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Optimizing Energy Efficiency of a Twin-Screw Granulation Process in Real-Time Using a Long Short-Term Memory (LSTM) Network

Journal Article · · ACS Engineering Au
 [1];  [1]
  1. Rutgers─The State University of New Jersey, 98 Brett Road, Piscataway, New Jersey 08854, United States
Not Available
Sponsoring Organization:
USDOE
OSTI ID:
2248104
Journal Information:
ACS Engineering Au, Journal Name: ACS Engineering Au Journal Issue: 2 Vol. 4; ISSN 2694-2488
Publisher:
American Chemical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (26)

A review on the long short-term memory model journal May 2020
Risk Assessment for a Twin-Screw Granulation Process Using a Supervised Physics-Constrained Auto-encoder and Support Vector Machine Framework journal August 2022
Advanced process design and understanding of continuous twin-screw granulation via implementation of in-line process analytical technologies journal April 2019
Twin-screw granulation: Mechanistic understanding of the effect of material properties on key granule quality attributes through the analysis of mixing dynamics and granulation rate mechanisms journal September 2023
Model-based analysis of a twin-screw wet granulation system for continuous solid dosage manufacturing journal June 2016
Design space determination and process optimization in at-scale continuous twin screw wet granulation journal June 2019
Use of a continuous twin screw granulation and drying system during formulation development and process optimization journal January 2015
Differential Evolution: A review of more than two decades of research journal April 2020
Validation of a continuous granulation process using a twin-screw extruder journal May 2008
Optimization of critical quality attributes in continuous twin-screw wet granulation via design space validated with pilot scale experimental data journal June 2017
Process optimization of twin-screw melt granulation of fenofibrate using design of experiment (DoE) journal January 2021
Evaluation of torque as an in-process control for granule size during twin-screw wet granulation journal June 2021
End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process journal December 2023
Streamlined life cycle assessment of single use technologies in biopharmaceutical manufacture journal May 2022
Twin screw wet granulation: Effects of properties of granulation liquid journal October 2012
Twin screw granulation — A literature review journal May 2015
Key Green Engineering Research Areas for Sustainable Manufacturing: A Perspective from Pharmaceutical and Fine Chemicals Manufacturers
  • Jiménez-González, Concepción; Poechlauer, Peter; Broxterman, Quirinus B.
  • Organic Process Research & Development, Vol. 15, Issue 4 https://doi.org/10.1021/op100327d
journal July 2011
Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces journal January 1997
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020
Learning long-term dependencies in NARX recurrent neural networks journal January 1996
Learning to Forget: Continual Prediction with LSTM journal October 2000
Dynamic characteristic analysis of vertical screw conveyor in variable screw section condition journal July 2020
Heat Transfer Evaluation During Twin-Screw Wet Granulation in View of Detailed Process Understanding journal August 2019
Twin screw granulation – review of current progress journal November 2014
A Comparative Study of Differential Evolution Variants in Constrained Structural Optimization journal July 2020
Process Modification of Pharmaceutical Tablet Manufacturing Operations: An Eco-Efficiency Approach journal February 2018

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