Research Area
Engineering & Technology Use Cases
31 research projects covering technical systems, ai, robotics, and energy. Each one was planned, executed and written up by K-Dense Web, and links to its full report and session transcript.
Techno-economic analysis of cultivated meat
Run a techno-economic analysis of cultivated meat scale-up, mapping cost curves and commercial viability constraints.
Enzymatic DNA data storage simulation
Simulate enzymatic DNA data storage workflows and compare information density and error trade-offs across encoding schemes.
Post-Earthquake Bridge Inspection Prioritization
Combine USGS ShakeMap, NBI, and Hazus models to rank 156 South Napa bridges by expected traffic-weighted downtime; the top 20 capture 81% of network impact.
CHSH Bell Test & Tsirelson Bound
Reproduce the CHSH Bell test landscape and compare measured correlations against the Tsirelson quantum bound.
Materials Project Magnetic Ordering Predictor
Build a Materials Project classifier for magnetic ordering and report cross-validated predictive performance.
Collatz Record-Setting Enumeration
Enumerate Collatz trajectories to surface record-setting stopping times and maximum height sequences.
Cryptopals Set 1 Cipher Attacks
Solve Cryptopals Set 1 cipher challenges including repeating-XOR cryptanalysis with visual attack diagnostics.
Golomb Ruler Optimal Construction
Construct optimal Golomb rulers and verify mark placements against known best configurations.
Lid-Driven Cavity CFD Benchmark
Benchmark lid-driven cavity CFD solutions at Re=1000 with contour validation against reference data.
Maximum-Clique Branch-and-Bound Benchmark
Benchmark maximum-clique branch-and-bound solvers on DIMACS instances using bound-gap versus node metrics.
Random 3-SAT Phase Transition Benchmark
Benchmark random 3-SAT solvers across the satisfiability phase transition and characterize hardness peaks.
Road Network Shortest-Path Acceleration Benchmark
Benchmark road-network shortest-path acceleration techniques on point-to-point routing workloads.
RRUFF Raman Mineral Classifier
Classify RRUFF Raman mineral spectra and report confusion-matrix performance across mineral classes.
Self-Avoiding Walk Enumeration 2D Lattice
Enumerate 2D self-avoiding walks and characterize runtime complexity across walk lengths.
TSPLIB Heuristic TSP Solver
Evaluate heuristic TSP solvers on TSPLIB instances and analyze scaling behavior with problem size.
Conjugate gradient performance on sparse SPD matrices
Benchmark conjugate-gradient and preconditioned CG performance on large sparse SPD matrices.
GelMA Wound-Scaffold Formulation Design
Combine donor-aware single-cell analysis with material properties to nominate an intermediate-crosslinked GelMA scaffold and a testable macrophage-to-fibroblast mechanism.
Poisson equation finite-difference convergence analysis
Analyze finite-difference Poisson equation convergence with solution and error-surface diagnostics.
Robertson stiff chemical kinetics simulation
Simulate Robertson stiff chemical kinetics and demonstrate stable numerical integration strategies.
LFP Battery Cycle-Life Prediction from Early Cycles
Predict LFP battery cycle life from early-cycle features and map feature–lifetime correlations.
LFP vs LCO Thermodynamic Performance Calculation
Compare LFP versus LCO cathode thermodynamics with computed energy maps for performance trade-offs.
Voronoi Diagram Modeling of Natural Patterns
Computational geometry applied to biological pattern formation using Voronoi tessellation to explain how nature partitions space.
Biologically Inspired Robot Actuators PhD Proposal
PhD research proposal on hybrid soft actuators combining pneumatic, SMA, and EAP technologies with morphological computation for dexterous robotic hands.
Agent Skills vs MCP Architecture
Technical comparison of Scientific Agent Skills and Model Context Protocol architectures for AI tool integration.
AI Predictions 2026
Data-driven analysis of AI trends covering agents, LLMs, compute infrastructure, regulation, and $500B+ market investment.
India EV Adoption Econometrics
Panel regression shows charging infrastructure has 1.76x stronger impact than subsidies on 2-wheeler EV adoption.
Solar Green Hydrogen Thermal Analysis
Quantify thermal degradation effects on PV-electrolyzer systems in Rajasthan comparing Alkaline vs PEM technologies.
50m Concrete Dome Structural Analysis
Design and cost-estimate a 50m span concrete dome for Sydney using membrane stress analysis and Australian Standards.
Great Pyramid Construction Analysis
Mathematical feasibility assessment of pyramid construction theories including hybrid ramps and counterweight-pulley mechanisms.
Biodegradable Polymer Safety Analysis
Analyze FDA adverse events for biodegradable orthopedic implants and create polymer selection decision framework.
ICD Adverse Events Analysis
Analyze 10,000 FDA MAUDE reports for implantable cardioverter defibrillators to identify failure modes by manufacturer.
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