Lab 10: Pareto Fronts

CEVE 421/521

Published

Fri., Apr. 17

1 Overview

Instructor Notes: Placeholder for learning objectives and teaching notes.

Lab objectives and context - to be written.

2 Setup

if !isfile("Manifest.toml")
    using Pkg
    Pkg.instantiate()
end
    Updating registry at `~/.julia/registries/General.toml`
    Updating `~/Documents/teaching/CEVE-421-521/ceve-421-521.github.io/labs/lab-10-S26/Project.toml`
  [13f3f980] + CairoMakie v0.15.8
    Updating `~/Documents/teaching/CEVE-421-521/ceve-421-521.github.io/labs/lab-10-S26/Manifest.toml`
  [621f4979] + AbstractFFTs v1.5.0
  [1520ce14] + AbstractTrees v0.4.5
  [79e6a3ab] + Adapt v4.4.0
  [35492f91] + AdaptivePredicates v1.2.0
  [66dad0bd] + AliasTables v1.1.3
  [27a7e980] + Animations v0.4.2
  [67c07d97] + Automa v1.1.0
  [13072b0f] + AxisAlgorithms v1.1.0
  [39de3d68] + AxisArrays v0.4.8
  [18cc8868] + BaseDirs v1.3.2
  [fa961155] + CEnum v0.5.0
  [96374032] + CRlibm v1.0.2
  [159f3aea] + Cairo v1.1.1
  [13f3f980] + CairoMakie v0.15.8
  [d360d2e6] + ChainRulesCore v1.26.0
  [a2cac450] + ColorBrewer v0.4.2
  [35d6a980] + ColorSchemes v3.31.0
  [3da002f7] + ColorTypes v0.12.1
  [c3611d14] + ColorVectorSpace v0.11.0
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  [95dc2771] + ComputePipeline v0.1.6
  [187b0558] + ConstructionBase v1.6.0
  [d38c429a] + Contour v0.6.3
  [9a962f9c] + DataAPI v1.16.0
  [864edb3b] + DataStructures v0.19.3
  [e2d170a0] + DataValueInterfaces v1.0.0
  [927a84f5] + DelaunayTriangulation v1.6.6
  [31c24e10] + Distributions v0.25.122
  [ffbed154] + DocStringExtensions v0.9.5
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  [429591f6] + ExactPredicates v2.2.9
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  [7a1cc6ca] + FFTW v1.10.0
  [5789e2e9] + FileIO v1.17.1
  [8fc22ac5] + FilePaths v0.9.0
  [48062228] + FilePathsBase v0.9.24
  [1a297f60] + FillArrays v1.15.0
  [53c48c17] + FixedPointNumbers v0.8.5
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  [b38be410] + FreeType v4.1.1
  [663a7486] + FreeTypeAbstraction v0.10.8
  [5c1252a2] + GeometryBasics v0.5.10
  [a2bd30eb] + Graphics v1.1.3
  [3955a311] + GridLayoutBase v0.11.2
  [42e2da0e] + Grisu v1.0.2
  [34004b35] + HypergeometricFunctions v0.3.28
  [2803e5a7] + ImageAxes v0.6.12
  [c817782e] + ImageBase v0.1.7
  [a09fc81d] + ImageCore v0.10.5
  [82e4d734] + ImageIO v0.6.9
  [bc367c6b] + ImageMetadata v0.9.10
  [9b13fd28] + IndirectArrays v1.0.0
  [d25df0c9] + Inflate v0.1.5
  [a98d9a8b] + Interpolations v0.16.2
  [d1acc4aa] + IntervalArithmetic v1.0.2
  [8197267c] + IntervalSets v0.7.13
  [3587e190] + InverseFunctions v0.1.17
  [92d709cd] + IrrationalConstants v0.2.6
  [f1662d9f] + Isoband v0.1.1
