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  1. 1

    Application of Ionic Liquids on Rare Earth Green Separation and Utilization

    Published Springer Berlin Heidelberg : Imprint: Springer, 2016.
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  2. 2

    Nano-size Polymers Preparation, Properties, Applications /

    Published Springer International Publishing : Imprint: Springer, 2016.
    Table of Contents: “…Introduction -- Nano-Polymer Materials: How to Generate Them and Do We Need Them? -- Part 2. Chemical Approaches for Preparation of Nano-Size Polymers -- Nanosized Polymer Structures via Self-Assembly and Co-Assembly Approaches -- Direct Synthesis of Nano-size Polymers by Microemulsion Polymerization -- Part 3. …”
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  3. 3

    Periodic Mesoporous Organosilicas Preparation, Properties and Applications / by Ha, Chang-Sik, Park, Sung Soo

    Published Springer Nature Singapore : Imprint: Springer, 2019.
    Table of Contents: “…Introduction -- Chapter 2. General Synthesis and Physico-chemical Properties of Mesoporous Materials -- Chapter 3. …”
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  4. 4

    Rare Metal Technology 2017

    Published Springer International Publishing : Imprint: Springer, 2017.
    Table of Contents: “…Part 1: Rare Earth Elements I -- The Economics of the Search Minerals Direct Extraction Process for Rare Earth Recovery -- Recovery of Critical Rare Earth Elements for Green Energy Technologies -- Selective Reduction and Separation of Europium from Mixed Rare-Earth Oxides from Waste Fluorescent Lamp Phosphors -- Application of Rare Earths for Higher Efficiencies in Energy Conversion -- Microwave Treatment for Extraction of Rare Earth Elements from Phosphogypsum -- Selective Separation of Rare Earth Elements Utilizing Vapor Phase Extraction -- Observation of Oxidation of Nd-Magnet In High Temperature Recycling/Recovery Process -- Part 2: Rare Earth Elements II and Platinum Group Metals -- Electrochemical Behavior of Neodymium in Molten Chloride Salts -- Novel Reactive Anode for Electrochemical Extraction of Rare Earth Metals from Rare Earth Oxides -- Electrochemical Formation of Nd Alloys Using Liquid Metal Electrodes in Molten LiCl-KCl Systems -- Challenges in the Electrolytic Refining of Silver -Influencing the Co-Deposition through Parameter Control -- Vapor Treatment for Alloying and Magnetizing Platinum Group Metals -- Biotechnological Recovery of Platinum Group Metals from Leachates of Spent Automotive Catalysts -- Recovering Palladium from Chloridizing Leaching Solution of Spent Pd/Al2O3Catalyst by Sulfide Precipitation -- Mechanism of Intensifying Cyanide Leaching of Gold from a Calcine by the Pretreatment of Acid or Alkali Washing -- Part 3: Base and Rare Metals -- Disclosure of the Kinetic Relations of Semidirect Cemented Carbide Leaching in Acid Media -- A New Two-Stage Process for Preparation of Ti/Ti-Al Alloys -- Study on Pre-Reduction Mechanisms of Chromium Ore Pellets in SRC Process -- Recovery of Valuable Metals from High-Content Arsenic Containing Copper Smelting Dust -- Sulfuric Acid Leaching of Mechanically Activated Vanadium-Bearing Converter Slag -- Present Status and Development of Comprehensive Utilization of Vanadium-Titanium Magnetite -- Review of TiO2-Rich Materials Preparation for the Chlorination Process -- Part 4: Poster Session -- Adsorbents for Selective Recovery of Heavy Rare Earth Elements -- Behavior of Sec-Octylphenoxy Acetic Acid (CA-12) in Yttrium Recovery from High Concentrated Heavy Rare Earths Mixture -- Preparation of Molybdenum Powder from Molybdenite Concentrate Through Vacuum Decomposition-Acid Leaching Combination Process -- Pressure Leaching Behavior of Molybdenum-Nickel Sulfide from Black Shale -- Selective Recovery of Scandium from Sulfating Roasting Red Mud by Water Leaching -- Study for Preparation of Industrial Ammonium Molybdate from Low Grade Molybdenum Concentrate -- Study of a Synergistic Solvent Extracting System to Separate Yttrium and Heavy Rare Earths: A Deep Investigations on System Behavior -- The Recovery of Bismuth from Bismuthinite Concentrate Through Membrane Electrolysis.…”
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  5. 5

