Concept

Fluorescent — where it appears

A discharge lamp whose mercury lines stand on a phosphor continuum, so its spectrum carries structure at a scale no daylight has. The mercury lines are about a nanometre wide, so their width in any plot on a five-nanometre grid is a property of the sampling rather than of the mercury.

Named by 41 essays across 5 fields — each of them below, with the objects they name alongside it.

triphosphor fluorescent — three narrow phosphors plus the mercury lines, and the white it produces. The spectral power distribution of a triphosphor source, normalised to its own peak, and the colour a perfect white reflector takes under it: chromaticity (0.3379, 0.3389), correlated colour temperature 5258 K at Duv -0.0035. The white looks ordinary. The spectrum producing it does not.

A lamp is not a blackbody

A fluorescent tube puts a third of its light into four mercury lines. A white LED is a blue spike with a hole beside it. Both are sold by a colour temperature, and a colour temperature says nothing about either.

light · Light
What separates the separations, and under which light. 11 separations of a single colour, differing only in how much of it is carried by black rather than by the three chromatic inks. Under D50 they agree to ΔE00 = 0.00 — the solver was asked for that and delivered it. Under illuminant A they spread to 6.75. They are metamers of one another, and the whole family is invisible to any instrument reading a single illuminant.

The lamp in the shop decides

Two packages printed to the same specification, verified under the same standard illuminant and passed, can differ by nearly seven colour differences on a shelf under a tungsten lamp. Nothing went wrong at either press. The specification named one light, the separations that satisfy it are metamers of one another, and the shop chose the second light.

applied · Delivery
A colour rendering index, computed for everybody instead of for one observer. Each bar spans what 120 eyes make of one lamp: the same reflectances, the same reference illuminant, the same arithmetic, different colour-matching functions. The mark is the standard observer's own answer, which is the number printed on the box. One lamp's spread is 3.8 points wide while the whole range the standard observer puts these lamps in is 1.8 — so a ranking quoted to a tenth of a point is a statement about one set of tables. Two of the marks fall outside the population's range entirely.

The index is one observer's opinion

A colour rendering index is printed to a tenth of a point and computed for a single set of colour-matching functions that no standard names as a choice. Scored by two hundred eyes instead, one lamp's spread is wider than the whole range the standard observer puts five lamps in — and two lamps the standard separates by four tenths of a point come out the other way round for every member of the population.

light · Light
The same census, sorted by where the change of light came from. Each row is a change of illumination. The pale bar is how far it moves an ordinary surface for an observer who does not adapt; the solid bar at its left end is what is left after the observer has applied the one gain adaptation gives them, which is the ratio of the two whites in the CAT16 basis and is not fitted to anything. Sorted by where the change came from. The two kinds of light that existed before electricity sit at the top and leave the smallest share of themselves behind; the discharge lamps are worse, and the worst of them is d65 to a triphosphor tube at 33 per cent.

Which lamp changes are free

The changes of light that existed before electricity commute with one another to a couple of parts in a thousand, so one set of axes handles all of them. The lights the lighting industry invented do not, and the worst pair in the census is seventy-six times further from commuting than the best.

light · Light
An instrument, as the only thing it really is. The 3 filters a bank of that size puts across the visible range, each drawn against wavelength. Everything the instrument can report about a spectrum is 3 numbers — the integral of the light against each of these — so the set of spectra it cannot tell apart is everything orthogonal to all 3 of them, which is 78 dimensions of the 81 this site works in. Three of these is a colorimeter in spirit; the eye is three of them too.

Three numbers cannot see a line

An instrument that returns three filtered readings of a spectrum determines a three-dimensional projection of it and is exactly blind to the other seventy-eight. On daylight that costs almost nothing; on a fluorescent tube, three quarters of the lamp lies in the part no reading reaches, and adding filters recovers it slowly.

light · Light
A 2-nanometre notch, and what two five-nanometre grids record of it. The reflectance of a sample with a 2-nanometre notch at 552.3 nm, drawn finely from 535 to 570 nm. The dark ticks are the samples of a five-nanometre grid starting at 380 nm and the pale ticks those of the same grid started half a step later. The true minimum is 0.06; the first grid's deepest sample reads 0.70 and the second's 0.08. The sample has put a line into a calculation whose light has none.

The line can be in the sample

The rule for which tabulation defect to fix compares the light's narrowest feature with the grid's step, and it named its own failure case — a sample with structure narrower than the step. Given one, a two-nanometre notch under a thermal source with no feature at all costs 2.1 colour differences at five nanometres and moves 2.0 when the grid slides, which is what a fluorescent tube costs on a smooth pigment. Under that tube a notch twelve nanometres wide, more than twice the step, moves 8.1 when it sits on the mercury line.

light · Light
Two matrices blended by colour temperature, under fourteen lamps. For each lamp, with the neutral held exact as a converter holds it: the mean colour difference over twelve test surfaces with a matrix fitted under that lamp (the short bar) and with the tungsten and daylight matrices blended at the weight its correlated colour temperature gives (the long bar). Smooth lamps on or near the locus sit within 6 per cent of their own matrix. The lamps with lines or narrow bands in them sit a median of 2.2 times theirs, from 1.38 for a broadband tube to 5.2 for a three-emitter source.

