Marisol Koslowski
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Marisol Koslowski has a total of 84 co-authors. Here are the top co-authors by number of shared publications:
Camilo A. Duarte
School of Mechanical Engineering Purdue University 585 Purdue Mall IN 47907 West Lafayette United States
4 shared publications- Abigail Hunter
Los Alamos National Laboratory
3 shared publications - Camilo A. Duarte
Department of Mechanical Engineering, Columbia University
3 shared publications - Florian Theil
Mathematics Institute, University of Warwick, Coventry, UK
3 shared publications - Michael Ortiz
Division of Engineering and Applied Science, California Institute of Technology, Pasadena, USA
3 shared publications - Nicolò Grilli
School of Mechanical Engineering, Purdue University , West Lafayette, Indiana 47907, USA
3 shared publications
Latest Publications
- 3 June 2026
- Published by Springer Nature in Nature
- Vol. 654 (8117) , 85-91
Mechanophore cross-linking enhances ballistic energy dissipation of polymers
Mechanical failure is a marked limitation for plastics used in structural, protective and coating applications. In particular, perforation under high-rate deformation is difficult to mitigate through conventional molecular design1,2. Cross-linking is widely used to improve the thermal and chemical stability of polymers, yet under mechanical deformation, it typically renders materials more brittle, limiting impact resistance and functional lifetime3. Overcoming this fundamental trade-off between stability and toughness remains a central challenge. Here we demonstrate that embedding a small fraction of force-sensitive mechanophores as cross-links into common polymers fundamentally reverses this trade-off, producing materials with substantially enhanced ballistic energy dissipation. At strain rates exceeding 107 s-1, we show that mechanophore-cross-linked networks absorb up to about 115% more energy than conventional thermosets and surpass even their uncross-linked thermoplastic counterparts. We attribute this behaviour to a force- and adiabatic-heating-driven local thermoset-to-thermoplastic transition, in which selective mechanophore scission facilitates viscoplastic deformation at the impact site while preserving network integrity in the surrounding regions. We demonstrate the generality of this strategy in both glassy polystyrene and rubbery styrene-butadiene-styrene triblock copolymers. These results establish mechanophore cross-linking as a design principle for converting commodity polymers into impact-resilient materials and open directions at the intersection of polymer mechanochemistry and extreme-strain-rate material behaviour.
- 3 June 2026
- Published by Springer Nature in Nature
- Vol. 654 (8117) , 85-91
Mechanophore cross-linking enhances ballistic energy dissipation of polymers
Mechanical failure is a marked limitation for plastics used in structural, protective and coating applications. In particular, perforation under high-rate deformation is difficult to mitigate through conventional molecular design1,2. Cross-linking is widely used to improve the thermal and chemical stability of polymers, yet under mechanical deformation, it typically renders materials more brittle, limiting impact resistance and functional lifetime3. Overcoming this fundamental trade-off between stability and toughness remains a central challenge. Here we demonstrate that embedding a small fraction of force-sensitive mechanophores as cross-links into common polymers fundamentally reverses this trade-off, producing materials with substantially enhanced ballistic energy dissipation. At strain rates exceeding 107 s-1, we show that mechanophore-cross-linked networks absorb up to about 115% more energy than conventional thermosets and surpass even their uncross-linked thermoplastic counterparts. We attribute this behaviour to a force- and adiabatic-heating-driven local thermoset-to-thermoplastic transition, in which selective mechanophore scission facilitates viscoplastic deformation at the impact site while preserving network integrity in the surrounding regions. We demonstrate the generality of this strategy in both glassy polystyrene and rubbery styrene-butadiene-styrene triblock copolymers. These results establish mechanophore cross-linking as a design principle for converting commodity polymers into impact-resilient materials and open directions at the intersection of polymer mechanochemistry and extreme-strain-rate material behaviour.
