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In pharmaceutical manufacturing, the utmost aim is reliably producing high quality products. Simulation approaches allow virtual experiments of processes in the planning phase and the implementation of digital twins in operation. The industrial processing of active pharmaceutical ingredients (APIs) into tablets requires the combination of discrete and continuous sub-processes with complex interdependencies regarding the material structures and characteristics. The API and excipients are mixed, granulated if required, and subsequently tableted. Thereby, the structure as well as the properties of the intermediate and final product are influenced by the raw materials, the parametrized processes and environmental conditions, which are subject to certain fluctuations. In this study, for the first time, an agent-based simulation model is presented, which enables the prediction, tracking, and tracing of resulting structures and properties of the intermediates of an industrial tableting process. Therefore, the methodology for the identification and development of product and process agents in an agent-based simulation is shown. Implemented physical models describe the impact of process parameters on material structures. The tablet production with a pilot scale rotary press is experimentally characterized to provide calibration and validation data. Finally, the simulation results, predicting the final structures, are compared to the experimental data.
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http://dx.doi.org/10.3390/pharmaceutics13070996 | DOI Listing |
PLoS One
September 2025
Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America.
Improving the healthcare system is a persistent and pressing challenge. Collaborative Learning Health Systems, or Learning Health Networks (LHNs), are a novel, replicable organizational form in healthcare delivery that show substantial promise for improving health outcomes. To realize that promise requires a scientific understanding that can serve LHNs' improvement and scaling.
View Article and Find Full Text PDFTop Magn Reson Imaging
October 2025
BIOSPACE LAB, Nesles-la-Vallée, France.
Aims: Cardiac tumors are aggressive and asymptomatic in early stages, causing late diagnosis and locoregional metastasis. Currently, the standard of care uses gadolinium-based contrast agents for MRI, and the associated hypersensitivity reactions are a significant concern, such as gadolinium deposition disease. In addition, the proximity of cardiac lesions closer to vital structures complicates surgical interventions.
View Article and Find Full Text PDFPLoS Comput Biol
September 2025
Program of Computational Sciences, Bard College, Annandale-on-Hudson, New York, United States of America.
Agent-based models (ABMs) have become essential tools for simulating complex biological, ecological, and social systems where emergent behaviors arise from the interactions among individual agents. Quantifying uncertainty through global sensitivity analysis is crucial for assessing the robustness and reliability of ABM predictions. However, most global sensitivity methods demand substantial computational resources, making them impractical for highly complex models.
View Article and Find Full Text PDFFEMS Microbiol Ecol
September 2025
School of Biological Sciences, University of Auckland, 3A Symonds Street, Auckland, New Zealand, 1142.
The relationship between, and joint selection on, a host and its microbes-the holobiont-can impact evolutionary and ecological outcomes of the host and its microbial community. We develop an agent-based modelling framework for understanding the ecological dynamics of hosts and their microbiomes. Our model incorporates numerous microbial generations per host generation allowing selection on both host and microbes.
View Article and Find Full Text PDFJ Environ Manage
September 2025
Department of Life Science, Tunghai University, Taichung, Taiwan; Center for Ecology and Environment, Tunghai University, Taichung, Taiwan. Electronic address:
The seawalls and roads between the habitats and intertidal zone impede the migration of land crabs to their spawning sites and increase the risk of roadkill in Gaomei Wetland. A pilot project aimed at mitigating roadkill risk involved modifying the landside of the seawalls from vertical to sloped. The effectiveness of the seawall modification needs to be further assessed.
View Article and Find Full Text PDF