hydrometallurgy" combined technology process was used to comprehensively recover the target mineral elements, which provides a basis for later development and utilization.

Materials.
e ore sample was taken from a mineral processing plant of Huatailong Mining Development Ltd. in Tibet, associated with Gold Group Co., China. A large sample was selected for mineralogical analysis at the

Research
Methods. X-ray diffraction (XRD) analysis was conducted using the sharp-shadow x-ray diffraction analyzer from Dutch PANalytical (Cu target Kα ray, graphite monochromator filter, voltage 40 kV, and current 40 mA); the range of instrument scanning was 0°-80°, and the scanning speed was 8°/min. Electron microprobe analysis (EMPA) was conducted using a JXY-8230 electron microprobe (Japan). e characteristic x-rays of the sample elements were stimulated through a fine focus electron beam incident on the surface of the sample. e mineral contents were determined based on x-ray wavelengths; the voltage was 20 kv, the beam current was 1 × 10 −8 A, and the diameter was 1 μm. e sample was ground to make a light sheet and 133,194 particles were analyzed and automatically counted to determine the sizes of the main minerals in the ore by the detecting instrument of a microscope and mineral liberation analysis (MLA). e dissemination conditions and physicochemical properties of the main minerals in the ore were determined using experimental devices such as a stereo microscope, a scanning electron microscope, and a reflection microscope. e MLA (Quanta 650) instrument is from FEI (City, State, USA). It comprises a scanning electron microscope, two x-ray energy spectrum probes, and a set of automated analysis software systems for mineralogy; the test voltage was 20 kv, and the current was 40.1 μA.

Chemical Composition and Phase Analysis of Raw Ores.
Chemical multielement analysis was conducted to identify the main elements and their contents in the ore and to determine the valuable elements mainly recovered from the ore; the results are shown in Table 1. e mineral composition was tested by phase analysis; the results are shown in Tables 2-4. Table 1 shows that the ore contains 0.53% Cu, 1.29% Pb, and 0.53% Zn; the gangue components mainly are CaO and SiO 2 ; some gangue material will float to the mixed concentrate with useful minerals. e alkaline substance CaO will increase the amount of sulfuric acid in the leaching process; simultaneously, the product CaSO 4 will remain in the leaching slag, which reduces the grade of Pb. If the SiO 2 content is too high, the product of flocculated viscous silicic acid forms, which will make the filtrate thick and difficult to filter. Table 2 shows that the copper minerals in the ore are mainly copper sulfide, the distribution rate of which is 59.20%. e distribution rate of copper oxide is 40.80%. Copper sulfide and free copper oxide are the main minerals for the extraction of copper. Table 3 shows that lead minerals mainly existed in the form of lead carbonate, at a distribution rate of 47.41%, followed by lead sulfate, at a distribution rate of 25.86%; the distribution rate of lead sulfide was only 20.69%. Plumbojarosite and other components comprised 6.03%. Lead carbonate and lead sulfide are the main lead minerals for extracting lead. Table 4 shows that most of zinc minerals in the ore were oxides, with a distribution rate as high as 70.33%. Zinc in the sulfides was 15.09%, zinc in the zinc sulfate comprised 10.46%, and 4.14% of zinc was present in franklinite and other forms. Zinc sulfide minerals are the main minerals for extracting zinc, and some zinc can also be extracted from zinc oxide minerals such as smithsonite and hemimorphite.
In general, sulfide ore is separated by direct flotation and useful minerals can be recovered from oxidized ore by flotation and leaching [36][37][38]. According to the results of the phase analysis of copper, lead, and zinc, the ore comprises both copper oxide minerals and copper sulfide minerals; it is a typical oxygen-sulfur mixed copper ore of low grade, high oxidation, and a high combination rate, for which recovery by flotation is extremely difficult. e lead is characterized by a typical low-grade lead oxide ore, for which recovery by flotation is also very difficult. e original ore grade of the zinc is far lower than the tailings grade of zinc ore dressing plants in China and around the world, and the oxidation rate of zinc is as high as 84.83%, which makes recovery by flotation difficult. erefore, flotation may be used to maximize the recovery of sulfide minerals and partially oxidized minerals, which are separated by hydrometallurgical methods. In the flotation process, a large amount of sodium sulfide should be added to pulp for sulfide regents of the oxidized ores so that it functions with a collector and facilitating flotation.