- Open Access
- 4 May 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (17)
Microstructural evolution of PETN thin films during thermal aging
Maintaining the microstructure of energetic materials under specific margins is critical to ensure safety and performance. We investigate microstructural evolution of pentaerythritol tetranitrate thin films during thermal aging using phase-field simulations that integrate physical vapor deposition, grain coarsening, porosity evolution, and anisotropic mechanical response. We generate thin films with initial microstructures via physical vapor deposition simulations, followed by aging at two different temperatures. Our results demonstrate three primary stress-driven mechanisms: (1) void elongation along grain boundaries; (2) grain coarsening; and (3) preferential growth of grains with (110) orientations. Additionally, we find that porosity acts as a drag on grain boundary migration, with higher porosity levels reducing grain coarsening rates. These findings reveal the critical role of stresses and elastic anisotropy in controlling long-term microstructural stability of energetic thin films.
- 4 May 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (17)
Open AccessMicrostructural evolution of PETN thin films during thermal aging
Maintaining the microstructure of energetic materials under specific margins is critical to ensure safety and performance. We investigate microstructural evolution of pentaerythritol tetranitrate thin films during thermal aging using phase-field simulations that integrate physical vapor deposition, grain coarsening, porosity evolution, and anisotropic mechanical response. We generate thin films with initial microstructures via physical vapor deposition simulations, followed by aging at two different temperatures. Our results demonstrate three primary stress-driven mechanisms: (1) void elongation along grain boundaries; (2) grain coarsening; and (3) preferential growth of grains with (110) orientations. Additionally, we find that porosity acts as a drag on grain boundary migration, with higher porosity levels reducing grain coarsening rates. These findings reveal the critical role of stresses and elastic anisotropy in controlling long-term microstructural stability of energetic thin films.
- Open Access
- 24 March 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (12)
Investigating shock-induced chemical reactions in Ni+Al multilayers: A continuum-based mesoscale approach with Arrhenius kinetics and artificial thermal conduction
A new continuum-based mesoscale modeling approach for shock-induced chemical reactions (SICRs) in Ni+Al multilayers is demonstrated in Sandia’s shock physics hydrocode, CTH. The approach utilizes Arrhenius-type kinetics and artificial thermal conduction. Our work builds upon previous efforts to parameterize equations of state for NixAly [J. Appl. Phys. 137, 075102 (2025)], as well as simulations of inert shocks in realistic 2D microstructures [J. Appl. Phys. 137, 225301 (2025)]. To calibrate the reaction kinetics, pairs of the reaction coordinate, R′, vs time are extracted from the molecular dynamics (MD) literature. Here, the MD-informed kinetics are used to simulate the dynamic evolution of pressure and temperature in 2D mesoscale simulations. Overall, the MD-informed kinetics obtained for planar interfaces are too slow, as initial reaction is not observed on a nanosecond time scale. Even with quasi-periodic shock focusing leading to the formation of so-called “hot-spots,” the hot spots are unable to grow and coalesce using the fitted Arrhenius rate constants. However, by increasing the rate constants by two orders of magnitude, SICRs are observed at a shock pressure near 30 GPa, which is supported by experiments. Consequently, these mesoscale simulations suggest that unresolved shear-based mechanical mixing might possibly account for the discrepancies in kinetic rates, with shock-generated intense perturbations, interfacial vortical flows, and elevated temperatures serving as favorable reaction conditions. Future work will calibrate a shear-dependent reaction rate from the MD simulations with realistic interfaces that are wavy, diffuse, and disordered.