Two matrices do not reach a white LED

A camera profile's two matrices, blended by the scene's colour temperature, are as good as a matrix fitted anywhere along daylight. Under a white LED or a fluorescent tube the same blend leaves colours twice as far off as a matrix fitted under that lamp, and no weight inside the profile's range repairs it. What decides it is not how far the lamp sits from the Planckian locus — a triphosphor tube sits nearly on it and fares worst — but whether its spectrum has lines in it, which a white balance reading cannot see.

imaging · Capture
A 12-nanometre notch at 546.1 nm under a fluorescent tube, tabulated five ways. The cost against a tenth-nanometre reference, on a five-nanometre grid, of a notched sample under a fluorescent tube, mercury lines on a phosphor bed, when the two factors of the colour are tabulated as points, when the lamp alone is measured through a five-nanometre slit, when the sample alone is, when each is measured through its own slit, and when the light the sample reflects is measured through one slit. The costs are 2.535 for both sampled at points, 0.379 for the lamp through a slit, 2.724 for the sample through a slit, 0.727 for both through their own slits, 0.019 for the product through one slit. The tick on the two-slit bar is the same two tables summed at a tenth of a nanometre, 0.749: what the separate slits leave is not the grid's.

Two slits are not one slit

A spectrometer's slit is what makes a coarse table honest, for a lamp and for a notched sample alike. But a colour is a sum over the product of the two, and a notch measured through one slit and a lamp measured through another are not the product measured through a slit. Under a smooth light the difference is nothing. Under a fluorescent tube a notch on the mercury line comes out 0.73 colour differences off from two slits — worse than no slit at all for some notches — and 0.02 off from one slit on the reflected light.

light · Light
The confusion matrix, and which corner the common lamps are in. Twelve fixtures sorted two ways. Down the page is what their spectra are; across is what flicker says. The two corners on the diagonal are 7 fixtures the classifier gets right. The 3 missed are structured lamps that do not flicker — a white LED and a warm LED on constant drivers, and a three-emitter fixture — and those are the lamps most modern interiors are lit by. The 2 false alarms are smooth lamps that do flicker: a halogen lamp on mains and a tinted radiator, both of which a photograph of a room is quite likely to contain.

Flicker sorts lamps the wrong way

A camera cannot see a spectral line in its own white, so the essay on the two-matrix profile named the classifiers a device might have instead, and the first of them was flicker. Flicker is measurable, and it measures the wrong thing. It sorts lamps by how their power is delivered while the matrix needs them sorted by how their spectrum is shaped, and the two are independent: a white LED on a constant driver is perfectly steady and strongly structured, and it is what most indoor photographs are lit by.

imaging · Capture
Six ways of tabulating one notch on one mercury line. A 12-nanometre notch centred on a fluorescent tube's 546.1 nm line, its colour computed on a five-nanometre grid six ways, on a logarithmic scale. Point sampling costs 2.54 colour differences and two separate slits 0.727. Sharpening both blurred tables with the published three-term correction takes it to 0.188 — a real improvement, four times better — and one slit on the light the sample actually reflects gives 0.019. The correction recovers the part of the damage that is a blur, and the part that is left is not a blur.

A linear repair for a bilinear loss

The Stearns correction sharpens a table blurred by a triangular slit, and the obvious question was whether applying it to a lamp's table and a sample's restores the product the two of them are wrong about. It restores four fifths of the damage and cannot touch the rest: a three-term filter is linear, the covariance two separately blurred tables discard is bilinear in the two factors, and no linear operator applied to each factor separately produces a bilinear term. What is left is ten times the one-slit answer, at every position of the notch.

light · Light
One instrument, one slit, two requirements. The slit's width swept, with three measurements on a logarithmic scale: a smooth sample under the line lamp, where only the lamp's structure is at stake; the notched sample under a smooth lamp, where only the notch is; and the real case, both at once. The lamp wants a slit of 5 nanometres and the sample wants 1, and each wants what it wants for the same reason: a slit should spread a feature the grid cannot resolve and leave one it can. The real case is best at 3 nanometres — which is neither requirement's answer — and costs 0.247 there, an order of magnitude more than either requirement alone.

One slit, two requirements

A line lamp wants a wide slit, because a wide slit spreads a line where a coarse grid can see it. A notched sample wants a narrow one, because a wide slit fills the notch the grid could have resolved. An instrument has one slit. Measured on the two requirements separately the best widths are five nanometres and one; measured on the two together the best is three, which is neither — and it costs twelve times what the lamp alone would cost and thirty-four times what the sample alone would.

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How far each lamp's sensor reading is from what the camera predicts, with RGB + clear. Fourteen lamps, six smooth and eight structured, each scored by how far an ambient-light sensor with red, green, blue and clear channels reads from what the camera's white predicts through a map fitted on smooth radiators and daylights. The smooth lamps score at most 0.057 and the structured at least 0.133; the dashed line is the threshold at the gap's geometric middle, 0.087. The lights the map was fitted on score at most 0.0113. Every lamp falls on its own side of the line.

