Design of Multi-Stage Solvent Extraction Process for Separation of Rare Earth Elements
Abstract
:1. Introduction
1.1. Aqueous Organic Equilibrium
1.2. Counter-Flow SX Configuration and Design
1.3. Application of SX Modeling in Design
1.4. Gaps and Approach
- Identify the initial SX feed characteristics considered for design (REE concentration in this case);
- Determine the ideal pH to achieve separation using bench-scale equilibrium experiments;
- Perform a circuit layout composed of specific SX “trains” defined as loading, scrubbing, and stripping;
- Determine the ideal phase ratio for improved separation, thereby holding the phase flow parameters constant, using bench-scale equilibrium experiments as the basis for developing equilibrium regression models for these variables;
- Develop stagewise arithmetic determination of an equilibrium utilizing MATLAB Simulink as blocks corresponding to discrete functions such as loading, scrubbing, and stripping;
- Perform by training a particle swarm optimization method to design and simulate a flowsheet and determine the number of stages needed for separation on the basis of recovery and/or purity.
2. Materials and Methods
2.1. Part 1: Development of Modeling Theory and Methods
2.1.1. Circuit Definition
2.1.2. Algebraic Mass-Transfer Definition
2.1.3. Simulink Library Development
2.1.4. Particle Swarm Optimization Algorithm
2.2. Part 2: Conceptual Flowsheet and pH Determination
pH Selection
2.3. Part 3: Phase Ratio Determination and Extraction Equilibrium Development
2.3.1. Phase Ratio Development Methods and Materials
2.3.2. Experimental Results and Discussion
2.3.3. Development of Continuous Mathematical Expressions of Equilibrium for Model Input
2.4. Part 4: Flowsheet Development and Optimization
2.4.1. Gadolinium and Samarium Separation
2.4.2. Lanthanum Separation
3. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Disclaimer
References
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Metal | Year | Method | Tool | Name |
---|---|---|---|---|
REEs | 1965 | Separation Factor | Stage-wise iterative calculation | [16] |
REEs | 1966 | Separation Factor | Stage-wise iterative calculation | [17] |
Nd | 1989 | Kremser | Solution of Kremser Method | [19] |
REEs | 1992 | Kremser | Solution of Kremser Method | [20] |
REEs | 2000 | Online Analytical Measurement | ESRECE simulation system | [21] |
Cobalt/Nickel/Copper | 2010 | Equilibrium Type | by Cytec (no name) | [22] |
Cobalt/Nickel | 2011 | Equilibrium Type | MINCHEM (Cytec) | [23] |
Cobalt | 2014 | Equilibrium Type | Aspen custom modeler | [24] |
REEs | 2023 | Equilibrium Constants | Algebraic Mass Balance | [8] |
Targeted Equilibrium pH | Average Equilibrium pH Measured | Standard Deviation in Measured pH |
---|---|---|
0.65 | 0.659 | 0.003 |
1.5 | 1.523 | 0.014 |
2.2 | 2.234 | 0.028 |
pH | O/A Ratio | Y/Gd | Gd/Sm | Sm/Nd | Nd/Pr | Pr/Ce | Ce/La |
---|---|---|---|---|---|---|---|
1.5 | 0.1 | 2.54 | 1.69 | 1.61 | 0.84 | 0.87 | 2.13 |
0.2 | 1.74 | 1.38 | 2.49 | 0.72 | 1.27 | 2.76 | |
0.5 | 1.23 | 1.31 | 2.78 | 0.68 | 1.36 | 2.99 | |
1 | 1.17 | 1.26 | 2.37 | 0.79 | 1.21 | 2.85 | |
2 | 1.07 | 1.10 | 1.62 | 0.89 | 1.27 | 2.07 | |
2.2 | 0.1 | 2.11 | 1.43 | 3.27 | 0.53 | 1.42 | 6.29 |
0.2 | 1.36 | 1.34 | 3.43 | 0.64 | 2.05 | 3.59 | |
0.5 | 1.04 | 1.01 | 1.57 | 1.03 | 1.62 | 4.64 | |
1 | 1.01 | 0.99 | 1.06 | 1.02 | 1.05 | 2.22 | |
2 | 1.00 | 1.00 | 1.01 | 1.00 | 1.07 | 1.15 |
Elements | a | b | c | R2 | Equilibrium pH |
---|---|---|---|---|---|
Y | 1141.29 | 0.02 | −1068.81 | 0.993 | 0.65 |
Y | −0.23 | −2.22 | 100.40 | 0.999 | 1.5 |
La | 4.87 | 1.75 | 5.94 | 0.997 | |
Ce | 22.82 | 0.70 | 8.70 | 0.992 | |
Pr | 44.70 | 0.44 | −3.36 | 0.961 | |
Nd | 22.57 | 0.94 | 8.46 | 0.983 | |
Sm | −45.70 | −0.35 | 118.10 | 0.989 | |
Gd | −14.30 | −0.74 | 101.67 | 0.994 | |
Y | 0.00 | −15.07 | 100.00 | 1.000 | 2.2 |
La | 37.94 | 1.15 | −3.11 | 0.986 | |
Ce | 160.41 | 0.24 | −90.20 | 0.917 | |
Pr | −862.16 | −0.04 | 944.61 | 0.971 | |
Nd | −397.83 | −0.08 | 480.77 | 0.956 | |
Sm | −12.29 | −0.87 | 110.61 | 0.975 | |
Gd | −3.21 | −1.34 | 102.30 | 0.998 |
Operating Parameters | Value |
---|---|
Feed flow rate (lpm) | 0.9 |
Organic flow rate (lpm) | 1 |
Strip flow rate (lpm) | 0.5 |
Reflux ratio | 0.2 |
Loading equilibrium pH | 0.65 |
Strip equilibrium pH | 0.15 (0.70 M) |
Condition | Value |
---|---|
Number of particles | 10 |
Maximum iterations | 20 |
w | 0.8 |
c1 | 2 |
c2 | 2 |
Boundary conditions for stages |
Train | Objective Function | Element Separated | Purity | Stage Combination (Loading–Scrubbing–Stripping) |
---|---|---|---|---|
Train-1 | Recovery and Purity of Y | Y | 99.52 | 8-12-3 |
Train-2 | Purity of Sm | Gd-Sm combined | 46.00/34.65 (80.65) | 7-9-6 |
Train-3 | Purity of Gd | Gd/Sm | 72.59 | 14-8-5 |
Train-4 | Purity of Ce | Nd, Pr, Ce combined/La | 26.74/7.94/54.60 (89.28) | 10-3-5 |
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Srivastava, V.; Werner, J.; Honaker, R. Design of Multi-Stage Solvent Extraction Process for Separation of Rare Earth Elements. Mining 2023, 3, 552-578. https://doi.org/10.3390/mining3030031
Srivastava V, Werner J, Honaker R. Design of Multi-Stage Solvent Extraction Process for Separation of Rare Earth Elements. Mining. 2023; 3(3):552-578. https://doi.org/10.3390/mining3030031
Chicago/Turabian StyleSrivastava, Vaibhav, Joshua Werner, and Rick Honaker. 2023. "Design of Multi-Stage Solvent Extraction Process for Separation of Rare Earth Elements" Mining 3, no. 3: 552-578. https://doi.org/10.3390/mining3030031