Library · Materials, chemistry & fabrication
What Nanoparticle Synthesis & Doping got wrong, from 39 theses
Summary written by a model from the records below: Nanoparticle synthesis and doping methods frequently encounter issues with uncontrolled particle agglomeration, incomplete shell growth, and dopant segregation into secondary phases. High processing temperatures and excessive dopant concentrations further lead to precursor volatilization, lattice degradation, and unwanted electronic trap states that impair material performance. These records come from graduate theses, 2021 to 2026, each labeled with its degree where the repository states it, and each links to its thesis. They were extracted by language models reading the full text, so treat each as a lead to read, not a verdict.
Plus 8 problems the authors left open, listed at the end.
Failure modes, by theses reporting them
Select a mode to jump to its records.
Nanoparticles aggregate or agglomerate during synthesis, blending, and surface deposition
Nanoparticles frequently clump together during crosslinking, precipitation, high-temperature annealing, or incorporation into polymers and casting solutions. This agglomeration leads to blocked pores, uneven coatings, loss of colloidal stability, and degraded functional performance.
Tried and failed
increasing plasmonic nanoparticle loading in heterostructures applied to photoelectrochemical water splitting photoanodes. Outcome: worse than baseline. Reason: nanoparticle aggregation and optical coupling disrupted uniform shell coating, degrading overall photoelectrochemical performance
Plasmonic enhancement of nanostructured composites containing zif-67 for photoelectrochemical water splitting · Imperial · PhD
Considered and rejected
Considered and rejected: Rejected commercialized NiO paste and raw NiO nanopowders for mesoporous HTL because particle aggregation (up to 800 nm-1 µm) prevented uniform film coverage; replaced with synthesized 20 nm NiO nanoparticles
Fabrication and characterization of lead-free and lead based perovskite solar cells · Imperial · PhD
Considered and rejected
Considered and rejected: Rejected nanocomposites of TiO2/SiO2/CdS nanoparticles blended with polymers due to particle aggregation and high scattering/optical loss, choosing coordinated molecular hybrids instead.
Elucidating exciton-polaritons in organic and two-dimensional metal halide semiconductors · Georgia Tech · PhD
Tried and failed
EDC carbodiimide crosslinking of colloidal nanoparticles applied to surface conjugation to functionalized nanowires. Outcome: unstable. Reason: carboxylic acid-functionalized quantum dots aggregated out of solution during crosslinking
Design and Characterization of Hybrid Biological-Inorganic Systems · Harvard · PhD
Tried and failed
silica shell encapsulation applied to branched anisotropic nanoparticles. Outcome: unstable. Reason: produced irregular aggregates rather than forming a uniform conformal coating
All that glitters is gold: gold nanostars for enhanced fluroescence in the near infra-red window · Imperial · PhD
Tried and failed
direct seed-mediated metal shell overgrowth applied to bimetallic core-shell nanoparticle synthesis. Outcome: unstable. Reason: uncontrolled island-like deposition caused poor colloidal stability and nanoparticle aggregation
Peroxidase-mimicking nanomaterials for amplified lateral flow immunoassays · Imperial · PhD
Tried and failed
antisolvent precipitation using bad solvent for polymer shell applied to block copolymer templated nanocrystal synthesis. Reason: Insolubility of the polymer shell in the antisolvent caused precursor aggregation rather than colloidal nanoparticle formation
Continuous Production and Improved Stabilities of Luminescent Colloidal Perovskite Nanocrystals as Next-Generation Emitters · Georgia Tech · PhD
Tried and failed
nanocrystal synthesis without shape-directing ligand applied to supported bimetallic alloy nanoparticles. Outcome: unstable. Reason: absence of capping agent caused irregular particle morphology and severe agglomeration
Platinum-Based Nanocrystals and Their Use as Electrocatalysts toward Oxygen Reduction · Georgia Tech · PhD
Tried and failed
drop casting nanoparticles for conformal coating applied to vertically aligned high-aspect-ratio nanotube arrays. Reason: nanoparticles aggregated at the tips instead of penetrating, blocking ion transport
Design, Fabrication, and Characterization of Nanostructured Pseudocapacitive Coatings on Vertically Aligned Carbon Nanotube Electrodes for High Performance 3D Microsupercapacitors · Georgia Tech · PhD
Tried and failed
co-encapsulating oppositely charged nanoparticles applied to vesicle lumen compartmentalisation. Outcome: unstable. Reason: mutual electrostatic aggregation and charge neutralisation between the particle populations
Dynamic control of compartmentalisation in artificial cell models · Imperial · PhD
Tried and failed
in situ metal nanoparticle sintering on 2D substrates applied to conductive polymer nanocomposite curing. Reason: Nanoparticle agglomeration increased particle size and melting temperature above the matrix curing threshold
High Thermal Conductivity Epoxy Composites In The Application Of 3D Semiconductor Packaging · Georgia Tech · PhD
Considered and rejected
Considered and rejected: Rejected commercial Cu, Cu2O, and ZnO nanoparticles due to massive agglomeration and chemical instability during drying
Wpływ przepływu mikrofluidycznego oraz nanocząstek metalicznych na właściwości amyloidogenne ludzkiej cystatyny C The Influence of Microfluidic Flow and Metallic Nanoparticles on the Amyloidogenic Properties of Human Cystatin C · Adam Mickiewicz University · PhD
Considered and rejected
Considered and rejected: Rejected direct carbonization of Ag@PDA without a SiO2 protective shell because nanoparticles sintered and agglomerated during thermal annealing at 700 °C.