Two sensors disagree about deep red, not lines

A phone's ambient-light sensor and its camera read the same lamp differently, and the difference sorts fourteen lamps into smooth and structured without a single mistake — where flicker made five. It is not reading their lines. Almost all of it comes from the sensor's clear channel collecting deep red the camera's infrared cut throws away, so daylight with its far red trimmed is called structured and a white LED with a far-red emitter is called smooth.

imaging · Capture
Every pair of slits, over 68 notches. The colour error, in ΔE₀₀ from the truth, for every pair of slit widths — the lamp's table blurred through the width down the side, the sample's through the width across — on 68 notches, the mean over all of them under a fluorescent tube. Circle area follows the error. The best pair is 5 nm on the lamp and 1 nm on the sample, at 0.26; the best single slit, on the diagonal, is 5 nm at 0.36. One slit on the reflected light, at 5 nm, averages 0.016.

A second slit buys a quarter

A line lamp wants a five-nanometre slit and a notched sample a one-nanometre slit, so an instrument with a slit for each should do much better than one with a single compromise. Over sixty-eight notches under a fluorescent tube, it does better by 28 per cent. One slit on the reflected light does fifteen times better than the best pair, and an oracle choosing the best pair for every notch is still six times worse. The error was never that the factors were flattened; it was that they were flattened separately.

light · Light
Three bounds against the error they bound, over 68 notches under a fluorescent tube. Each notch placed across by its actual colour error from blurring the lamp and the sample separately, and up by a bound on that error, both on logarithmic scales; the dashed diagonal is where a bound equals the error, and a valid bound sits above it. Cauchy–Schwarz with the true window variances is above the diagonal on every notch, a median 14.7 times the error. Estimated from the blurred tables it falls below on 6 of 68, as low as 0.45 of the error. The Bhatia–Davis bound from the tables and declared ranges is above on every notch and a median 196 times the error.

The tables cannot bound what they discarded

A colour computed from a lamp's blurred table and a sample's blurred table is wrong by the covariance the two blurs threw away, and Cauchy–Schwarz bounds a covariance by two variances. With the true variances the bound always holds and sits fifteen times above the error. With variances read from the tables it fails on six of sixty-eight notches under a fluorescent tube and twenty-two under a laser projector — on the line, where the error is largest. A blurred table does not carry the width of a line, and the covariance depends on it.

light · Light
The calibration error a narrow fourth channel survives, by where it is placed. For a red, green and blue ambient sensor with one more channel 10 nm wide, centred from 450 to 640 nm: the first calibration error at which some lamp of fourteen is misclassified. Dashed: the channel pooled into the whole residual, as the ambient sensor's disagreement was read; its best is ±1.50 per cent. Solid: the channel read on its own, as its departure from what the camera's white predicts for it; its best is ±4.0 per cent, at 450 nm. Crosses mark centres where the channel read alone does not separate the lamps at all. The two horizontal lines are the red, green and blue design (±1 per cent) and the design with a clear channel (±4 per cent).

A narrow channel has to be read on its own

An ambient sensor with a clear channel tells structured lamps from smooth ones by reading deep red, and one without it reads structure but breaks at one per cent of calibration error. A narrow fourth channel between the camera's peaks was proposed to have both. Pooled into the sensor's disagreement with the camera, it reads structure and breaks at one and a quarter per cent — no better than the design it was meant to rescue. Read on its own, as its departure from what the camera predicts for it, a channel at 450 nm holds to four per cent, the clear channel's figure, and far red does not move it.

imaging · Capture
A pair is refused once it is split by about a grid step. Two 1.2 nm lines centred on 578 nm and split by 0.3 to 4 nm, tabulated through slits of one, two and three nanometres on grids of the same step, and the least miss of any single line fitted to the entries round the peak. Each slit's curve crosses half a per cent between three quarters of its own step and one full step: a one-nanometre table refuses a pair split by 0.9 nm, a two-nanometre table one split by 1.8, a three-nanometre table one split by 3.

A table can refuse a pair it cannot resolve

A narrow spectral table reads each of its peaks as one line and declares the line's width from the entries round it, and the assumption under that is that every peak is a line. Split the mercury tube's yellow into the real pair at 577 and 579 nm and the table notices: through one and two nanometre slits no single line fits the entries within half a per cent, so the table refuses to read a width there. Swept apart, a pair is refused once it is split by about the grid step and admitted when it is closer — always as one wider line, up to 3.3 times too wide. Through three nanometres the pair reads as a 3.2 nm line, and a 3 nm europium band beside it reads the same.

light · Light
Wings raise the width a table declares, and it follows the line's half maximum. The width the tube's table declares for itself at half a per cent — the narrowest width any of its peaks admits — as every mercury line is given Lorentzian wings from nothing to half its core's width, through one and two nanometre slits, beside the Voigt line's own full width at half maximum. With no wings both slits declare under 1.2 nm; with wings a quarter of the core's, 1.36 through 1 nm and 1.41 through 2 nm, against a half-maximum width of 1.37. Through one nanometre the table declares nothing at the widest wings: every line is refused.

