Packing and tiling

The band moves, it does not blur

Displaced organ by organ, a seed head loses its single contact cut-off first, its rings' hold on their fives and sevens next and its three-family count last. Displaced by a smooth field that moves neighbours together, the same head keeps its census — the same 353 disputed cells and 264 fives and sevens at every step up to a third of a spacing — and moves the band instead. A twist moves each flip ring exactly to where the twisted divergence puts its tie, the ring of 55 by 0.53 of a spacing, the ring of 34 the other way. Read against strain, correlation helps the cut-off and not the count, and on a 900-organ head the two fail at the same step: the order was an order of blurring.

Worth reading first: No cut-off makes them one · An interior that is nearly neutral · The six are the spirals.

A seed head’s organs can be called neighbours in two ways — by the shortest index lags a count keeps, or by the walls their Voronoi cells share — and the two relations agree everywhere except in a band two thirds of a wall spacing either side of each flip ring. A hundredth of a spacing displaced the organs and found three things fail in a fixed order: the single hop-ratio cut-off off the rings goes first, then the rings’ hold on their five- and seven-sided cells, then the three-family count’s exactness away from them. Every displacement there was independent from organ to organ.

It ended on the obvious objection. A real head is not displaced organ by organ. Growth, drying and pressing move neighbouring organs together, and a displacement that moves both ends of a short lag alike changes that lag’s length much less than it moves the organs. This essay repeats the reading with displacements that are correlated — a smooth random field, and three fields a whole head suffers — and finds that the order does not so much change as dissolve.

A field that moves neighbours together

The smooth field is a gaussian random field in each coordinate, built from 128 plane waves, with a correlation length of ℓ\ell wall spacings and a root-mean-square step of σ\sigma spacings — the same size, stated the same way, as the independent step it is compared with. Two organs a distance dd apart move with correlation e−d2/2ℓ2e^{-d^2/2\ell^2}, so at a correlation length of one spacing a cell’s neighbours move about half alike and at eight spacings almost exactly alike. At ℓ=0\ell = 0 the reading uses the earlier essay’s own independent step, and on a 2,400-organ head with seed one it returns that essay’s banked readings to the last digit.

Correlation lengths of one, two, four and eight spacings were read, at steps from a two-hundredth of a spacing to a third, three seeds each, on golden heads of 900 and 2,400 organs.

What the walls feel is strain

How much a step strains the walls of a 2,400-organ head, independent and correlated over one to eight spacings. For each size of step and each correlation length, the root-mean-square relative change in the length of the head's Voronoi walls, averaged over three seeds. The strain per unit step is 1.417 for independent steps, 0.874 at ℓ = 1, 0.491 at ℓ = 2, 0.260 at ℓ = 4, 0.135 at ℓ = 8: an independent step strains the walls by 1.43 times its size, and a correlated one by about its size over its correlation length.
Fig. 1 The root-mean-square change in the length of a 2,400-organ head’s walls, against the size of step, for independent steps and four correlation lengths.

The instruments here all read distances between neighbours, so the quantity that matters is how much a step changes a wall’s length: the strain. An independent step of σ\sigma changes it by 1.42σ1.42\sigma, since both ends move independently and a wall is about one spacing long. A smooth field changes it by 0.87σ0.87\sigma at a correlation length of one spacing, 0.49σ0.49\sigma at two, 0.26σ0.26\sigma at four and 0.135σ0.135\sigma at eight — about the step divided by the correlation length, from two spacings up. The 900-organ head gives the same numbers to within a hundredth.

So a smooth field of eight spacings at a step of a third of a spacing strains the walls by 4.3 per cent, about what an independent step of three hundredths does. That is the first thing correlation does, and it is the expected one: every tolerance stated in steps grows roughly in proportion to the correlation length.

The census stays where it was

The second thing is not expected, and it changes what the tolerances mean.