- 24 March 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (12)
Open AccessInvestigating shock-induced chemical reactions in Ni+Al multilayers: A continuum-based mesoscale approach with Arrhenius kinetics and artificial thermal conduction
A new continuum-based mesoscale modeling approach for shock-induced chemical reactions (SICRs) in Ni+Al multilayers is demonstrated in Sandia’s shock physics hydrocode, CTH. The approach utilizes Arrhenius-type kinetics and artificial thermal conduction. Our work builds upon previous efforts to parameterize equations of state for NixAly [J. Appl. Phys. 137, 075102 (2025)], as well as simulations of inert shocks in realistic 2D microstructures [J. Appl. Phys. 137, 225301 (2025)]. To calibrate the reaction kinetics, pairs of the reaction coordinate, R′, vs time are extracted from the molecular dynamics (MD) literature. Here, the MD-informed kinetics are used to simulate the dynamic evolution of pressure and temperature in 2D mesoscale simulations. Overall, the MD-informed kinetics obtained for planar interfaces are too slow, as initial reaction is not observed on a nanosecond time scale. Even with quasi-periodic shock focusing leading to the formation of so-called “hot-spots,” the hot spots are unable to grow and coalesce using the fitted Arrhenius rate constants. However, by increasing the rate constants by two orders of magnitude, SICRs are observed at a shock pressure near 30 GPa, which is supported by experiments. Consequently, these mesoscale simulations suggest that unresolved shear-based mechanical mixing might possibly account for the discrepancies in kinetic rates, with shock-generated intense perturbations, interfacial vortical flows, and elevated temperatures serving as favorable reaction conditions. Future work will calibrate a shear-dependent reaction rate from the MD simulations with realistic interfaces that are wavy, diffuse, and disordered.
- Open Access
- 16 March 2026
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 55 (5) , 4580-4589
Crystal Plasticity Simulations of Subgrain Formation in Sn-based Solders During Thermal Cycling
Tin-based solder joints are widely used to provide high-density interconnection in microelectronic packaging. Experiments show that under repetitive temperature cycling, subgrains may nucleate in the tin phase, contributing to early degradation. We present numerical simulations on a board-level packaging stack-up during cool-down and under thermal cycling. A crystal plasticity model and thermomechanical anisotropy are utilized to study the deformation of the solder joints. With this model, we can quantify the contributions to the deformation from the joint location versus the result of thermoelastic anisotropy during thermal cycling.
- 16 March 2026
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 55 (5) , 4580-4589
Open AccessCrystal Plasticity Simulations of Subgrain Formation in Sn-based Solders During Thermal Cycling
Tin-based solder joints are widely used to provide high-density interconnection in microelectronic packaging. Experiments show that under repetitive temperature cycling, subgrains may nucleate in the tin phase, contributing to early degradation. We present numerical simulations on a board-level packaging stack-up during cool-down and under thermal cycling. A crystal plasticity model and thermomechanical anisotropy are utilized to study the deformation of the solder joints. With this model, we can quantify the contributions to the deformation from the joint location versus the result of thermoelastic anisotropy during thermal cycling.
- Open Access
- 11 February 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (6)
Dynamic hot spot induced damage in energetic materials using a hot-spot surrogate model
The interaction of a shock wave with microstructural defects leads to energy localization and a sudden increase in local temperature. Due to the small time and length scale of the interaction of the shock with defects, it is computationally expensive to capture simultaneously the mechanics that leads to the high temperature spike and the macroscopic damage. Therefore, we developed a surrogate model to predict the heat rate for a given shock strength to replace the explicit calculation of the defect deformation and the resulting temperature spike. This model is integrated in finite element simulations to predict the effect of the local heat rate on the fracture patterns that develop under shock loading conditions with pressure pulses between 0.33 and 0.98GPa on a octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine (HMX) particle embedded in a Sylgard matrix.
- 11 February 2026
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 139 (6)
Open AccessDynamic hot spot induced damage in energetic materials using a hot-spot surrogate model
The interaction of a shock wave with microstructural defects leads to energy localization and a sudden increase in local temperature. Due to the small time and length scale of the interaction of the shock with defects, it is computationally expensive to capture simultaneously the mechanics that leads to the high temperature spike and the macroscopic damage. Therefore, we developed a surrogate model to predict the heat rate for a given shock strength to replace the explicit calculation of the defect deformation and the resulting temperature spike. This model is integrated in finite element simulations to predict the effect of the local heat rate on the fracture patterns that develop under shock loading conditions with pressure pulses between 0.33 and 0.98GPa on a octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine (HMX) particle embedded in a Sylgard matrix.
