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100

Explain the role of hydrogen bonding in the mechanical resilience of aerogels. How does it compare to double network hydrogels?

hydrogen bonding is the main mechanism for network cohesion and energy dissipation. As a result, aerogels exhibit compression resilience and shape memory

100

Describe how the rigid amorphous fraction is quantified via DSC. What assumptions underlie the method?

RAF is quantified via DSC as RAF = 1 - MAF - X_c, where MAF = ΔC_p_sample / ΔC_p_amorphous. Assumptions: only MAF contributes to ΔC_p, ΔC_p_amorphous is constant, no reorganization occurs near Tg, and the system consists of crystal, MAF, and RAF.

100

How does freeze casting influence anisotropy in mechanical and swelling behavior in tough hydrogels?

Freeze casting induces anisotropy by:

  • Mechanical behavior:
    Aligned pore walls strengthen the hydrogel more along the freezing direction (‖) than across (⊥), resulting in higher tensile strength, stretchability, and toughness in ‖ direction.

  • Swelling behavior:
    Swelling is greater perpendicular (⊥) to alignment due to less structural resistance; aligned nanofibrils and pore walls restrict expansion in the ‖ direction.

  • Mechanism:
    Directional freezing aligns and concentrates polymer chains → enhances nanofibril/crystal formation during salting out → yields anisotropic, hierarchical structure.

100

What is the relationship between interfacial tension and contact angle in a 3-phase system, and how is it captured in MD simulations?

(i) Young’s equation:
cos(θ) = (γ_SO − γ_SW) / γ_WO
Higher γ_WO or lower adhesion (γ_SO − γ_SW) → larger θ (more hydrophobic).

(ii) 

  • Water droplet equilibrates on silica → isodensity contour extracted.

  • Circle fit to contour → contact angle measured.

  • Interfacial tensions from pressure tensor:
    γ = (Lz / 2) × (P_zz − 0.5(P_xx + P_yy))

  • Cylindrical droplet used to avoid line tension.

  • DGT + CPA EoS used to verify IFT and surface excess.

100

Explain the benefits and limitations of the GDCB setup compared to standard DCB for high-rate delamination testing


Ensures symmetric opening for pure Mode I loading, enables constant crack opening velocity, reduces friction and noise, and allows displacement-based analysis at high rates. Limitations include added axial force, complex data reduction, sensitivity to inertial effects above 3 m/s, and need for specialized tooling.



200

in this paper - what do they mean by "orthogonally modified CNCs"

functional grps

200

Compare the effect of cooling rate on crystallinity and RAF content in polymer blends. Why is RAF thermally reversible?

Faster cooling reduces crystallinity and increases RAF since chains lack time to organize; slower cooling increases crystallinity and decreases RAF due to better packing. RAF is thermally reversible because heating allows previously immobilized segments to regain mobility as constraints from crystal interfaces relax.

200

Use the Mullins effect and hysteresis to explain the energy dissipation mechanism in double network hydrogels.

Mullins effect and hysteresis in double network (DN) hydrogels:

  • Mullins effect:
    Softens the stress–strain response after initial loading due to internal damage in the first (brittle) network.

  • Hysteresis:
    Seen as the area between loading–unloading curves; represents energy dissipated via bond breakage.

  • Energy dissipation mechanism:
    The first network fractures under stress (sacrificial bonds), dissipating energy, while the second network maintains integrity, providing elasticity.

✅ Result: High toughness via internal damage → energy loss → crack blunting, typical of DN hydrogels.

200

Explain how the salting-out effect alters nitrogen solubility in brine. How does this affect IFT in MD simulations?

  • Salting-out: NaCl reduces N₂ solubility in water due to reduced water activity and ion competition.

  • Effect on MD IFT: Lower N₂ solubility → sharper interface → higher interfacial tension (IFT).

  • Observation: In MD, IFT increases linearly with NaCl concentration due to stronger water–oil separation.

200

Discuss the role of loading rate and fiber orientation (UD vs. woven) in the dynamic fracture behavior of composites.

Higher loading rates can increase or decrease fracture toughness depending on matrix behavior and strain-rate sensitivity. Unidirectional (UD) fibers show more pronounced rate effects and delaminate along fibers, while woven fibers exhibit more complex crack paths and energy dissipation, often showing reduced sensitivity to rate due to crimp and interlacing.

300

What parameters control the density and pore size distribution in freeze-dried aerogels? Relate these to mechanical properties.