    Handbook of Epoxy Blends

    Published Springer International Publishing : Imprint: Springer, 2017.
    Table of Contents: “…Part I Epoxy/Rubber Blends -- Introduction to Rubber epoxy polymers -- Novel techniques for the preparation of different rubber (CTBN, ATBN, ENR, HNR, liquid rubbers)/epoxy blends -- Miscibility and phase separation of epoxy/rubber blends -- Part II Epoxy/Thermoplastic Blends -- Introduction to epoxy/thermoplastic blends -- Part III Epoxy/Block-Copolymer Blends -- Introduction to epoxy/block-copolymer blends.…”
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  6. 6

    Membranes Materials, Simulations, and Applications /

    Published Springer International Publishing : Imprint: Springer, 2017.
    Table of Contents: “…1 Poly (Hexahydrotriazine) Membranes Prepared By Coupling Reaction between Diamines and Aldehydes -- 2 Preparation and Characterization of Hybrid Membranes Based on Poly(Ether-B-Amide) -- 3 Preparation of Membranes Based on PolySulfone (PSU) and Graphene Oxide (GrO) by Electrospinning -- 4 Ceramic Crossflow Filtration in Food and Dairy Applications -- 5 Sulfated TiO2-ZrO2 Membrane as-synthesized by Sol-Gel Method: Application in the Olefin Oligomerization -- 6 CO2/N2 Separation in Postcombustion Processes by Means of Alumina-Supported-Ionic-Liquid Membranes -- 7 Synthesis of Catalytic Membranes for the Oxidation of Organic Pollutants in Wastewater -- 8 Ion Transport through Biomimetic Nanochannel Membranes -- 9 Synergies between Pulsatile Flow and Spacer Filaments in Reverse Osmosis Modules -- 10 Obtaining the Tortuosity Factor as a Function of Crystallinity in Polyethylene Membranes -- 11 Three Dimensional Modelling, and Simulation of Multilayer Spacers for Spiral Wound Membrane Modules.-12 Biofouling Studies on Thin Film Composite Membranes in Reverse Osmosis Desalination Processes -- 13 Photo-Oxidation Treatment of the Reject Stream of a Nanofiltration Membrane System -- 14 Cleaning Strategies for a Membrane Bioreactor to Produce Permeate with a Quality Suitable for Indirect Reuse -- 15 Effect of the Transport Properties on the Design of a Plant and on the Economy of The Sweetening Process of Natural Gas Using Membranes -- 16 Fouling Modeling and Optimization of Membrane Module Design for Brackish and Sea Water Desalination in the Mexican Pacific Coast - Project Description and Progress -- 17 Research on Polymer Membranes and Teaching Performed in Unam Campus Morelia.…”
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  7. 7

    10th International Symposium on High-Temperature Metallurgical Processing

    Published Springer International Publishing : Imprint: Springer, 2019.
    Table of Contents: “…Fundamental Research on High Temperature Metallurgical Processing -- Degradation Mechanisms of Refractories in a Bottom Blown Copper Smelting Furnace -- Reaction Routes of CaO-Fe2O3-TiO2 and Calcium Ferrite-TiO2 System in Continuous Heating Process -- Thermodynamic Calculations on Electric Furnace Smelting Separation of Chromium-bearing Vanadium Titanium Magnetite -- Preparation for High Activity Lime and its Effect on Desulfurization of Hot Metal Pretreatment -- Part 5. …”
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  8. 8

    9th International Symposium on High-Temperature Metallurgical Processing

    Published Springer International Publishing : Imprint: Springer, 2018.
    Table of Contents: “…Fundamental Research on High Temperature Metallurgical Processing -- Degradation Mechanisms of Refractories in a Bottom Blown Copper Smelting Furnace -- Reaction Routes of CaO-Fe2O3-TiO2 and Calcium Ferrite-TiO2 System in Continuous Heating Process -- Thermodynamic Calculations on Electric Furnace Smelting Separation of Chromium-bearing Vanadium Titanium Magnetite -- Preparation for High Activity Lime and its Effect on Desulfurization of Hot Metal Pretreatment -- Part 5. …”
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  9. 9

    Polystyrene : synthesis, characteristics, and applications /

    Published Nova Publishers, [2014]
    Table of Contents: “…Microspheres Prepared by Surfactant Reverse Micelles Swelling Method; 2.4. …”
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  10. 10