A line's wings widen the width a table declares

A narrow table declares its lamp's narrowest line width by fitting each peak with a Gaussian, and the worry was a line whose profile is not Gaussian: a mercury line broadened by collisions has Lorentzian wings on its core, every line shares them, and a Gaussian fit can only take the wings in by widening. It does. With wings a quarter of the core's width, the table declares 1.36 nm for a 1.2 nm core — close to the winged line's own half-maximum width, 1.37. The prediction called that the unsafe direction. It is not: the ceiling and the variance the earlier bound builds on the declared width never fall below the winged lamp's own, because through a slit a winged line behaves like the wider line the table says it is.

light · Light
Inside its family a 620 nm channel reads the tube's error; across the census it does not. The halophosphate tube with its main band at 558, 568, 578, 588 and 598 nm, joined in order: the camera's error under each falls from 2.55 to 1.48 as the band moves up, and the 620 nm channel's departure rises from -0.47 to 0.09 with it. The census's other fifty-three lamps, dots, lie nowhere near that line: the same departure means a different error for an LED.

The tube a third channel misses has no family

Two narrow sensor channels read as one ratio estimate a camera's colour error under fifty-four lamps to ±0.141 ΔE₀₀, and their worst miss is the halophosphate tube, whose trouble lies in its long-wave phosphor. A third narrow channel in the long-wave gap was predicted to halve that miss near 610 nm. No channel does, at any centre or width: the best buys under a tenth of the whole error and leaves the tube's miss above three quarters of what it was. At 610 nm the camera already predicts the tube's share almost exactly. The tube's error follows where its main phosphor band sits, and a 620 or 640 nm channel does read that — inside the tube's own family. The census has one halophosphate tube, and a lamp left out of a census that holds nothing like it is a lamp no channel can be fitted to.

imaging · Capture
A triphosphor tube costs a slow pigment what three emitters do; a halophosphate tube what daylight does. For each lamp, the share of the object-colour solid's directions a pigment model cannot reach within one per cent of the ideal — a slope limit, absorption bands no narrower than forty nanometres, and bands whose width is fixed in energy — with the count on each bar. Under the triphosphor tube the band model loses 26 of 154, beside the emitters' 23; under daylight 73 of 154, and under the halophosphate tube 71. The tube's coating alone loses fewer than the tube; its mercury lines, doubled, more.

A tube spares a pigment through its phosphors

Three models of a real pigment lose two and a half to three and a half times as many directions of the object-colour solid under daylight as under three narrow emitters. A fluorescent tube is both kinds of lamp — narrow mercury lines on phosphor bands — and the prediction was that its bands would light the gaps between its lines and put it two thirds of the way to daylight. A triphosphor tube sits with the emitters instead: 26 directions lost to forty-nanometre bands, against the emitters' 23 and daylight's 73. The credit is its phosphors'. Its coating alone, lines taken out, loses fewer still; its mercury lines cost directions whose edges sit in the gaps between the phosphors, and doubled they cost more. A halophosphate tube, the same lines on two broad bands, costs what daylight costs at the same rendering index.

limits · Limits
What each design buys each family of lamps. The camera's colour error under each lamp, estimated with the lamp left out, and each family's held-out error under four designs: the ratio of the 500 and 450 nm channels alone; one line on the ratio and a 640 nm channel for every lamp; two stages with each lamp's family given; and two stages with the family found by the nearest other lamp. The census's halophosphate tube is missed by 0.405 under the ratio and 0.011 under either two-stage design; the LEDs go from ±0.127 to ±0.111 with the family given and ±0.155 with it found.

Two stages catch the tube and bill the lamps they misplace

A narrow-channel estimate of a camera's colour error missed the halophosphate tube because the census held nothing like it, and a line that learned the tube's family from four siblings cost every other lamp. The proposed cure was two stages: recognise a lamp's family, then apply that family's own line. Given each lamp's family, it works as predicted and better — the tube missed by 0.011 ΔE₀₀, the fifty-four lamps estimated to ±0.133 against the ratio's ±0.141. Found by the nearest other lamp in the sensor's departures, the family is right for the tube and wrong for five lamps, and those five, missed by ±0.41, take the whole census back to ±0.162. The gain is real; the classifier is where it is lost.

imaging · Capture
How many neighbours a lamp's family is read from, and what the estimate costs. The two-stage estimate's held-out error over the census's fifty-four lamps when a lamp's family is read from its one to six nearest neighbours, and used only if all of them agree (upper bars) or most of them do (lower), with the halophosphate tube's miss on each bar; otherwise the census-wide ratio line. The ratio alone is ±0.141 and the families given ±0.133. Blue bars catch the tube; orange ones lose it.

A classifier that abstains gives up the tube

Found by the nearest other lamp, a lamp's family cost a two-stage estimate of a camera's colour error more than it bought, because five lamps were placed confidently in the wrong family. The proposed repair was a classifier that abstains — falls back on the census-wide line — unless a lamp's three nearest neighbours agree. It abstains on the wrong lamps. The misplaced ones have three agreeing neighbours, all white LEDs; the lamp it gives up is the halophosphate tube the two stages were built to catch, whose third neighbour is a cyan LED, and its miss returns from 0.011 to 0.445. Two agreeing neighbours look better than knowing every family. Chosen without looking at the lamp being estimated, the rule is worth exactly what the ratio alone is worth.

imaging · Capture
Where the ceiling on a self-absorbed line holds, and where it does not. In the windows within four nanometres of the 546 nm line, the smallest ratio of the ceiling the tables put on a window's peak to the absorbed line's true peak, built on the narrowest width the table admits for the line and on the emitted 1.2 nm, through each slit. On the admitted width the ceiling holds to a depth of three and falls below the peak at 3.5 (×0.981) and 4 (×0.885) through two nanometres. On 1.2 nm it holds through two nanometres at every depth.