Active sites on copper-based catalysts for electrochemical CO2 reduction selectively to C2+ products · EPFL · PhD
Tried and failed
sacrificial metal template pyrolysis with low dilution applied to single-atom catalyst synthesis. Reason: insufficient spatial isolation by the sacrificial metal allowed target metal atoms to aggregate into nanoparticles
MOF-Derived Electrocatalysts for Sustainable Energy Conversion/Storage Systems · Cornell · PhD
Tried and failed
high metal-oxide nanoparticle loading in carbon nanocomposite inks applied to printed microsupercapacitor electrodes. Outcome: worse than baseline. Reason: nanoparticle clustering severely degraded electrochemical capacitance compared to additive-free electrodes
Additive Fabrication of Microsupercapacitors · EPFL · PhD
Doping induces electronic trap states, structural disruption, and carrier scattering
Introducing chemical dopants can form deep midgap states that trap charge carriers instead of facilitating catalytic transfer or electrical conduction. Heavy doping or poor solvent swelling also disrupts host lattice bonding and polymer lamellae, increasing carrier scattering and degrading overall device response.
Tried and failed
nonmetal doping with phosphorus applied to semiconductor photocatalysts. Outcome: worse than baseline. Reason: deep midgap states acted as electron traps rather than facilitating catalytic charge transfer
Investigating the effect of nonmetal functionalisation on the chemical, sorptive, optoelectronic and photocatalytic properties of semiconducting boron and carbon nitride materials · Imperial · Doctorate
Tried and failed
sol-gel Pechini transition metal co-doping applied to semiconductor photocatalysts. Outcome: no signal. Reason: insufficient suppression of high-valence dopant trap states that quench photoresponse
Study of the effect of d-block and p-block dopants on material and photocatalytic properties of srtio3 · Imperial · Doctorate
Considered and rejected
Considered and rejected: Rejected chemical doping as the disorder-tuning method because it shifts the chemical potential and alters lattice constants/electronic structures.
Study of superconductivity in quantum materials using controlled disorder · Iowa State · PhD
Considered and rejected
Considered and rejected: Rejected direct substitutional doping of CNT lattice because it disrupts sp2 bonding, increases scattering, and reduces carrier mobility.
Tried and failed
high-concentration chemical doping applied to conjugated polymer thermoelectric materials. Outcome: worse than baseline. Reason: severe structural disruption of lamellae caused over-doping, decreasing Seebeck coefficient without increasing electrical conductivity
Examining thermal and charge transport in organic materials with pi-electron interactions · Georgia Tech · PhD
Tried and failed
solution-based electrical doping without swelling solvent applied to conjugated polymer solar cell films. Outcome: worse than baseline. Reason: lack of swelling solvent prevented effective dopant penetration into the conjugated polymer layer
Application of solution-based electrical doping to non-fullerene organic solar cells · Georgia Tech · PhD
High processing temperatures trigger dopant volatilization, phase transformation, and structural degradation
Elevated thermal processing causes volatile dopants to sublime or evaporate before incorporation into the host lattice can occur. Thermal treatments also induce unwanted phase transformations and severe structural degradation in sensitive nanomaterials.