Solid Content (Precursor Concentration):

  • Higher CNC or polymer wt% → greater solid loading → higher final density, smaller pore size
  • Increases hydrogen bonding per unit volume → enhances modulus and strength

Freezing Rate and Directionality:

  • Rapid freezing (e.g., liquid nitrogen):

    • Leads to small, isotropic ice crystals → fine, randomly distributed pores
  • Slow or directional freezing:

    • Promotes lamellar ice templating → aligned, anisotropic pore channels
    • These alignments yield anisotropic mechanical behavior, e.g., higher strength along freezing axis

Gel Network Chemistry (e.g., Hydrogen Bonding, Crosslinking):

  • Stronger interactions (e.g., via aldehyde–hydrazide chemistry or hydrogen bonding) suppress ice crystal growth, refining pore size.
  • Resulting network better resists collapse during drying, yielding uniform mesopores and improved recovery.

Solvent Properties and Additives:

  • Solvent viscosity and thermal conductivity affect ice crystal formation.
  • Addition of salts, cryoprotectants, or surfactants can modify phase separation and template macropores or skin layers.

Drying Method (Freeze-Drying vs. Supercritical CO₂ Drying):

  • Freeze-drying sublimates ice, preserving the ice-templated structure.
  • Aggressive drying or collapse of capillary walls during sublimation increases pore coalescence and non-uniformity.

Structure–Property Relationships:

  • Density ↑ → Modulus ↑, Strength ↑
  • (via scaling laws: E∝ρn, typically n=2 for open-cell foams)
  • Smaller, more uniform pores → higher resilience and better shape recovery under cyclic loading
  • Aligned pore structures → anisotropic stiffness and improved energy dissipation along alignment axis
  • Large macropores or defects → early failure and poor reproducibility
300

Interpret secondary transitions in a DSC thermogram of a semi-crystalline polymer. How would RAF be distinguished?


Secondary transitions in a DSC thermogram (e.g. minor ΔC_p steps) indicate relaxations in amorphous domains like β or γ transitions. RAF is distinguished by a reduced or suppressed ΔC_p at T_g; it does not show a clear thermal event but lowers the overall heat capacity change compared to a fully amorphous sample.



300

Explain how salting-out affects pore wall formation and solvent distribution in hydrogels. Propose a validation method.


Salting-out effects:

  • Pore wall formation:
    Salting-out induces polymer aggregation and crystallization, reinforcing aligned pore walls formed during freeze-casting with dense nanofibril networks.

  • Solvent distribution:
    Drives phase separation, concentrating polymer-rich zones in walls and pushing water into pore interiors, leading to anisotropic solvent distribution.

Validation method:
Use confocal microscopy with a fluorescent dye to visualize water distribution, and SEM to confirm nanofibril wall structure post-salting.

300

How would you calculate adhesion tension from MD-derived contact angle data? What physical trends would you expect?


  • Adhesion tension (AT):
    AT = γ_WO × cos(θ)
    (from rearranged Young’s equation)

  • Trends:

    • Higher contact angle (θ) → lower AT

    • Increased hydrophilicity (lower θ) → higher AT

    • In salting-out systems: AT increases with salinity due to reduced N₂–water miscibility.

300

Describe a potential failure mechanism in GDCB specimens under cyclic loading. How would you detect it experimentally?

Under cyclic loading, GDCB specimens may exhibit crack tip fatigue growth and pin-hole fretting in the grips. Detect via periodic high-res imaging for crack length, digital image correlation for strain localization, and acoustic emission or stiffness degradation for early damage signs.

400

Interpret Figure 7: How does increasing CNC content influence shape recovery behavior under different compressive strains, in air vs. in water? Discuss the role of hydrogen bonding and environmental plasticization effects in modulating the aerogel's recoverability.

Increasing CNC content improves shape recovery, especially at high compressive strains, by reinforcing the aerogel structure. In air, recovery drops sharply at high strain due to rigid hydrogen bonding, making low-CNC samples more prone to permanent deformation. In water, recovery is higher across all CNC levels because water disrupts hydrogen bonds, acting as a plasticizer and enabling polymer chain mobility. Thus, CNCs enhance structural integrity, while water improves flexibility and recovery through environmental plasticization.

400

Using Figure 4, how does annealing temperature influence the development of crystalline and mesophase structures in PA6? How can the rigid amorphous fraction (RAF) be estimated from total enthalpy of transition data, and what does the difference from the melt-crystallized enthalpy reference imply?

Annealing PA6 at T < 373 K forms mostly mesophase (blue), while T > 373 K favors α-crystal formation (red) with increasing enthalpy. RAF can be estimated using RAF = 1 - MAF - X_c, where X_c is from total enthalpy normalized to a known crystal heat of fusion. A lower enthalpy than melt-crystallized PA6 (~90 J/g) implies incomplete ordering and presence of RAF.