A reversed line is read as one line

A strong mercury line in a dense discharge absorbs its own centre on the way out: at an optical depth of one its top is flat, and beyond that it dips, until at four the line is two humps with a trough eighty per cent deep between them. The prediction was that a one-nanometre table refuses such a line from a depth of about one and a two-nanometre table reads it as a Gaussian about the width of its flat top, safely. Both hold, and the second only up to a point. A two-nanometre table admits the line at every depth to four, and from three and a half the width it admits is too wide for the humps: the ceiling built on it falls eleven per cent below the line's true peak. The only line that could make a declared width unsafe was one narrower at its peak than its entries suggest — and a reversed line is exactly that.

light · Light
How many directions each lamp costs a slow pigment, counted at three depths. For nine lamps, the share of the object-colour solid's directions in which a slope-limited pigment falls short of the ideal pigment's reach by more than one, three and five per cent. The broadband lamps' counts fall three- to eightfold from one per cent to five, and the emitters' and the triphosphor tubes' as much or more; the clear mercury lamp's falls least, from 14 per cent to 7, and at five per cent it costs more than the emitters' 3 and the tube's 2.

A mercury lamp's few losses are deep

Every census of what a slow pigment can reach has counted the directions of the object-colour solid it misses by more than one per cent, and by that count a clear mercury lamp — four visible lines and nothing else — spares a pigment as well as three narrow emitters do. Read for depth, it is the one lamp of nine whose losses do not fall away: half of what a slope-limited pigment loses under it, it loses by more than five per cent, and its mean shortfall is half as large again as under the emitters or a triphosphor tube. Every one of those losses is the same kind of colour: one that reflects the mercury's green line at 546 nm and absorbs its yellow line at 578, or the reverse, 32 nm apart. The dark-share rule that ordered the counts orders the depths less well.

limits · Limits
Where a two-nanometre table's ceiling on a notched line fails. In the windows within four nanometres of the 546 nm line, the ceiling built on the narrowest width a two-nanometre table admits for the line, as a multiple of the absorbed line's true peak, behind columns a whole, a half and a third as wide as the line. The uniform column's ceiling crosses below one at a depth of 3.42 and ends where the table refuses the line; the half and third columns' cross at 2.34 and 2.35 and are never refused, falling to ×0.73 and ×0.80 at a depth of five.

A notch in a line is never refused

A dense discharge's green mercury line loses its centre to the atoms between the glow and the tube wall, and those atoms are cooler than the glow, so their absorption is narrower than the line it cuts. With the absorbing layer half or a third as wide as the line, a one-nanometre table still refuses the line from an optical depth of one, exactly where it refused the broad dip. A two-nanometre table never refuses it at all: to a depth of five, with ninety-eight per cent of the centre gone, one Gaussian fits its entries within a seventh of a per cent. And the ceiling built on the width it reads fails from a depth of about two and a third — a whole unit sooner than behind a column as wide as the line — and never recovers, falling to three quarters of the true peak.

light · Light
Three family lines through the departures, and whom they claim. Every lamp of the census and the halophosphate tube's four siblings by its 450 and 640 nm departures, coloured by family, with the principal line of each family that has three or more members — the radiators, the white LEDs and the halophosphate tubes — solid over the stretch its members span and dashed beyond. Circled are the 29 lamps whose nearest line is another family's. The radiators' short line runs along the LEDs' long one and, extended, through the violet-pumped LEDs.

A family's line runs through its neighbours

The halophosphate tubes differ from one another by one number — where their main phosphor band sits — and so lie along a line in the three departures an ambient-light sensor reads. The proposal was to classify a lamp by the family whose line passes nearest, which would keep the tube a vote of neighbours gives up. It keeps the tube, under every version that does not rescale the distances. It also places eighteen white LEDs on the radiators' line, because that line — fitted to six radiators close together — runs along the LEDs' own and, extended, straight through the violet-pumped ones; and the radiators' estimate, extrapolated to them, misses the triphosphor tube by 7.6. Clamped to the stretch each family spans, the lines still cost ±0.285; given to the halophosphate family alone, its line claims a cyan LED and costs ±0.179. The one line classifier that comes in under the ratio line's ±0.141 does so by two thousandths, having placed the tube with the LEDs.

imaging · Capture
The best band pigment for a direction that splits the green from the yellow. Under the clear mercury lamp, the direction of the object-colour solid with the pattern −−+− over the 405, 436, 546 and 578 nm lines that the three-band pigment reaches least well, searched from 680 starts: its reflectance, 5.4 per cent short of the ideal, with bands at 607 nm, 427 nm, 607 nm; and with a fourth band, 4.3 per cent short. The fall between the green line and the yellow is made by stacking bands on one side of it, never by a narrow peak between two.