Ore Structure.
e color of the ore is mainly gray-yellow. In some ores, the content of metal minerals such as chalcopyrite, galena, and sphalerite accounts for 60%-75%, which constitutes the sub-block-block structure of the ore. In most of the ore, malachite and chrysocolla are disseminated and form a disseminated ore structure; another part of the ore has a layered structure. e main structures of metal minerals in the ore are characterized by reaction edge structures, radial structures, and colloidal structures. e main structures of the gangue minerals are unequal granular-plate-columnar crystal structures, microscopic scale-granular crystal structures, fiber columnargranular crystal structures, and residual structures.

Mineral Compositions and Embedded Characteristics of the Ore.
rough microscopic observation, XRD, electron microprobe analysis, and MLA analysis, 34 different minerals were identified in the ore, belonging to eight Advances in Materials Science and Engineering different types of minerals: sulfides, oxides, silicates, phosphates, arsenates, sulfates, carbonates, and fluorides. Among these, silicates accounted for 72.31%, carbonates accounted for 16.71%, oxides accounted for 7.40%, sulfides accounted for 1.23%, fluorides accounted for 0.95%, arsenates accounted for 0.81%, phosphates accounted for 0.34%, and sulfuric acid salts accounted for 0.21%. e XRD analysis results for the ore are shown in Figure 1 and the mineral composition and dissemination particle size are shown in Table 5. Figure 1 indicates large proportions of calcite, quartz, wollastonite, and andradite in the ore and that they are gangue minerals. e useful mineral content was low; they could not be detected using this method because it was limited by the detection accuracy of XRD equipment. erefore, the useful minerals needed to be further investigated by other detection means. Table 5 shows that the useful minerals and gangue minerals in the ore were finer in size and that the copper minerals show more complex dissemination conditions with more kinds of minerals but lower contents. Many gangue minerals such as quartz, calcite, andradite, and essonite have high contents in the ore. e useful minerals and gangue minerals are similar in particle size, which makes flotation of useful minerals difficult.

Embedded Characteristics of Copper Minerals.
Chalcopyrite (CuFeS 2 ): brass yellow, metallic luster, opaque, hardness 3-4, specific gravity 4.1-4.3. Under the microscope, the chalcopyrite in the ore is mostly granular and irregularly adjoining; some are in the shape of puzzle pieces and the rules are adjacent to each other (Figure 2(d)). Chalcopyrite is most often associated with sphalerite (Figure 2(a)), and some is associated with galena or wrapped in sphalerite or limonite (Figures 2(b) and 2(c)). Chalcopyrite occasionally occurs with enargite, bornite, chalcocite, or covellite along the edge of the chalcopyrite. e main elemental contents in chalcopyrite were Cu 34.609%, Fe 30.265%, and S 34.646%, based on electron microprobe analysis. Chalcopyrite is a typical sulfide mineral, and the simple structure of chalcopyrite can be recovered by flotation. However, it is difficult to recover chalcopyrite associated with other minerals, such as chalcopyrite wrapped with other minerals. erefore, it is necessary to strictly control the fineness of grinding to reduce the overgrinding of single chalcopyrite grains while simultaneously ensuring monomer dissociation of chalcopyrite associated and wrapped with other minerals. e MLA analysis results indicate that the chalcocite in the ore is granular, mostly associated with chalcopyrite, ellestadite, diopside, and calcite, with a smaller amount associated with wollastonite and andradite (Figures 3(a) and  3(b)). Chalcocite was associated with useful lead minerals and gangue minerals, without wrapped conditions, and the dissociation was relatively easy. However, the gangue minerals were finer in size, which can cause the pulp to contain a large amount of mud during the flotation process and interfere with the flotation results. Covellite (CuS): indigo, dim to metallic luster, opaque, hardness 1.5-2, specific gravity 4.59-4.67. Under the microscope, the covellite in the ore is distributed mostly along the edges of chalcopyrite or galena (Figures 3(c)-3(f )).
Bornite (Cu 5 FeS 4 ): the fresh surface is dark copper red, and the weathered surface is often dark purple; metallic luster, opaque, hardness 3, specific gravity 4.9-5.3. Under the microscope, the bornite in the ore exists in granules, which are mostly associated with chalcopyrite and tetrahedrite or distributed between chalcocite particles. Occasionally, bornite is associated with beaverite and covellite (Figures 4(a)-4(d)).
e main elemental contents in the bornite are Cu 62.143%, Fe 11.694%, and S 25.369%, based on electron microprobe analysis. Bornite is the main mineral of copper. It is associated and cross-distributed with useful minerals, which makes monomer dissociation difficult.
e MLA analysis results showed that enargite in the ore is granular, mostly associated with chalcopyrite, cerussite, and sphalerite, with a smaller amount associated with duftite, limonite, and grossular; occasionally, it is associated with enargite (Figures 4(e)-4(f )). According to electron probe analysis, the main elements in the sulfur-arsenic copper ore were Cu 45.516%, As 14.706%, and S 26.433%. Tetrahedrite (Cu 12 (SbAs) 4 S 13 ): steel gray to iron black, metal to semi-metallic luster, opaque, hardness 3-4.5, specific gravity 4.6-5.1. Under the microscope, tetrahedrite in the ore is granular, mostly associated with galena and sphalerite, with a smaller amount associated with chalcopyrite, as shown in Figure 5.
Malachite (Cu 2 (CO 3 ) 2 (OH) 2 ): green and dark green, vitreous to adamantine luster, fibrous luster, or silky luster, hardness 3.5-4, specific gravity 4.0-4.5. Under microscope observation and MLA analysis, the malachite in the ore is mostly fibrous, and multiple malachite crystals together show radiating, globular structures. Malachite is mostly associated with chrysocolla, garnet, and chlorite, and a small amount distributed mixed with muscovite, as shown in Figure 6. Malachite is a typical free copper oxide mineral. In conditions of complete monomer dissociation, approximately 80% of malachite can be recovered by sulfidizing flotation. erefore, the amount of sodium sulfide should be controlled in the subsequent flotation process to ensure full sulfidization without producing a depress effect.
Chrysocolla (Cu 2 [SiO 4 ]): under the microscope, chrysocolla is mostly distributed between calcite particles. e MLA analysis results showed that chrysocolla was mostly associated with malachite, as shown in Figure 7. Chrysocolla is a typical refractory combination of copper oxide minerals, which was almost impossible to recover during the flotation process. erefore, it must be recovered by hydrometallurgy.