  [c8e1da08] + IterTools v1.10.0
  [82899510] + IteratorInterfaceExtensions v1.0.0
  [692b3bcd] + JLLWrappers v1.7.1
  [682c06a0] + JSON v1.3.0
  [b835a17e] + JpegTurbo v0.1.6
  [5ab0869b] + KernelDensity v0.6.10
  [b964fa9f] + LaTeXStrings v1.4.0
  [8cdb02fc] + LazyModules v0.3.1
  [2ab3a3ac] + LogExpFunctions v0.3.29
  [1914dd2f] + MacroTools v0.5.16
  [ee78f7c6] + Makie v0.24.8
  [dbb5928d] + MappedArrays v0.4.3
  [0a4f8689] + MathTeXEngine v0.6.7
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  [bac558e1] + OrderedCollections v1.8.1
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  [f57f5aa1] + PNGFiles v0.4.4
  [19eb6ba3] + Packing v0.5.1
  [5432bcbf] + PaddedViews v0.5.12
  [69de0a69] + Parsers v2.8.3
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  [647866c9] + PolygonOps v0.1.2
 [aea7be01] + PrecompileTools v1.2.1
  [21216c6a] + Preferences v1.5.0
  [92933f4c] + ProgressMeter v1.11.0
  [43287f4e] + PtrArrays v1.3.0
  [4b34888f] + QOI v1.0.2
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  [05181044] + RelocatableFolders v1.0.1
  [ae029012] + Requires v1.3.1
  [79098fc4] + Rmath v0.9.0
  [5eaf0fd0] + RoundingEmulator v0.2.1
  [fdea26ae] + SIMD v3.7.2
  [6c6a2e73] + Scratch v1.3.0
  [65257c39] + ShaderAbstractions v0.5.0
  [992d4aef] + Showoff v1.0.3
  [73760f76] + SignedDistanceFields v0.4.0
  [699a6c99] + SimpleTraits v0.9.5
  [45858cf5] + Sixel v0.1.5
  [a2af1166] + SortingAlgorithms v1.2.2
  [276daf66] + SpecialFunctions v2.6.1
  [860ef19b] + StableRNGs v1.0.4
  [cae243ae] + StackViews v0.1.2
  [90137ffa] + StaticArrays v1.9.15
  [1e83bf80] + StaticArraysCore v1.4.4
  [10745b16] + Statistics v1.11.1
  [82ae8749] + StatsAPI v1.8.0
  [2913bbd2] + StatsBase v0.34.9
  [4c63d2b9] + StatsFuns v1.5.2
  [09ab397b] + StructArrays v0.7.2
  [ec057cc2] + StructUtils v2.6.0
  [3783bdb8] + TableTraits v1.0.1
  [bd369af6] + Tables v1.12.1
  [62fd8b95] + TensorCore v0.1.1
  [731e570b] + TiffImages v0.11.6
  [3bb67fe8] + TranscodingStreams v0.11.3
  [981d1d27] + TriplotBase v0.1.0
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  [1986cc42] + Unitful v1.27.0
  [e3aaa7dc] + WebP v0.1.3
  [efce3f68] + WoodburyMatrices v1.0.0
  [6e34b625] + Bzip2_jll v1.0.9+0
  [4e9b3aee] + CRlibm_jll v1.0.1+0
  [83423d85] + Cairo_jll v1.18.5+0
  [5ae413db] + EarCut_jll v2.2.4+0
  [2e619515] + Expat_jll v2.7.3+0
  [b22a6f82] + FFMPEG_jll v8.0.0+0
  [f5851436] + FFTW_jll v3.3.11+0
  [a3f928ae] + Fontconfig_jll v2.17.1+0
  [d7e528f0] + FreeType2_jll v2.13.4+0
  [559328eb] + FriBidi_jll v1.0.17+0
  [b0724c58] + GettextRuntime_jll v0.22.4+0
  [59f7168a] + Giflib_jll v5.2.3+0
  [7746bdde] + Glib_jll v2.86.2+0
  [3b182d85] + Graphite2_jll v1.3.15+0
  [2e76f6c2] + HarfBuzz_jll v8.5.1+0