A pair of lines asks for a cliff, not a gap

Under a clear mercury lamp, every direction of colour a slow pigment loses by more than five per cent asks it to reflect one of the lamp's green and yellow lines, 32 nanometres apart, and absorb the other. The prediction was that a pigment of two absorption bands with a narrow gap between them — a peak no single transition can make — would recover those deep losses. No direction asks for a peak. The lamp's four lines leave only one transition within a hundred nanometres of another, so what a splitting direction needs is a cliff: one flank falling from reflecting to absorbing in the twenty-five nanometres between the green line's last strong sample and the yellow's first. One band at the census's depth takes 27.8 to fall that far; two stacked at one centre take 24.9. Searched from 680 starts, the census's own band model does exactly that — stacks its bands on one side of the pair — and reaches further than the census found in seventeen directions of twenty-five. What stays deep spends a band on the blue.

limits · Limits
Where a reversed tube's table declares a width its ceiling cannot stand on. With every mercury line behind its own column, in proportion to its strength, the ceiling built on the width the whole table declares — the narrowest any of its peaks admits — as a multiple of the reversed lamp's true peak in the worst window, through one and two nanometres behind columns as wide as the lines and half as wide. The one-nanometre lines stop where the table refuses every peak and declares nothing. Through two nanometres behind the cooler column the table never stops declaring, and its declaration is unsafe from a depth of two and a half, falling to ×0.69.

A reversed tube declares from its least reversed line

A spectral table declares its lamp's line width as the narrowest width any of its peaks admits, and that declaration survived every reversed line so far because the tube's other lines were left unreversed to set it. A real discharge reverses its strong lines together. With every mercury line behind its own column, in proportion to its strength, the prediction was that a one-nanometre table would refuse every strong line and declare from the weak violet line, and a two-nanometre table would declare an unsafe width from a green-line depth of two and a half. The violet line is never read as a peak at all. The yellow line, the least reversed of the three that are, sets the declaration at every depth and widens it as it reverses. Through one nanometre the table refuses the blue and green lines and goes on declaring from the yellow — unsafely, in the violet's window, the one line the table never checked. Through two nanometres behind a cooler layer it refuses nothing, and from two and a half its declaration fails in the blue line's window, down to seven tenths of the true peak.

light · Light
What treating radiators and LEDs as one family does to the estimate. Held-out error over the census's fifty-four lamps for the ratio line alone, for the two-stage estimate with the separate families found by the nearest lamp and given, and with radiators and LEDs merged into one family of smooth sources, found by the nearest lamp, with the halophosphate tube's miss. Merged, the estimate comes to ±0.127 — below the ratio's ±0.141 and below the separate families even when every lamp's family is given — and keeps the tube.

Radiators and LEDs are one family to the sensor

An ambient-light sensor's three narrow departures see the collection's six smooth radiators and forty-four white LEDs along one line: the radiators' own short line lies on the LEDs' long one. Estimating a camera's colour error family by family, the census had treated them as two, and every classifier that tried to tell them apart paid for it. Merged into one family of smooth broadband sources, found by the nearest other lamp as before, the two-stage estimate comes to ±0.127 over fifty-four lamps held out — below the ratio line's ±0.141, and below the ±0.133 the separate families managed when every lamp's family was simply given. The halophosphate tube is still caught. The radiators, which the prediction said the merge would cost a little, are estimated better inside it than inside their own family, because a three-coefficient line fitted over five radiators was worse for them than the census-wide ratio line.

imaging · Capture
A stricter fit makes the reversed tube's declaration fail sooner. Through two nanometres, with every mercury line behind its own column, the ceiling built on the width the table declares — as a multiple of the reversed lamp's true peak in the worst window — at fit thresholds of half, a fifth and a tenth of a per cent, behind columns half as wide as the lines and as wide. Every stricter threshold lowers the ceiling at every depth; behind the cool column it falls below the true peak from a depth of two instead of two and a half.

A stricter fit declares a wider line

A two-nanometre table of a mercury lamp whose every line is self-reversed admits every reversed line as a Gaussian within half a per cent, and declares a width its own ceiling cannot stand on from a depth of two and a half. The obvious repair is to fit harder. The prediction was that at a tenth of a per cent the table refuses the reversed blue and green lines, admits the least-reversed yellow, declares unsafely from it between — and that a threshold that strict would refuse even unreversed lines on a real instrument's noisy table. The refusals come where predicted: the blue from a depth of three, the green from four. But the stricter threshold makes the declaration less safe, not more. It narrows the range of widths each line admits from below, so the yellow, never refused, declares a wider width at every depth, and the ceiling built on it falls below the true peak from a depth of two instead of two and a half. And a tenth of a per cent survives a quiet instrument: no unreversed line is refused until the table's noise reaches half a per cent — and then the first line refused is the yellow, the one that declares.

light · Light
One nanometre finds the yellow's notch; two find a spike. The depth of the notch a reversed-line fit finds at the reversed tube's 578 nm yellow peak, every line behind a column half its width, on the clean one- and two-nanometre tables at eleven column depths. On the one-nanometre table the notch is -0.02 of the line when nothing is reversed and grows at every depth, to 0.99. On the two-nanometre table it is negative at every depth — from -4.2 to -0.06 — a spike added to sharpen a wide Gaussian, not a notch cut from a reversed one.