How many cells a three-family count disputes on a 2,400-organ head, against the strain it carries. The whole head's count of cells with a disputed wall, over the unmoved head's 353, averaged over three seeds, against the strain each step put on the walls. Independent: ×1.00 at 0.7%, ×1.00 at 1.4%, ×1.01 at 2.8%, ×1.11 at 5.7%, ×1.59 at 11.3%; ℓ = 1: ×1.00 at 0.5%, ×1.00 at 0.9%, ×1.00 at 1.8%, ×1.02 at 3.6%, ×1.14 at 7.2%, ×1.83 at 14.3%; ℓ = 2: ×1.00 at 0.2%, ×1.00 at 0.5%, ×1.00 at 1.0%, ×1.00 at 2.0%, ×1.00 at 3.9%, ×1.07 at 7.9%; ℓ = 4: ×1.00 at 0.1%, ×1.00 at 0.3%, ×1.00 at 0.5%, ×1.00 at 1.0%, ×1.00 at 2.1%, ×1.00 at 4.2%, ×1.03 at 8.3%; ℓ = 8: ×1.00 at 0.1%, ×1.00 at 0.1%, ×1.00 at 0.3%, ×1.00 at 0.5%, ×1.00 at 1.1%, ×1.00 at 2.2%, ×1.00 at 4.3%. At the same strain an independent step multiplies the disputes and a field correlated over eight spacings leaves the count where it was.
Fig. 2 The whole head’s count of cells with a disputed wall, over the unmoved head’s, against the strain carried, for independent steps and four correlation lengths.

An independent step adds disputed cells. On the 2,400-organ head, which carries 353 cells with a disputed wall and 264 five- and seven-sided cells unmoved — all of them, as the defects’ own reading found, within the bands round the rings — an independent step of four hundredths — a strain of 5.7 per cent — raises the disputed cells to about 394, and a step of eight hundredths to 560. The 900-organ head goes from 209 to about 257. The band round each ring broadens and new cells in dispute appear between the rings.

A smooth field of eight spacings adds none. At every step read, up to a third of a spacing, both heads keep their count of disputed cells within one and their count of fives and sevens within two: 352 or 353, and 264 to 266. A field of four spacings keeps them to a step of 0.16. A twist, turning the rim by as much as 0.4 radians and straining the walls by 9.6 per cent, keeps them exactly. The head carries the same census whatever the field does to it.

Where the census goes

If the census is kept, the cells in it must be somewhere, and the obvious guess is that the band has moved.

The disputed hexagons round the ring of 55, on one head moved eight ways. A 2,400-organ golden head, unmoved, twisted by 0.1, 0.2 and 0.4 radians at the rim, moved by a smooth field of correlation length eight spacings at steps of 0.16 and 0.32 spacings, and displaced by independent steps of 0.02 and 0.04. Each dot is a six-sided cell a three-family contact cut disputes, placed by its signed distance from the ring the unmoved divergence puts at 55. Unmoved: 34 cells; twist 0.1: 34 cells; twist 0.2: 34 cells; twist 0.4: 34 cells; smooth, 0.16: 34 cells; smooth, 0.32: 34 cells; independent, 0.02: 44 cells; independent, 0.04: 60 cells. A twist slides the band intact to where its own divergence puts the ring, ticked on each twisted row; a smooth field spreads it without adding to it; independent steps add cells.
Fig. 3 The disputed hexagons round the ring of 55 on one 2,400-organ head moved eight ways, each dot placed by its distance from the ring the unmoved divergence puts there.

On the ring of 55 the unmoved head has 34 disputed hexagons, all within 0.16 of a spacing of the ring — the census every resolved ring carries: the family number before 55. Twisted by a tenth of a radian at the rim, the head still has 34, packed just as tightly, centred a quarter of a spacing further out. At a twist of 0.2 they sit half a spacing out; at 0.4, a spacing and a quarter, with none left where the ring was.

A smooth field of eight spacings keeps the 34 and spreads them, to half a spacing either side at a step of 0.16 and more at 0.32, because the field strains different parts of the ring differently and each part of the band moves its own way. Independent steps are the only moves that change the number: 44 hexagons near the ring at a step of 0.02, and 60 at 0.04. The smooth field bends the band. The independent step blurs it.