    Applications of Microfluidic Systems in Biology and Medicine

    Published Springer Nature Singapore : Imprint: Springer, 2019.
    Table of Contents: “…Acoustofluidic blood component sample preparation and processing in medical applications -- 2. …”
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  11. 11

    Deep Eutectic Solvents by Marcus, Yizhak

    Published Springer International Publishing : Imprint: Springer, 2019.
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  12. 12

    Energy Technology 2019 Carbon Dioxide Management and Other Technologies /

    Published Springer International Publishing : Imprint: Springer, 2019.
    Table of Contents: “…Energy Technologies and CO2 Management Symposium -- Gas Hydrate-based CO2 Separation Process: Quantitative Assessment of the Effectiveness of Various Chemical Additives Involved in the Process -- Tar Removal from Hot Coke Oven Gas for H2 Amplification with In Situ CO2 Capture -- An Evaluation Method for Material and Energy Conversion Effect with Steel Manufacturing Process Data -- Preparation and Characterization of Activated Carbon from Waste Ion-exchange Resin for CO2 Adsorption -- Evaluation of Variation in the Life Cycle Based Environmental Impacts for Copper Concentrate Production -- Direct Reduction of Copper Slag Composite Pellets within Lignite Using Biomass as Binder -- Thermodynamic Analysis of Incineration Treatment of Waste Disposable Syringes in an EAF Steel-making Process -- The Reduction Kinetic of the Combined Cu-based Oxygen Carrier Used for Chemical Looping Gasification Technology -- Synergistic Effect Between Fat Coal and Poplar During Co-pyrolysis with Thermal Behavior and ATR-FTIR Analysis -- Flow Characteristic of Two-phase Bubble Reactor for Slag Waste Heat Recovery -- Improving Energy Efficiency in Direct Method for Continuous Casting of Lead Sheets -- Research on High Efficiency Energy Conversion Technology for Modern Hot Blast Stove -- An Exergy Study of Cowper Stove Operations with an Iron Blast Furnace -- Waste Heat Recovery from Aluminum Production -- Leaching and Carbonation of Electric Arc Furnace(EAF) Slag under a Microwave Field for Mineral Carbonation -- A Novel Preparation of Bi2O3 and Their Potent Photocatalytic Activity under Visible-light Irradiation -- Energy Conservation in Sintering Ignition Process Based on Comprehensive Ignition Intensity -- Part 2. …”
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  13. 13

    Rare Metal Technology 2019

    Published Springer International Publishing : Imprint: Springer, 2019.
    Table of Contents: “…Ti, V, Mo & W -- Present Status and Development of Preparation Technologies of Titanium-rich Materials -- Effect of CaO Additive on the Interfacial Reaction between the BaZrO3 Refractory and Titanium Enrichment Melt -- Extracting Uranium and Molybdenum from Refractory U-Mo Associated Ore -- Thermodynamics Analysis on the Process of Decarburization and Vanadium Protection by CO2 -- Purification of a Nigerian Wolframite Ore for Improved Industrial Applications -- Extraction of Vanadium and Chromium from the Material Containing Chromium, Titanium and Vanadium -- Extraction Separation of V and Fe in High Acid and High Iron Solution -- Batch Studies for Removing Vanadium(V) and Chromium(VI) from Aqueous Solution Using Anion Exchange Resin -- Part 5. …”
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  14. 14