Two nanometres hide the yellow's notch from any fit

A plain Gaussian fit admits the reversed tube's 578 nm yellow line at every threshold on a two-nanometre table, and the ceiling built on its width fails from a column depth of two and a half. A fit with the notch in it — an emitted Gaussian with an absorbed one taken out of its centre — might see what the plain fit cannot. The prediction was that two nanometres leave too few entries to determine the notch, and one nanometre finds it from a depth of two. Two nanometres hide it completely: the best notch fit carries a negative notch, a spike, at every depth, and the readings a two-standard-error rule calls reversed are the same noise draws at every depth, each fitting a notch that erases the whole line. One nanometre finds it sooner than predicted — in every reading from a depth of one and half of them at a half — and its fitted depth climbs with the column. But its standard error cannot be trusted with seven entries and four numbers: the rule calls a third or more of unreversed readings reversed. The notch's fitted depth itself separates them cleanly.

light · Light
Searched harder, the band pigments lose fewer directions under every lamp. Under each of nine lamps, how many directions of the object-colour solid each pigment model reaches less than ninety-nine per cent as far as the ideal pigment: the slope limit, solved exactly, and the two band models searched from 594 starts, with the census's count from its few structured starts beside them. Over the nine lamps the band model's count falls from 395 to 335 and the energy model's from 370 to 311; the slope limit's 463 does not move.

A harder search pulls the band pigments away from the slope limit

Every count in the pigment-limit censuses — how many directions of the object-colour solid a slow pigment cannot reach within one per cent of the ideal — compares a slope limit solved exactly with two band models searched from a few structured starts. Under the mercury lamp a search from 680 starts had already found the band model reaching further in seventeen of twenty-five directions. Searched from 594 starts under all nine lamps, both band models reach further in between three fifths and nineteen twentieths of the directions they lost, and their counts fall by a sixth: 395 to 335 for bands in nanometres, 370 to 311 for bands in energy, while the slope limit stays at 463. The rankings the censuses reported hold where they were stated. What moves is everything measured against the slope limit: its lead over the band models grows from a sixth to more than a third, the coating's odd ranking — bands losing more than the slope limit — disappears, the triphosphor tube passes the three emitters for bands in nanometres, and under the mercury lamp the band models' deep losses halve.

limits · Limits
Declared at the notch fit's width, the ceiling holds to two. For the reversed tube — every line behind a cool column half its width — the ceiling a declaration builds over the lamp's true peak, in the window where it is lowest, against the column's depth. On the one-nanometre table: the plain declaration, which falls below the true peak from a depth of a half and stops at two, where the table refuses every line; the ceiling on the notch fit's width; and the ceiling on the tube's true 1.2 nm core. The notch fit's ceiling lies on the true core's, safe to a depth of two and unsafe from two and a half; on the two-nanometre table the true core's is safe to three.

The notch fit declares the true width, and the true width runs out

A lamp's table declares the narrowest line width its peaks admit, and builds on it a ceiling for how high any line can rise between the entries. A reversed tube breaks both: its lines are notched by cooler gas, a plain fit reads each notched line as a wider one, and on a one-nanometre table the ceiling falls below the true peak from a column depth of a half, until at two the table refuses every line and declares nothing. A fit with the notch in it reads the yellow's notch on that table, and the proposal was to declare the line it finds underneath — notch taken back out — with the prediction that the ceiling then holds to a depth of three. It holds to two. The notch fit returns the tube's own 1.2 nm core within two hundredths of a nanometre at every depth, clean and in noisy readings, and the ceiling built on it is safe to two and fails from two and a half, in the window beside the reversed blue line. So does the ceiling built on the true width itself, at the same depths to within a hundredth. The repair is perfect, and what fails past two is the ceiling's rule, which assumes the lines it bounds are not notched.

light · Light
With the notch in it, the ceiling holds to the deepest column. For the reversed tube on the one-nanometre table, the ceiling over the lamp's true peak in its lowest window against the column's depth: built on the 1.2 nm core with no notch, and with each window's factors taken for its line's notch — from the true depths, from the notch fit's depth read as an optical depth, and from the fitted depth used directly. At a depth of five the four ceilings sit at 0.776, 1.110, 1.295 and 0.972 times the true peak.

A ceiling that knows the notch holds to the deepest column

A lamp's table promises a ceiling for how high any line can rise between its entries, and for a reversed tube — every line notched by a cooler column — that ceiling fails on a one-nanometre table from a column depth of two and a half, because its rule assumes the line it bounds has no notch. The notch fit already reads the yellow line's notch, and the proposal was to build the ceiling for a notched line instead: in each window, the factor for a slit-blurred line carrying that window's notch. The prediction was that it holds to a depth of four. It holds to five, the deepest column the census runs, at every depth and in every one of 440 noisy readings. The fit's depth must be read as an optical depth, −ln(1 − d); taken as the first-order depth it fits as, the ceiling fails from four and a half. Part of the safety is the fit's own error: read that way, a deep notch comes out too deep — 4.25 for a true 2.29 at depth five — and an overstated notch only raises the ceiling.

light · Light
A coarse table holds to the deepest column on a borrowed notch. For the reversed tube on the two-nanometre table, the ceiling over the lamp's true peak in its lowest window against the column's depth: with no notch, with the true notch, and with the notch borrowed from the one-nanometre fit; beside the one-nanometre table's ceiling on its own fitted notch. Without a notch the coarse ceiling fails from three and a half; with the borrowed notch it stands 8.4 to 42.4 per cent above the true peak at every depth.