- 26 July 2024
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 53 (10) , 6424-6431
Effect of Sn Orientation on Electromigration Failure in CuSn Solders
- 26 July 2024
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 53 (10) , 6424-6431
Effect of Sn Orientation on Electromigration Failure in CuSn Solders
- Open Access
- 5 July 2024
- Published by IOP Publishing in Modelling and Simulation in Materials Science and Engineering
- Vol. 32 (6) , 065017
The role of Sn grain orientation in Cu depletion of Sn-based solders
The miniaturization of solder bumps in flip-chip packages results in large variability in their microstructure making the prediction of joint lifetime challenging. This is of particular importance in Sn-rich solders due to the anisotropic diffusion behavior of Sn and the presence of fast diffusion pathways, such as grain boundaries and twins that vary from joint to joint. We developed a multi-physics phase-field model to predict the electromigration-enhanced evolution of intermetallic compounds in Cu/Sn system with different grain structures. We present simulations of solder joints with polycrystalline Sn with grains with different orientations to observe the effect of Sn anisotropy and grain boundaries on electromigration failure. The simulations predict Cu depletion in the cathode and the formation and accumulation of intermetallic compounds along Sn grain boundaries dependent on the Sn grain orientation. Additionally, Cu6Sn5clusters are formed in the Sn matrix when high diffusion rates at the interfaces are considered.
- 5 July 2024
- Published by IOP Publishing in Modelling and Simulation in Materials Science and Engineering
- Vol. 32 (6) , 065017
Open AccessThe role of Sn grain orientation in Cu depletion of Sn-based solders
The miniaturization of solder bumps in flip-chip packages results in large variability in their microstructure making the prediction of joint lifetime challenging. This is of particular importance in Sn-rich solders due to the anisotropic diffusion behavior of Sn and the presence of fast diffusion pathways, such as grain boundaries and twins that vary from joint to joint. We developed a multi-physics phase-field model to predict the electromigration-enhanced evolution of intermetallic compounds in Cu/Sn system with different grain structures. We present simulations of solder joints with polycrystalline Sn with grains with different orientations to observe the effect of Sn anisotropy and grain boundaries on electromigration failure. The simulations predict Cu depletion in the cathode and the formation and accumulation of intermetallic compounds along Sn grain boundaries dependent on the Sn grain orientation. Additionally, Cu6Sn5clusters are formed in the Sn matrix when high diffusion rates at the interfaces are considered.
- Open Access
- 25 March 2024
- Published by IOP Publishing in Modelling and Simulation in Materials Science and Engineering
- Vol. 32 (4) , 045004
Corrosion-induced fracture of Cu–Al microelectronics interconnects
We present a mechano-chemical model that couples corrosion, mechanical response, and fracture. The model is used to understand the failure of Cu wires on Al pads in microelectronic packages using a multi-phase field approach. Under high humidity environments, the Cu-rich intermetallic compounds (IMC), Cu9Al4, formed at the interface between Cu and Al, undergo a corrosion degradation process. The IMC expands while undergoing corrosion, inducing stresses that nucleate and propagate cracks along the interface between the Cu-rich IMC and Cu. Furthermore, the volumetric expansion of the IMC may cause damage to the passivation layer and enhance the nucleation of new corrosion pits. We show that the presence of a crack accelerates the corrosion process. The model developed here can be extended to other systems and applications.
- 25 March 2024
- Published by IOP Publishing in Modelling and Simulation in Materials Science and Engineering
- Vol. 32 (4) , 045004
Open AccessCorrosion-induced fracture of Cu–Al microelectronics interconnects
We present a mechano-chemical model that couples corrosion, mechanical response, and fracture. The model is used to understand the failure of Cu wires on Al pads in microelectronic packages using a multi-phase field approach. Under high humidity environments, the Cu-rich intermetallic compounds (IMC), Cu9Al4, formed at the interface between Cu and Al, undergo a corrosion degradation process. The IMC expands while undergoing corrosion, inducing stresses that nucleate and propagate cracks along the interface between the Cu-rich IMC and Cu. Furthermore, the volumetric expansion of the IMC may cause damage to the passivation layer and enhance the nucleation of new corrosion pits. We show that the presence of a crack accelerates the corrosion process. The model developed here can be extended to other systems and applications.