Embedded Characteristics of Lead Minerals.
Galena (PbS): lead gray, metallic luster, opaque, hardness 2-3, specific gravity 7.4-7.6. Under the microscope, the galena in the ore is in granules, which are mostly associated with chalcopyrite and sphalerite or wrapped in sphalerite. Occasionally, it is associated with tetrahedrite, covellite, and beaverite (Figures 8(a)-8(d)). Electron microprobe analysis results indicated that the main elements in the galena were Pb 85.612% and S 13.200%. Galena is one of the sulfide minerals used for lead extraction. Single galenas can be recovered by flotation after monomer dissociation.
Under the microscope, cerussite (PbCO 3 ) in the ore is mostly associated with muscovite and garnet and occasionally associated with chlorite (Figures 8(e)-8(h)). According to the electron microprobe analysis results, some cerussite in the ore contains higher arsenic content, and the main elements are As 2 O 5 20.975%, PbO 69.165%, and CO 2

Embedded Characteristics of Zinc Minerals.
Sphalerite (ZnS): greasy to semi-metallic luster, transparent to translucent, hardness 3.5-4, specific gravity 3.9-4.2. Under the microscope, the sphalerite in the ore is in granules, mostly associated with chalcopyrite. A small number of sphalerites and chalcopyrites are intertwined with each other or associated with galena, and occasionally associated with tetrahedrite, enargite, and beaverite (Figures 9(a)-9(d)). e contents of the main elements in sphalerite were Zn 66.229% and S 32.444%, based on electron microprobe analysis. Sphalerite is the main zinc-containing sulfide and can be recycled by flotation after liberation. Wollastonite (Zn 2 (SiO 4 )) and hemimorphite (Zn 4 (H 2 O) [Si 2 O 7 ](OH) 2 ): the MLA analysis results showed that wollastonite was mostly associated with quartz and diopside and occasionally associated with malachite and cerussite (Figures 9(e)-9(f )).   : the MLA analysis results indicated that rosasite in the ore was mostly associated with cerussite, wollastonite, hemimorphite, and quartz, with a smaller amount associated with duftite (Figures 10(a) and 10(b)).
Smithsonite (ZnCO 3 ): the MLA analysis results indicated that smithsonite in the ore was mostly associated with grossular and occasionally associated with diopside and albite (Figure 10(c)). Wollastonite, hemimorphite, rosasite, and smithsonite are zinc oxide minerals, which can be recovered by sulfide-xanthate or sulfide-ammonium flotation. Generally, the effect of sulfide-ammonium flotation is better than that of sulfide-xanthate flotation. However, because of the low zinc content of the ore, the use of sulfide-ammonium flotation alone in the recovery of zinc oxide minerals may greatly affect the recovery of copper and lead minerals in the ore and lead to loss of valuable copper and lead resources without economic value. erefore, sulfide-ammonium flotation was used to comprehensively recover the copper, lead, and zinc resources.