    Energy Technology 2018 Carbon Dioxide Management and Other Technologies /

    Published Springer International Publishing : Imprint: Springer, 2018.
    Table of Contents: “…Energy Technologies and CO2 Management Symposium -- Gas Hydrate-based CO2 Separation Process: Quantitative Assessment of the Effectiveness of Various Chemical Additives Involved in the Process -- Tar Removal from Hot Coke Oven Gas for H2 Amplification with In Situ CO2 Capture -- An Evaluation Method for Material and Energy Conversion Effect with Steel Manufacturing Process Data -- Preparation and Characterization of Activated Carbon from Waste Ion-exchange Resin for CO2 Adsorption -- Evaluation of Variation in the Life Cycle Based Environmental Impacts for Copper Concentrate Production -- Direct Reduction of Copper Slag Composite Pellets within Lignite Using Biomass as Binder -- Thermodynamic Analysis of Incineration Treatment of Waste Disposable Syringes in an EAF Steel-making Process -- The Reduction Kinetic of the Combined Cu-based Oxygen Carrier Used for Chemical Looping Gasification Technology -- Synergistic Effect Between Fat Coal and Poplar During Co-pyrolysis with Thermal Behavior and ATR-FTIR Analysis -- Flow Characteristic of Two-phase Bubble Reactor for Slag Waste Heat Recovery -- Improving Energy Efficiency in Direct Method for Continuous Casting of Lead Sheets -- Research on High Efficiency Energy Conversion Technology for Modern Hot Blast Stove -- An Exergy Study of Cowper Stove Operations with an Iron Blast Furnace -- Waste Heat Recovery from Aluminum Production -- Leaching and Carbonation of Electric Arc Furnace(EAF) Slag under a Microwave Field for Mineral Carbonation -- A Novel Preparation of Bi2O3 and Their Potent Photocatalytic Activity under Visible-light Irradiation -- Energy Conservation in Sintering Ignition Process Based on Comprehensive Ignition Intensity -- Part 2. …”
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  15. 15

    7th International Symposium on High-Temperature Metallurgical Processing

    Published Springer International Publishing : Imprint: Springer, 2016.
    Table of Contents: “…Copper Smelting in an Outotec® Ausmelt TSL Furnace with a UCAR® ChillKote™ Refractory System -- Enrichment of Gold in Low Grade Copper Matte from Arsenical Refractory Gold Concentrate via Matte Smelting Method -- Zinc and Refractories - A Nasty Relation -- Preliminary Study on Preparation of Al-Sc Master Alloy in Na3AlF6-K3AlF6-AlF3 Melt -- Effect of the Reductants on the Production of Iron Based Alloys from Mill Scale by Metallothermic Process -- Experimental Study on Iron-Based Alloy as Cladding Layer-Improving High Temperature Oxidation Resistance of Furnace Alloy -- Production of FeMn Alloys with Heat Treated Mn-Nodules -- Thermodynamic Analysis and Experiments on Vacuum Separation of Sn-Sb Alloy -- Simulation of Solidification Microstructure of 30Cr2Ni4MoV Steel Ingot under Different Intensities of Mechanical Oscillation -- Production of ZrB2-B4C Composite Materials via SHS Process -- Research on Microwave Roasting of ZnO and Application in Photocatalysis -- Reduction Kinetics of Hematite Concentrate Particles by CO+H2 Mixture Relevant to a Novel Flash Ironmaking Process -- SO3 Formation in Copper Smelting Process: Thermodynamic Consideration -- Effect of Oxidation on Wetting Behaviorbetween Silicon and Silicon Carbide -- Effect of CaO/SiO2 and P2O5 on the Viscosity of FeO-SiO2-V2O3-CaO-P2O5 Slags -- Heat Losses to Furnace Coolers as a Function of Process Intensity -- Viscosity of Partially Crystallized BOF Slag -- Origin and Evolution of Non-Metallic Inclusions for Al-Killed Steel during EAF-LF-VD-CC Process -- The Dynamic Dissolution of Coke with Slag in Melting and Dropping Zone -- Research on Oxidation Kinetics of SPHC Steel at 500~900°C -- Experiment Research on Direct Reduction of Celestine by Rotary Hearth Furnace Process -- Influence of Slag Basicity on theSilicon Within the Stainless Steel Master Alloy Prepared by Smelting Reduction of Fe-Ni-Cr Sinters -- Reduction Behavior of Chromic Oxide in Ti-Bearing BF Slag -- Effects of Mineral Oxides on the Precipitation Micro-Morphology of Metallic Iron in the Reduction of Iron Oxides Under CO Atmosphere -- Influence of Operation Parameters on Mass Fraction of Sulfur in the Hot Metal in COREX Process -- Influence of Operation Parameters on Sticking Behavior of Pellets in COREX Shaft Furnace -- Relationship between Coking Properties of Lump Coal and its Pulverization in COREX Process -- Thermogravimetric Analysis of Coal Used in Rotary Kiln of Iron Ore Oxide Pellet -- Enhancing the Removal of Sodium and Potassium of Sinter by CO-Containing Flue Gas Circulation Sintering Process.…”
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  16. 16

    Self-healing polymers : from principles to applications /

    Published Wiley-VCH, [2013]
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  17. 17