Tried and failed
thermal diffusion doping applied to semiconductor photocatalyst preparation. Outcome: worse than baseline. Reason: induced complete rutile phase transformation and dopant evaporation during high-temperature processing
Engineered Sn doped TiO2 bifunctional catalyst for improved hetero-photocatalytic oxidation of arsenite in water · Imperial · PhD
Tried and failed
transition metal doping with high-temperature calcination applied to photocatalytic nitrogen reduction. Outcome: worse than baseline. Reason: high-temperature calcination of metal dopants lowered photocatalytic activity compared to undoped material
Influence of Carbon and Oxygen for Photocatalytic Nitrogen Fixation on Titania · Georgia Tech · PhD
Tried and failed
High-temperature chemical anion doping applied to oxide nanoparticle electrocatalysts. Outcome: worse than baseline. Reason: Severe structural degradation of nanoparticles led to reduced oxygen evolution reaction activity
Polymer-Ligated Nanocrystals with Tunable Dimensions, Compositions, and Architectures · Georgia Tech · PhD
Tried and failed
direct thermal synthesis doping with volatile precursors applied to high-temperature ceramic semiconductor synthesis. Outcome: no signal. Reason: dopant precursors sublimed below the synthesis temperature required for host lattice formation
Investigating the effect of nonmetal functionalisation on the chemical, sorptive, optoelectronic and photocatalytic properties of semiconducting boron and carbon nitride materials · Imperial · Doctorate
Tried and failed
thermal, plasma, and electrical sintering applied to patterned nanoparticle structures in collapsed hydrogels. Reason: failed to produce well-preserved, evenly sintered conductive silver structures
Implosion Fabrication: Rethinking 3D Nanofabrication from First Principles · MIT · PhD
Considered and rejected
Considered and rejected: Rejected vapor deposition for doping due to large boiling point differences between ThF4 and CaF2 causing high dopant loss
Dopant concentrations exceed solubility limits resulting in secondary phase segregation
Attempting high dopant concentrations causes the dopant to exceed solubility limits in the host material. This triggers phase separation, resulting in resistive secondary phases, unreactive impurities, and compositional inhomogeneity.
Tried and failed
high-concentration substitutional cation doping applied to perovskite metal oxide nanoparticles. Reason: Dopant concentration exceeded solubility limits, forming secondary impurity phases rather than single-phase perovskite.
Study of the effect of d-block and p-block dopants on material and photocatalytic properties of srtio3 · Imperial · Doctorate
Tried and failed
doping oxide and phosphate impurity phases applied to catalytic nitrate reduction. Outcome: worse than baseline. Reason: impurity phases decreased hydrogenation activity instead of acting as cocatalysts
Removal of nitrate with nanoscale nickel phosphides · Iowa State · PhD
Tried and failed
high-concentration isovalent cation co-doping applied to oxide proton conductors. Outcome: worse than baseline. Reason: exceeded solubility limit causing segregation of a resistive secondary phase
Investigation of structure and conductivity of LaNb0.9Mo0.1O4.05 based materials · Imperial · PhD
Tried and failed
melt synthesis doping below liquidus temperature applied to solid-state electrolyte halide mixtures. Reason: reactants failed to form a molten homogeneous solution at target temperature, leading to incomplete doping
Borohydride-based solid electrolytes and polymer composite separators for lithium-ion batteries · Georgia Tech · PhD
Tried and failed
increasing precursor molar ratio in alloy synthesis applied to bimetallic nanoparticle preparation. Reason: excess iron precursor caused phase separation into biphasic core-shell nanoparticles with surface iron oxide
Responsive dual nanoparticle ¹⁹F magnetic resonance molecular imaging probes · UT Austin · PhD
Tried and failed
high-concentration multi-element substitutional doping applied to high-nickel oxide cathode materials. Outcome: worse than baseline. Reason: excess dopants cause severe capacity loss and synthesis phase inhomogeneity
High-voltage oxide cathodes for high-energy-density lithium-ion batteries · UT Austin · PhD
Nanoparticle additives disrupt polymer curing and composite processing
Adding nanoparticles to liquid monomers or polymer resins causes photon shielding, light scattering, and excessive viscosity that inhibit proper curing. In hydrogel systems, the incorporated metal nanoparticles can also suffer from oxidation and leaching or fail to reach electrical percolation thresholds.