Where the twist puts the ring

The disputed cells round the ring of 55 on a 2,400-organ head twisted by 0.2 radians at the rimEvery organ turned about the centre by 0.2 times its radius over the head's. Bars: the six-sided cells a three-family contact cut disputes (grey-blue) and the five- and seven-sided cells (warm) within two spacings of the ring the untwisted divergence puts at 55, by signed distance from it. There are 34 disputed hexagons, with a median at 0.54 of a spacing, and 110 fives and sevens. The dashed line is where the twisted divergence puts the ring in closed form, 0.54 of a spacing out; the band keeps its cells and its width and sits on it.0510152025-1.0-0.50.00.51.01.5distance from the unmoved ring of 55, in wall spacingscellstwisted ring, closed formgrey-blue: disputed six-sided cells · warm: fives and sevens · 34 and 1102,400 organs · twist 0.2generated from a stated rule, not drawn to look right
Fig. 4 The disputed cells round the ring of 55 on a 2,400-organ head twisted by 0.2 radians at the rim, with the ring the twisted divergence puts in closed form dashed.

A twist has a closed form, and it is the one a twist is a divergence found for the counts. Turning an organ at radius rr by a r/Ra\,r/R adds a/(2Rr)a/(2Rr) radians to the divergence between neighbours there, so a twisted head is locally a head at a slightly different angle, and its flip rings should sit where the ties of that angle fall. Solving for each ring’s radius at its own local divergence gives a prediction, and the band sits on it. The ring of 55 moves 0.12 of a spacing at a twist of 0.05, 0.25 at 0.1 and 0.53 at 0.2 — the closed form says 0.120, 0.249 and 0.535. At 0.4 the closed form says 1.23 and the 34 hexagons are centred at 1.24.

The band does not blur on the way. It keeps its width, about three tenths of a spacing, and its count, and slides as a block onto the ring its own geometry now asks for. What the earlier essay called the rings losing their fives and sevens is, under a twist, the rings moving away from where they were drawn.

Three rings, two directions

How far a twist moves each flip ring on a 2,400-organ head, measured and in closed form. Lines: where the divergence a twist of a radians gives each radius puts the rings of 21, 34 and 55, as a shift from the unmoved ring in wall spacings. Dots: the median shift of each ring's disputed hexagons, measured. Ring of 21: 0.026 against 0.008 at 0.025, 0.026 against 0.017 at 0.05, 0.048 against 0.035 at 0.1, 0.070 against 0.071 at 0.2, 0.156 against 0.148 at 0.4; ring of 34: -0.046 against -0.022 at 0.025, -0.060 against -0.043 at 0.05, -0.102 against -0.083 at 0.1, -0.173 against -0.157 at 0.2, -0.297 against -0.276 at 0.4; ring of 55: 0.056 against 0.059 at 0.025, 0.116 against 0.120 at 0.05, 0.245 against 0.249 at 0.1, 0.531 against 0.535 at 0.2. The rings of 21 and 55 move outward and the ring of 34 inward.
Fig. 5 How far a twist moves the rings of 21, 34 and 55, in closed form (lines) and measured from the disputed hexagons (open dots).

Not every ring moves the same way. Under a twist the ring of 21 moves out, the ring of 34 in, and the ring of 55 out again: at a twist of 0.2, 0.07, −0.17 and 0.53 of a spacing, against 0.07, −0.16 and 0.54 in closed form.

The alternation is arithmetic. A flip ring is where two of the head’s lattice families tie, and the families a ring trades are consecutive Fibonacci numbers, whose ratios approach the golden ratio from alternate sides. A small increase in the divergence moves the lattice towards one tie and away from the next, so the ring of one parity moves outward and the ring of the other inward. The outer rings move furthest even though the twist’s extra divergence is smaller there, because the ties of the outer rings lie closer together in divergence — a reported pair pins the angle to about 221°/mn221°/mn — so a smaller change of angle is a larger step between ties.

A radial spread, which pushes every organ outward by a factor that grows with its radius, moves every ring outward — 0.10 and 0.53 of a spacing for the rings of 34 and 55 at a spread of a tenth — and also keeps their hexagons.