    Rare Metal Technology 2018

    Published Springer International Publishing : Imprint: Springer, 2018.
    Table of Contents: “…Ti, V, Mo & W -- Present Status and Development of Preparation Technologies of Titanium-rich Materials -- Effect of CaO Additive on the Interfacial Reaction between the BaZrO3 Refractory and Titanium Enrichment Melt -- Extracting Uranium and Molybdenum from Refractory U-Mo Associated Ore -- Thermodynamics Analysis on the Process of Decarburization and Vanadium Protection by CO2 -- Purification of a Nigerian Wolframite Ore for Improved Industrial Applications -- Extraction of Vanadium and Chromium from the Material Containing Chromium, Titanium and Vanadium -- Extraction Separation of V and Fe in High Acid and High Iron Solution -- Batch Studies for Removing Vanadium(V) and Chromium(VI) from Aqueous Solution Using Anion Exchange Resin -- Part 5. …”
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  18. 18

    Recent Advances in Chemical Engineering Select Proceedings of ICACE 2015 /

    Published Springer Nature Singapore : Imprint: Springer, 2016.
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  19. 19

    Energy Technology 2017 Carbon Dioxide Management and Other Technologies /

    Published Springer International Publishing : Imprint: Springer, 2017.
    Table of Contents: “…Part 1: Energy Technologies: Energy Technologies -- Continuous optimization of the energy input - The success story of AOS -- Part 2: Energy Technologies: CO2 Management and Sustainable Metallurgical Processes -- Transforming the way electricity is consumed during the aluminium smelting process -- The thermodynamics of slag forming inorganic phases in biomass combustion processes -- Leaching of Sb from TROF furnace Doré Slag -- Potential CO2 emission reduction and H2 production using industrial slag wastes originating from different industrial sectors -- Part 3: Energy Technologies: Novel Technologies -- Modeling Anthropogenic Heat Flux in Climate Models -- In-situ microscopic study of morphology changes in natural hematite and Cu-spinel particles during cyclic redox gas exposures for chemical looping applications -- Thermodynamic stability of condensed phases in the ternary system CaO-Cu-O by the EMF method -- Experimental Study on Electro-spraying of Ethanol Based on PDA Measurement -- Part 4: Energy Technologies: Heat Recovery -- Integrated utilization of sewage sludge and coal gangue in clinker manufacture -- Valuable metals and energy recovery from electronic waste streams -- Dry Granulation of Hot Metal and Heat Recovery from Off-Gas -- Energy Recovery of Livestock Waste in Taiwan -- Life cycle assessments of incineration treatment for sharp medical waste -- Part 5: Energy Technologies: Poster Session -- Effect of granularity on pretreatment of coke with microwave irradiation -- Effect of Microwave and ultrasonic coupling treatment on granularity and microstructure of Pulverized Coal -- Influence of Sodium on Coke Microstructure in Different Reaction Atmosphere -- Part 6: Deriving Value from Challenging Waste Materials: Recycling and Sustainability Joint Session: Deriving Value from Challenging Waste I -- Maximizing the values of steelmaking slags -- Recycling of zinc from the steelmaking dust in the sintering process -- Direct Preparation of Metal Doping Ni-Zn Ferrite from Zn-containing Electric Arc Furnace Dust by Calcination Method -- Part 7: Deriving Value from Challenging Waste Materials: Recycling and Sustainability Joint Session: Deriving Value from Challenging Waste II -- Synthesis and Characterization of Ferrochromium Slag Based Glass-ceramics -- Hydrometallurgical processing of copper smelter dust for copper recovery as nanoparticles: a review -- Part 8: Deriving Value from Challenging Waste Materials: Recycling and Sustainability Joint Session: Deriving Value from Challenging Waste III -- Chromium removal from iron-rich waste generated during processing lateritic nickel ores -- Removal of Magnesium from Liquor Produced by Nickel Mining by Crystallization -- Synthesis of Magnesium Oxide from Ferronickel Smelting Slag through Hydrochloric Acid Leaching-Precipitation and Calcination -- Thermodynamic analysis of the recycling of aircraft Al alloys -- Lithium-ion Battery Recycling Through Secondary Aluminum Production -- Part 9: Deriving Value from Challenging Waste Materials: Recycling and Sustainability Joint Session: Poster Session -- Alternative method for materials separa-tion from crystalline silicon photovoltaic modules -- Bioleaching process for metal recovery from waste materials -- Chemical Analysis of Sludge Originating from Industrial Painting Performed in Brazil -- Preparing ferrosilicon alloy with copper slag -- Research on Optimization of Sintering Mixture with Low-grade Complex Ore -- Part 10: Solar Cell Silicon: Silicon Production, Crystallization, and Properties -- Study on Producing Solar Grade Silicon by Carbothermal Reduction of Andalusite Ore -- Phase Analysis of the Si-O2 System -- Characterization of Composition, Morphology, and Structure of Disi Raw Sandstones in Jordan -- Part 11: Solar Cell Silicon: Silicon Impurity Removal and Refining -- Effect of magnesium addition on removal of impurities from silicon by hydrometallurgical treatment -- Evaporation removal of boron in molten silicon using reactive fluxes -- Part 12: Solar Cell Silicon: Silicon Photovoltaics -- Electrodynamic Eddy Current Separation of End-of-Life PV Materials -- Investigation on Quartz Crucibles for Monocrystalline Silicon Ingots for Solar Cells -- Influence of Oxygen Content on the Wettability of Silicon on Graphite -- Particle Separation in Silicon Ingot Casting Using AC Magnetic Field -- Part 13: Advances in Environmental Technologies: Recycling and Sustainability Joint Session: Advances in Environmental Technologies: Characterization and Uncertainty -- Characteristics of Municipal Solid Waste Incineration Bottom Ash with Particulate Matters PM2.5 ~PM10 -- Part 14: Advances in Environmental Technologies: Recycling and Sustainability Joint Session: New Areas of Value Recovery -- Accelerating life-cycle management protocols for new generation batteries -- Recovery of Metals and Nonmetals from Waste Printed Circuit Boards (PCBs) by Physical Recycling Techniques -- The use of rice husk ash as an aggregate for foundry sand mould production -- Part 15: Advances in Environmental Technologies: Recycling and Sustainability Joint Session: Poster Session -- Chemical reduction of Fe(III) in nickel lateritic wastewater to recover metals by ion exchange -- Chronopotentiometry applied to the determination of copper transport properties through a cation-exchange membrane -- Effect of flow rate on metals adsorption of synthetic solution using chelating resin Dowex XUS43605 in column experiments.…”
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  20. 20