Considered and rejected
Considered and rejected: Rejected direct incorporation of conductive nanoparticles into photopolymer resin due to laser scattering, unwanted polymerization, poor mechanical properties, and low conductivity.
Development of 3D printed enzymatic biofuel cells for powering implantable biomedical devices · Nottingham · PhD
Considered and rejected
Considered and rejected: Rejected UV photopolymerization for hybrid inorganic-organic ionogels due to nanoparticle light-scattering and photon shielding, adopting thermal polymerization instead.
Hybrid Ionogels and Self-Healing Electrolytes: Innovative Solutions for Safer Lithium Metal Batteries · Politecnico di Torino · PhD
Considered and rejected
Considered and rejected: Rejected Ecoflex doped with 150 nm nanoparticles because smaller particle size inhibited curing of the polymer.
Improving Respiratory Sound Monitoring and Analysis through Noise Control, Sensor Design, and Real-World Considerations · Johns Hopkins · PhD
Considered and rejected
Considered and rejected: Rejected silver and gold nanoparticle-loaded conductive hydrogels due to particle oxidation/cytotoxicity (Ag) and precursor viscosity/lack of percolation conductivity (Au).
Development of an injectable hydrogel electrode for the treatment of ventricular arrhythmias · UT Austin · PhD
Tried and failed
high-volume-fraction nanoparticle loading in liquid monomer applied to particle-reinforced elastomer synthesis. Reason: nanoparticles fail to incorporate completely into the liquid monomer above a critical volume fraction
Fracture of Heterogeneous Soft Materials · Harvard · PhD
Tried and failed
noble metal nanoparticle incorporation for electrical conductivity applied to injectable hydrogels. Outcome: unstable. Reason: Nanoparticles oxidized, leached in aqueous persulfate systems, failed below percolation threshold, and increased precursor viscosity excessively
Development of an injectable hydrogel electrode for the treatment of ventricular arrhythmias · UT Austin · PhD
Core shell synthesis suffers from incomplete shell coverage and separate particle nucleation
Core-shell growth methods often produce separate homogeneous populations rather than uniform heterogeneous coatings on core particles. Poor seed adhesion and inconsistent core size distributions further lead to incomplete shell coverage, unattached precipitates, and unwanted nanowire growth.
Tried and failed
carbide nanoparticle core-shell deposition applied to noble metal electrocatalyst synthesis. Reason: Inconsistent core particle size distributions caused incomplete shell coverage and unattached metal nanoparticle precipitation.
Tried and failed
heterogeneous core-shell nanoparticle growth applied to magnetic-upconversion nanocomposite synthesis. Reason: nucleation yielded separate homogeneous particle populations instead of heterogeneous core-shell coating
Phosphonate-anchored ligands for upconversion imaging nanoprobes · Imperial · PhD
Tried and failed
nanoparticle seed grafting on unfunctionalized surfaces applied to silica core-shell nanoparticle synthesis. Reason: poor seed adhesion caused formation of unwanted nanowire networks instead of uniform shells
All that glitters is gold: gold nanostars for enhanced fluroescence in the near infra-red window · Imperial · PhD
Considered and rejected
Considered and rejected: Electrochemical deposition of platinum was rejected in favor of electroless deposition due to substantially lower nanoparticle coverage (2.04% vs 67.30% Pt mass)
Rapid and low-cost sensors based on nanostructured carbon materials for health and agricultural applications · Iowa State · PhD
Left open by the authors
Problems the authors named and did not get to.
Left open
Synthesize ternary nanocomposites by crosslinking nanoparticles or using core/shell architectures to improve upconversion nanoparticle emission utilization efficiency. Blocker: Requires a wet chemistry and nanomaterials laboratory to synthesize polymer-ligated nanocrystals and characterize optical properties.
Polymer-Ligated Nanocrystals with Tunable Dimensions, Compositions, and Architectures · Georgia Tech · PhD
Left open
Resolve phase separation and purification issues encountered during grafting-to phosphonate coupling onto silica nanoparticles. Blocker: Requires a wet-lab chemistry setup for nanoparticle synthesis, chemical coupling, and purification
Left open
Isolate and clarify the individual photocatalytic roles of nitrogen/ammonium precursors versus nickel doping in sol-gel synthesized TiO2 for hydrogen production. Blocker: Requires a wet chemistry laboratory, sol-gel synthesis equipment, and photoreaction apparatus.