- Open Access
- 9 November 2022
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 132 (18)
An Eulerian crystal plasticity framework for modeling large anisotropic deformations in energetic materials under shocks
This paper demonstrates a novel Eulerian computational framework for modeling anisotropic elastoplastic deformations of organic crystalline energetic materials (EM) under shocks. While Eulerian formulations are advantageous for handling large deformations, constitutive laws in such formulations have been limited to isotropic elastoplastic models, which may not fully capture the shock response of crystalline EM. The present Eulerian framework for high-strain rates, large deformation material dynamics of EM incorporates anisotropic isochoric elasticity via a hypo-elastic constitutive law and visco-plastic single-crystal models. The calculations are validated against atomistic calculations and experimental data and benchmarked against Lagrangian (finite element) crystal plasticity computations for shock-propagation in a monoclinic organic crystal, octahydro-1,3,5,7-tetranitro-1,3,5,7 tetrazocine (β-HMX). The Cauchy stress components and the resolved shear stresses calculated using the present Eulerian approach are shown to be in good agreement with the Lagrangian computations for different crystal orientations. The Eulerian framework is then used for computations of shock-induced inert void collapse in β-HMX to study the effects of crystal orientations on hotspot formation under different loading intensities. The computations show that the hotspot temperature distributions and the collapse profiles are sensitive to the crystal orientations at lower impact velocities (viz., 500 m/s); when the impact velocity is increased to 1000 m/s, the collapse is predominantly hydrodynamic and the role of anisotropy is modest. The present methodology will be useful to simulate energy localization in shocked porous energetic material microstructures and other situations where large deformations of single and polycrystals govern the thermomechanical response.
- 9 November 2022
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 132 (18)
Open AccessAn Eulerian crystal plasticity framework for modeling large anisotropic deformations in energetic materials under shocks
This paper demonstrates a novel Eulerian computational framework for modeling anisotropic elastoplastic deformations of organic crystalline energetic materials (EM) under shocks. While Eulerian formulations are advantageous for handling large deformations, constitutive laws in such formulations have been limited to isotropic elastoplastic models, which may not fully capture the shock response of crystalline EM. The present Eulerian framework for high-strain rates, large deformation material dynamics of EM incorporates anisotropic isochoric elasticity via a hypo-elastic constitutive law and visco-plastic single-crystal models. The calculations are validated against atomistic calculations and experimental data and benchmarked against Lagrangian (finite element) crystal plasticity computations for shock-propagation in a monoclinic organic crystal, octahydro-1,3,5,7-tetranitro-1,3,5,7 tetrazocine (β-HMX). The Cauchy stress components and the resolved shear stresses calculated using the present Eulerian approach are shown to be in good agreement with the Lagrangian computations for different crystal orientations. The Eulerian framework is then used for computations of shock-induced inert void collapse in β-HMX to study the effects of crystal orientations on hotspot formation under different loading intensities. The computations show that the hotspot temperature distributions and the collapse profiles are sensitive to the crystal orientations at lower impact velocities (viz., 500 m/s); when the impact velocity is increased to 1000 m/s, the collapse is predominantly hydrodynamic and the role of anisotropy is modest. The present methodology will be useful to simulate energy localization in shocked porous energetic material microstructures and other situations where large deformations of single and polycrystals govern the thermomechanical response.
- 13 September 2021
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 130 (10) , 109903
Erratum: Continuum and molecular dynamics simulations of pore collapse in shocked β-tetramethylene tetranitramine (β-HMX) single crystals. [J. Appl. Phys. 129, 015904 (2021)]
- 13 September 2021
- Published by AIP Publishing in Journal of Applied Physics
- Vol. 130 (10) , 109903
Erratum: Continuum and molecular dynamics simulations of pore collapse in shocked β-tetramethylene tetranitramine (β-HMX) single crystals. [J. Appl. Phys. 129, 015904 (2021)]