    Deep Learning with Python, Second Edition. by Chollet, Francois

    Published Manning Publications Co. LLC, 2021.
    Table of Contents: “…9.3.5 Putting it together: A mini Xception-like model -- 9.4 Interpreting what convnets learn -- 9.4.1 Visualizing intermediate activations -- 9.4.2 Visualizing convnet filters -- 9.4.3 Visualizing heatmaps of class activation -- Summary -- 10 Deep learning for timeseries -- 10.1 Different kinds of timeseries tasks -- 10.2 A temperature-forecasting example -- 10.2.1 Preparing the data -- 10.2.2 A common-sense, non-machine learning baseline -- 10.2.3 Let's try a basic machine learning model -- 10.2.4 Let's try a 1D convolutional model -- 10.2.5 A first recurrent baseline -- 10.3 Understanding recurrent neural networks -- 10.3.1 A recurrent layer in Keras -- 10.4 Advanced use of recurrent neural networks -- 10.4.1 Using recurrent dropout to fight overfitting -- 10.4.2 Stacking recurrent layers -- 10.4.3 Using bidirectional RNNs -- 10.4.4 Going even further -- Summary -- 11 Deep learning for text -- 11.1 Natural language processing: The bird's eye view -- 11.2 Preparing text data -- 11.2.1 Text standardization -- 11.2.2 Text splitting (tokenization) -- 11.2.3 Vocabulary indexing -- 11.2.4 Using the TextVectorization layer -- 11.3 Two approaches for representing groups of words: Sets and sequences -- 11.3.1 Preparing the IMDB movie reviews data -- 11.3.2 Processing words as a set: The bag-of-words approach -- 11.3.3 Processing words as a sequence: The sequence model approach -- 11.4 The Transformer architecture -- 11.4.1 Understanding self-attention -- 11.4.2 Multi-head attention -- 11.4.3 The Transformer encoder -- 11.4.4 When to use sequence models over bag-of-words models -- 11.5 Beyond text classification: Sequence-to-sequence learning -- 11.5.1 A machine translation example -- 11.5.2 Sequence-to-sequence learning with RNNs -- 11.5.3 Sequence-to-sequence learning with Transformer -- Summary -- 12 Generative deep learning -- 12.1 Text generation.…”
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