Why a radial spread moves the rings outward

The radial spread’s direction can be read off its shape. It moves an organ at radius rr to r(1+ar2/R2)r(1 + a r^2/R^2), so round a circle it stretches the head by 1+ar2/R21 + a r^2/R^2 while across the circle, between one radius and the next, it stretches it by 1+3ar2/R21 + 3a r^2/R^2. The lattice is pulled apart three times as much radially as round the head. On a Vogel head the radial spacing between successive organs, set against the circumference, is what falls as the head widens — it is the local rise — and a flip ring sits where the rise has fallen to its tie. Stretching the head radially raises the local rise everywhere, so every tie is reached further out, and every ring moves outward. The outer rings move furthest because the stretch grows as the square of the radius.

The twist has no such single direction because it changes the divergence rather than the rise, and a change in divergence helps one family of each tie and hurts the other. The ring moves towards the family the extra angle favours, and the favoured family alternates from ring to ring.

What a moved band does to the fives and sevens

Every five-sided cell on these heads shares a wall with a seven, and the pairs lie on the rings. A band that blurs breaks the pattern: under independent steps new fives and sevens appear between the rings, and the earlier essay counted 58 of a 900-organ head’s 168 away from any ring at eight hundredths of a spacing. A band that moves carries its pairs with it. Under a twist the 2,400-organ head keeps exactly its 264, and they go where the hexagons go: the 110 fives and sevens round the ring of 55, centred 0.17 of a spacing out on the unmoved head, are centred 1.37 out at a twist of 0.4, beside the 34 hexagons, and within three tenths of a spacing of where the ring used to be there is now no disputed cell of any kind.

That makes the fives and sevens the most direct witness to which kind of error a head carries. Their number says whether the band has blurred; their position, set against where the head’s divergence puts its rings, says whether it has moved.

Read against strain, the order dissolves

The strain at which the cut-off and the count each fail, as the displacement becomes correlated. For heads of 900 and 2,400 organs, the strain carried at the first step on the grid at which the single hop-ratio cut-off off the rings is shut on every seed (solid) and at which one per cent of the cells a spacing or more from every ring are disputed (dashed). 900 organs: cut-off 2.9, 3.6, 4.0, 4.2, 4.7 per cent, count 11.6, 7.2, 4.0, 4.2, 4.7 per cent; 2,400 organs: cut-off 1.4, 1.8, 2.0, 2.1, 2.2 per cent, count 5.7, 7.2, 3.9, 4.2, 4.3 per cent, from independent steps to a correlation length of eight spacings. The cut-off tolerates more strain as the field is correlated and the count does not, and the gap between them closes.
Fig. 6 The strain at which the cut-off off the rings is shut on every seed (solid) and at which the count disputes one per cent of the cells off the rings (dashed), against the correlation length, on heads of 900 and 2,400 organs.

The earlier essay’s three instruments can be put to the correlated heads unchanged, and their failures read as strains rather than steps. The cut-off off the rings is helped by correlation. On the 2,400-organ head it is shut at a strain of 1.4 per cent under independent steps and at 1.8, 2.0, 2.1 and 2.2 per cent as the correlation length rises from one to eight spacings; on the 900-organ head, 2.9 per cent rising to 4.7. The earlier essay guessed this — a cut-off reads lengths, and a smooth field changes lengths less than positions — and it holds. It is still the fragile instrument it was on the whole head: it answers to the worst cell anywhere, and a strain of two per cent somewhere is enough.

The count is not helped. Its failure strain on the 2,400-organ head is 5.7 per cent under independent steps and 3.9 to 4.3 from two spacings of correlation up; on the 900-organ head it falls from 11.6 to 4.0–4.7. So the count’s margin over the cut-off, four times the strain under independent steps, falls to about two on the larger head and to nothing on the smaller: from two spacings of correlation up, the 900-organ head’s cut-off and count fail at the same step on the grid.

The reason is the section before. The count is judged on cells a spacing or more from where the unmoved rings are, and under a smooth field nothing is added to the census — the band simply arrives there. When the ring of 55 has moved half a spacing, the cells a spacing outside its old position are half a spacing from its new one and some of them are in dispute. The count has not failed; the ring has come to meet it. The same is true of the rings’ hold on their fives and sevens, which under a smooth field of eight spacings fails at a step half the cut-off’s on the 900-organ head, because a moved five or seven is scored as one that left.