400

In Figure 2c, how does the salting-out process lead to the formation of aligned porous channels over time? Explain how hierarchical ordering develops and how it contributes to mechanical anisotropy in the hydrogel.

Figure 2c summary:

  • 1 h: Wavy, loose walls

  • 10 h: Aligned, denser walls

  • 24 h: Fully ordered channels

Salting-out drives polymer aggregation → builds nanofibrils → reinforces aligned pore walls.

Result: Hierarchical structure forms (micro → nano → molecular), causing mechanical anisotropy with higher strength/stiffness along alignment.

400

Using Figure 5a: How does the contact angle of water on silica vary with pressure, temperature, and N₂:hexane composition? What molecular interactions at the fluid–solid interface explain these trends in wettability?

  • Pressure: Little change — silica–water interaction dominates.

  • Temperature: Slight increase in CA → reduced hydrogen bonding.

  • N₂:hexane ratio ↑ (x_N₂ ↑): CA decreases → more hydrophilic.

    • Due to N₂ preferring interface → hexane repelled → stronger H₂O–silica H-bonding.

    • Leads to enhanced wetting (lower CA).

400

Using the crack growth rate vs. energy release rate curves shown, explain how GDCB enables accurate dynamic fracture energy measurements. What does the observed relationship between G and da/dN reveal about fiber orientation effects and failure modes?


GDCB enables accurate dynamic GGG by maintaining symmetric, constant-rate crack opening for clean da/dNda/dNda/dN tracking. The curves show woven composites need higher GGG for the same da/dNda/dNda/dN, revealing more tortuous crack paths and energy absorption than UD fibers, which fail more easily along aligned planes.



500

Based on Figure 5, propose an experiment to control pore morphology in CNC aerogels through modulation of CNC concentration and freeze-casting rate. How would changing the freezing rate or solvent exchange kinetics influence macro- and mesopore uniformity?

To control pore morphology, vary CNC concentration and freezing rate during freeze-casting. Higher CNC content improves mesopore uniformity (see d′), while faster freezing (e.g., liquid nitrogen) yields smaller, more uniform macropores. Slower freezing produces larger, irregular pores. Gradual solvent exchange preserves mesostructure, while rapid exchange risks pore collapse. Together, CNC content, freezing rate, and solvent handling modulate macro- and mesopore uniformity.

500

Interpret Figure 8: Why does RAF decrease beyond a critical crystallinity level? Discuss the competition between crystalline and amorphous domain growth.

RAF peaks at moderate crystallinity (X_c ≈ 0.2) but decreases beyond that because perfect crystal growth reduces interfacial area with amorphous regions, limiting chain immobilization. As crystalline domains grow, amorphous chains become more decoupled, shifting from rigid to mobile, reducing RAF.

500

Figure 4 presents mechanical and fracture performance of HA–PVA hydrogels. What network-level mechanisms—arising from hierarchical structuring and salting-out using Na⁺/citrate³⁻—contribute to the increased toughness, high extensibility, and fatigue resistance at higher PVA content?

Figure 4 highlights:

  • Toughness & extensibility (a, b):
    ↑ PVA → ↑ nanofibril density + crystallinity
    → more energy dissipation via fibril pull-out, crack pinning, sacrificial bond breakage

  • Fatigue resistance (c):
    Crystalline nanofibrils + dense aligned walls act as crack barriers
    → high fatigue threshold (Γ₀ = 10.5 kJ/m²)

  • Na⁺/citrate³⁻:
    Promotes phase separation + crystallization, reinforcing network

Net effect:
Hierarchical + ionic structuring enables tough, stretchable, fatigue-resistant hydrogels.

500

Using the z-dependent density profiles in Figure 6, explain how the interfacial layering of molecules near the silica surface varies between water-rich and hexane-rich phases. How do these differences in molecular organization relate to the wettability trends observed in Figure 5?


  • Water-rich region: Strong, sharp layering near silica → dense H₂O adsorption due to hydrogen bonding.

  • Hexane-rich region: Weaker, diffuse layering → minimal interaction with silica.

  • Relation to CA (Figure 5):

    • Strong H₂O layering = low contact angle (more wetting).

    • As x_N₂ ↑, hexane displaced → more H₂O near silica → better wetting.

500

Using Figure 14, compare the experimental setups for the DCB and GDCB tests. What mechanical boundary conditions are introduced by the GDCB side guides, and how do they influence crack propagation and energy release rate measurements under dynamic loading?

Unlike DCB (Fig. 14a), the GDCB setup (Fig. 14b) introduces side guides that enforce symmetric arm motion and apply axial tension. This constrains rotation, stabilizes crack growth, and ensures constant opening velocity—crucial for accurate GGG under dynamic loading, though it slightly alters bending energy distribution.