Granularity Characteristics of Main Minerals.
e sample was crushed to 0.3 mm grain size, and the particle size distribution characteristics of the useful minerals were analyzed by MLA; the results are shown in Table 6. e particle sizes of chalcopyrite, chalcocite, covellite, bornite, enargite, tetrahedrite, chrysocolla, malachite, rosasite, galena, willemite, and hemimorphite overall are very fine.

Liberation Characteristics of Main Minerals.
e liberation degree of the copper-lead-zinc carrier minerals is an important factor affecting the beneficiation index and is an important basis for projecting mineral processing products. Mineral liberation degree analysis was performed on 0.3 mm samples using MLA; the results are shown in Table 7. Table 7 shows that the liberation degree distribution of useful minerals varies greatly, with degrees of liberation between 27% and 89%, which makes it difficult to determine the fineness of ore grinding. erefore, the fineness of grinding could be determined by the fineness of grinding in the later test and the relationship flotation index.
3.6. Copper, Lead, and Zinc Occurrence State 3.6.1. Copper Occurrence State. Chemical analysis showed that the content of copper in the ore was 0.53%. e detection and analysis results showed that copper was found mainly in bornite, duftite, chalcopyrite, and chrysocolla, with some also in malachite, chalcocite, rosasite, beaverite, enargite, tetrahedrite, covellite, and sphalerite. e distribution rate of copper in the main copper-bearing minerals is shown in Table 8. e results show that the occurrence state of copper is complex, there are many different minerals, and it is difficult to separate chrysocolla. To improve the grade and recovery rate of copper, copper sulfide minerals in ores need to be completely floated, and copper oxide minerals that float easily should be effectively recovered during flotation.

Lead Occurrence State.
Chemical analysis showed that the Pb content in the ore was 1.29%. Analysis of the microscopic, XRD, MLA, and electron microprobe results showed that lead was found mainly in cerussite, duftite, and galena, with some also in beaverite. Table 9 shows the distribution ratios among the main lead-containing minerals. Lead oxide minerals accounted for more than 70% of the total lead and are recovered by the sulfurized-xanthate method; thus, most oxidized minerals are selected, thereby increasing the lead recovery rate.

Zinc Occurrence State.
Chemical analysis showed that the content of Zn in the ore was 0.54%. e microscopic, XRD, MLA, and electron microprobe results showed that zinc was found mainly in willemite, hemimorphite, and sphalerite, with some also in smithsonite, rosasite, duftite, and enargite. Table 10 shows the calculation of the distribution ratio of zinc in each of the main zinc-containing minerals.

Conclusions
e mineral composition of the raw ore is very complex, and the main valuable elements are Cu, Pb, and Zn, and copper minerals mainly existing in the forms of copper sulfide and copper oxide. Among them, copper sulfide and free copper oxide are the main objects to be recovered. Lead minerals mainly exist in the forms of carbonates, sulfates, and sulfides, and lead carbonate and lead sulfide are the main objects to be recovered. Zinc minerals mainly exist in the form of zinc oxide, followed by zinc sulfide, among which smithsonite and sphalerite should mainly be recovered. e high oxidation rates of copper, lead, and zinc may be attributed to an important reason for the low recovery of targeted minerals. e main structures of the metal minerals are inclusion structures, reaction edge structures, radial structures, and colloidal structures. e distribution of valuable elements is relatively scattered, and different minerals exist in the form of fine-grained dissemination, from which mineral liberation is difficult to achieve. erefore, the grinding fineness should be strictly determined to guarantee the degree of mineral liberation and facilitate the efficient recovery of valuable minerals.
ese results indicate that valuable minerals in ore can be first enriched by bulk flotation, and copper, lead, and zinc obtained in flotation concentrate can be further separated by oxidation roasting and hydrometallurgy.

Data Availability
e data used to support the findings of this study are included within the article.

Conflicts of Interest
e authors declare no conflicts of interest.