So the earlier essay’s order — cut-off, rings, count — was the order in which a blurred band spills across fixed boundaries. A band that moves crosses all three boundaries together.

A squash is the exception

The fields that move rings cleanly are the circular ones: a twist and a radial spread act the same way all round the head. A squash, which compresses the head along one axis and stretches it along the other, does not, and it is the one field here that breaks the census.

Up to an aspect ratio of about 1.04, a strain of 1.4 per cent, the squash keeps 353 disputed cells and 264 fives and sevens. At 1.10 it has 364 and 275; at 1.21, 440 and 355. Before it breaks the census it distorts where the band lies: read against the radius each organ had before the squash, the rings keep their 13, 21 and 34 hexagons at an aspect ratio of 1.10, but read against circles drawn on the squashed head the ring of 55 keeps only 16. The band has become an oval, shifted differently at each angle round the head, and a circle through it catches only part.

What a correlated error means for a photograph

The practical content of the earlier essay was a ranking: a distance cut-off is a property of an exact lattice, a three-family count is several times sturdier. That ranking was right for the error it measured, and a photograph does add independent error to every organ’s position. But a head’s own departure from Vogel’s rule is mostly correlated — a flattening, a shrinkage, a twist from uneven growth — and for that kind of error the ranking says less than it seemed to. Both instruments survive strains of a few per cent, and what they then report is not disorder but a band that has moved.

So a reading of a real head’s disputed cells has a question to ask before it counts them: are they more than the rings should carry, or the same number in the wrong place? The second moment of a cell’s side count, which counts fives and sevens wherever they are, is blind to a moved band and sees only a blurred one, which makes it the census-keeper here.

A head’s error, read from its band

The result turns a nuisance into an instrument. If a head’s error is mostly correlated, its disputed cells are not noise to be filtered out before the rings are read; they are the rings, displaced by an amount the local geometry sets. A twist of 0.2 radians at the rim is a rotation nobody could see on a photograph of a 2,400-organ head — the rim turns by eleven degrees and the centre not at all — and it moves the ring of 55 by half a spacing, which the 34 hexagons round it report to within a hundredth.

Read the other way, the offset of each ring’s band from where the head’s own divergence puts it is a measurement of the head’s local divergence at that radius, one per ring. That is the same quantity the round trip through the counts recovers from an annulus, measured instead from where the cells in dispute sit, and it comes with a check the counts do not have: the census. A band that keeps its number of disputed hexagons and its fives and sevens has moved; one that has gained cells has blurred, and its position means less.

What these fields leave out

It does not model a real head’s error, which is presumably correlated and independent at once. Strains add, so the tolerances of the two combine, but the census result does not: any independent part adds disputed cells, and a real head’s count of fives and sevens will be above its rings’ census by however much independent error it carries.

Nor does it read the Lucas head, the 9,000-organ head under a smooth field, or correlation lengths beyond eight spacings. The last is a head moving as a whole, which by construction changes nothing.

Findings that would overturn it

A correlation length at which the cut-off off the rings fails after the count. A smooth field of eight spacings that changes a head’s disputed cells by more than a handful. A twisted ring more than a tenth of a spacing from where its local divergence puts it in closed form. Any of the three would mean the band’s motion is not what the arithmetic says.

Still open: the band on a head that grew

Every head here was placed by Vogel’s rule and then moved. A head that grew — each organ placed where the ones already present leave room — carries its own departures from the rule, and they are neither independent nor a field applied afterwards. The measurement is the same census on grown heads: whether each ring carries its closed-form count of disputed hexagons and fives and sevens, and whether its band sits where the local divergence and rise of the grown lattice put the ring. If it does, a grown head’s defects are a moved band and can be read as a map of its local divergence; if it carries more, growth has disorder of its own.

What links here

Computed from the collection, not written here: the essays that point at this one.

Shares its objects with

Essays that name at least two of the same things, and that neither author linked.

Named objects

A flat tag is an object no other essay names yet.

Contact familyCut-offDefect ringDisorderDisplacementHonest limitsHop lengthInstrument settingMeasurement errorResolutionVoronoi cells