  [905a6f67] + Imath_jll v3.1.11+0
  [1d5cc7b8] + IntelOpenMP_jll v2025.2.0+0
  [aacddb02] + JpegTurbo_jll v3.1.3+0
  [c1c5ebd0] + LAME_jll v3.100.3+0
  [88015f11] + LERC_jll v4.0.1+0
  [1d63c593] + LLVMOpenMP_jll v18.1.8+0
  [dd4b983a] + LZO_jll v2.10.3+0
 [e9f186c6] + Libffi_jll v3.4.7+0
  [7e76a0d4] + Libglvnd_jll v1.7.1+1
  [94ce4f54] + Libiconv_jll v1.18.0+0
  [4b2f31a3] + Libmount_jll v2.41.2+0
  [89763e89] + Libtiff_jll v4.7.2+0
  [38a345b3] + Libuuid_jll v2.41.2+0
  [856f044c] + MKL_jll v2025.2.0+0
  [e7412a2a] + Ogg_jll v1.3.6+0
  [6cdc7f73] + OpenBLASConsistentFPCSR_jll v0.3.29+0
  [18a262bb] + OpenEXR_jll v3.2.4+0
  [458c3c95] + OpenSSL_jll v3.5.4+0
  [efe28fd5] + OpenSpecFun_jll v0.5.6+0
  [91d4177d] + Opus_jll v1.5.2+0
  [36c8627f] + Pango_jll v1.57.0+0
 [30392449] + Pixman_jll v0.44.2+0
  [f50d1b31] + Rmath_jll v0.5.1+0
  [ffd25f8a] + XZ_jll v5.8.1+0
  [4f6342f7] + Xorg_libX11_jll v1.8.12+0
  [0c0b7dd1] + Xorg_libXau_jll v1.0.13+0
  [a3789734] + Xorg_libXdmcp_jll v1.1.6+0
  [1082639a] + Xorg_libXext_jll v1.3.7+0
  [ea2f1a96] + Xorg_libXrender_jll v0.9.12+0
  [c7cfdc94] + Xorg_libxcb_jll v1.17.1+0
  [c5fb5394] + Xorg_xtrans_jll v1.6.0+0
  [3161d3a3] + Zstd_jll v1.5.7+1
  [9a68df92] + isoband_jll v0.2.3+0
  [a4ae2306] + libaom_jll v3.13.1+0
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  [f638f0a6] + libfdk_aac_jll v2.0.4+0
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  [075b6546] + libsixel_jll v1.10.5+0
  [f27f6e37] + libvorbis_jll v1.3.8+0
  [c5f90fcd] + libwebp_jll v1.6.0+0
  [1317d2d5] + oneTBB_jll v2022.0.0+1
  [1270edf5] + x264_jll v10164.0.1+0
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  [8bf52ea8] + CRC32c v1.11.0
  [ade2ca70] + Dates v1.11.0
  [8ba89e20] + Distributed v1.11.0
  [f43a241f] + Downloads v1.6.0
  [7b1f6079] + FileWatching v1.11.0
  [b77e0a4c] + InteractiveUtils v1.11.0
  [4af54fe1] + LazyArtifacts v1.11.0
  [b27032c2] + LibCURL v0.6.4
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  [44cfe95a] + Pkg v1.11.0
  [de0858da] + Printf v1.11.0
  [3fa0cd96] + REPL v1.11.0
  [9a3f8284] + Random v1.11.0
  [ea8e919c] + SHA v0.7.0
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  [4607b0f0] + SuiteSparse
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  [bea87d4a] + SuiteSparse_jll v7.7.0+0
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  [8e850b90] + libblastrampoline_jll v5.11.0+0
  [8e850ede] + nghttp2_jll v1.59.0+0
  [3f19e933] + p7zip_jll v17.4.0+2
        Info Packages marked with  have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`

3 Exercises

Solution Notes: Placeholder for solution guidance.

3.1 Exercise 1

Exercise description - to be written.

# SOLUTION
# Solution code will go here