Producción de hidrógeno mediante fotocatálisis heterogénea · University of Las Palmas de Gran Canaria · PhD
Left open
Investigate co-doping strategies in spray-pyrolysis-deposited iron oxide thin films to enhance photocatalytic activity. Blocker: Requires a wet chemistry and material synthesis lab with spray pyrolysis apparatus to synthesize and test thin films.
Elaboration and optimization of Iron Oxide thin films deposited via spray pyrolysis. Applications in water treatment · University of El Oued · Doctorate
Left open
Test alternative stabilizing agents or dopants during silver nanoparticle synthesis to evaluate changes in porosity, biocompatibility, and catalytic selectivity. Blocker: Requires a wet chemistry lab and materials characterization equipment to synthesize and test nanoparticles.
Exploring the Mechanisms of the Early Stages of the Formation of Silver Nanoparticles and the Role of Organic Additives · Leibniz Universität Hannover · PhD
Left open
Control the graded refractive index profile shapes (linear, sub-linear, super-linear) via nanoparticle synthesis and deposition to improve anti-reflective performance. Blocker: Requires chemical synthesis (mesoporous silica nanoparticles) and wet-lab fabrication/deposition equipment.
Design And Fabrication Of Passive Cooling Materials For Sustainable Solar Energy And Building Applications · Penn · PhD
Left open
Map the 3D arrangement of sintered nanoparticles using tomographic reconstruction and evaluate catalytic performance across particle size ratios. Blocker: Requires synthesized nanoparticle samples and physical experimental apparatus (electron tomography, catalytic testing)
Kinetic Manipulation of Self-Assembling Systems for Scalable Nanomaterials Synthesis · MIT · PhD
Left open
Synthesize and measure low-doping R1-xR'xNiO3 series to determine the critical tolerance factor tc for metal-insulator transitions. Blocker: Requires chemical synthesis (sol-gel) and high-pressure oxygen annealing laboratory equipment
Metal-insulator transition in yttrium- and neodymium-doped lanthanum nickelates · UT Austin · PhD
Who has worked on this
Authors of the public theses cited on this page, most-cited first.
- Ioanna Itskou · Imperial · Doctorate · 2024
Investigating the effect of nonmetal functionalisation on the chemical, sorptive, optoelectronic and photocatalytic properties of semiconducting boron and carbon nitride materials - Dikshita Bhattacharyya · Imperial · Doctorate · 2024
Study of the effect of d-block and p-block dopants on material and photocatalytic properties of srtio3 - Mingyue Zhang · Georgia Tech · PhD · 2022
Polymer-Ligated Nanocrystals with Tunable Dimensions, Compositions, and Architectures - Caoimhe Joyce · Imperial · PhD · 2022
All that glitters is gold: gold nanostars for enhanced fluroescence in the near infra-red window - Matthew Dan Ye · MIT · PhD · 2026
Kinetic Manipulation of Self-Assembling Systems for Scalable Nanomaterials Synthesis - Karolina Rucińska · Adam Mickiewicz University · PhD · 2026
Wpływ przepływu mikrofluidycznego oraz nanocząstek metalicznych na właściwości amyloidogenne ludzkiej cystatyny C The Influence of Microfluidic Flow and Metallic Nanoparticles on the Amyloidogenic Pro - Dilafruz Allanazarova · Leibniz Universität Hannover · PhD · 2026
Exploring the Mechanisms of the Early Stages of the Formation of Silver Nanoparticles and the Role of Organic Additives - Kaylee Lynn McCormack · MIT · PhD · 2025
Transition Metal Heterogeneous Catalysis Towards Applications in Sustainable Energy: Leveraging Rational Design Principles for Activity, Stability, and Stereoselectivity - Amalie Atassi · Georgia Tech · PhD · 2025
Examining thermal and charge transport in organic materials with pi-electron interactions - MATTEO GANDOLFO · Politecnico di Torino · PhD · 2025
Hybrid Ionogels and Self-Healing Electrolytes: Innovative Solutions for Safer Lithium Metal Batteries - Yidong Han · Imperial · PhD · 2024
Investigation of structure and conductivity of LaNb0.9Mo0.1O4.05 based materials - Victoria Quiros Cordero · Georgia Tech · PhD · 2024
Elucidating exciton-polaritons in organic and two-dimensional metal halide semiconductors
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