A coarse table can borrow a notch, but not a phantom

A one-nanometre table can bound a reversed lamp by building its ceiling for the notch its own fit reads. A two-nanometre table cannot read the notch, and its ceiling, built for an unnotched line, fails from a column depth of three and a half. The proposal was to borrow the notch from the finer table, and the prediction that the coarse ceiling then holds to five with a wider margin. It does: 8 to 42 per cent above the reversed lamp's true peak at every depth, against the fine table's 1 to 29. But borrowed from the fine table's noisy readings, one notch in 440 sinks the coarse ceiling below the true peak — a notch of 0.13 the fit read in noise where there was no column at all. Under a wide slit a shallow notch flattens a line's top, two flanking entries see more of it, and a ceiling that assumes the notch is set lower; the phantom set it too low. Borrowing only notches the depth rule calls — deeper than 0.2 — keeps all 440 safe; borrowing those more than twice their error does not.

light · Light
Each added channel buys less, and none buys the last light. For a modelled ambient sensor of three to twelve Gaussian channels spread evenly from 445 to 650 nm, its matrix fitted in least squares to the room's forty-seven lights with each light held out of its own fit: how many lights tint the moon picture beyond one ΔEITP unit at a tenth of a candela. 3: 33, 4: 18, 5: 6, 6: 2, 7: 1, 8: 1, 10: 2, 12: 3; channels as wide as their spacing or half as wide again give nearly the same counts.

Seven channels end the trade and lose the tube

A three-channel ambient sensor fitted to a room's forty-seven lights trades its error on LEDs against its error on lamps, and a fourth channel moved that trade without closing it. The prediction for more channels was that six, spread from 445 to 650 nm, bring every lamp, mixture and LED under a ΔEITP unit with the lamps within 0.0025 in the CIE 1960 plane, and that nothing short of eight reads the halophosphate tube. Six channels leave the 2,200 K lamp beyond a unit and the lamps at 0.0040; seven bring every lamp, mixture and LED in, with the LEDs and lamps both under 0.001, and the trade is gone — both families improve together. The halophosphate tube is read from six. But the triphosphor tube, held out of its own fit, is read only by three and four broad channels and lost by every finer sensor, its tint growing to thirty-three units at twelve channels. A sensor learns the lights it was fitted on, and a finer one extrapolates further from a light with no relative in the census.

difference · Metric
Given relatives, the tube is read by every fine sensor. The census's triphosphor tube, held out of its own fit, read by sensors of three to twelve channels fitted to the census alone, to the census with three triphosphor siblings at 3,000 to 4,000 K, and with four at 3,000 to 5,000 K. Alone it is beyond a unit from five channels and reaches 33 at twelve; with siblings it is within a unit at every count from five, 0.04 at seven.

Relatives, not twins, teach a sensor a tube

An ambient sensor of seven evenly spread channels, fitted to a room's forty-seven lights, reads every lamp, mixture and LED within a ΔEITP unit with each held out of its own fit, and loses the triphosphor tube, which nothing else in the census resembles — thirty-three units out at twelve channels. The prediction was that four triphosphor siblings, the same phosphors mixed for 3,000 to 5,000 K, would bring the tube within a unit at seven and eight channels and stop its rise past eight. They do both: the tube reads at 0.04 with seven channels and 0.06 with twelve, and seven or eight channels then read all fifty-one lights. A twin is not what does it. Three siblings, every one warmer than the tube and the nearest sixty mireds from it, read it within a unit at every count from five. What the siblings cost is paid at the finest sensors: at twelve channels the Planckian lamps' worst error rises fivefold, while from five to eight it moves by under a quarter.

difference · Metric
From three nanometres a table needs no notch at all. For the reversed tube read through slits of two to five nanometres, the ceiling built on the line's unnotched core width, over the lamp's true peak in its lowest window, against the column's depth. The two-nanometre ceiling fails from three and a half; the three-, four- and five-nanometre ceilings stay above the true peak at every depth, the least by 4.7 per cent.

A wide table needs no notch to borrow

A two-nanometre table of a reversed tube cannot read the notch a cooler column cuts in its lines, and its ceiling, built for an unnotched line, fails from a column of three and a half; borrowing the notch a one-nanometre table read rescues it at every depth. The prediction for coarser tables was that a shallow notch lifts their flanking-pair factor further — to a fifth at five nanometres — and that the five-nanometre ceiling on a borrowed notch still holds to five. Both hold: the rise is 15, 18 and 20 per cent at three, four and five nanometres, and every borrowed ceiling stays above the true peak. But a table three nanometres wide or wider never needed the notch. Its unnotched ceiling stands at least 4.7 per cent above the true peak at every column depth, because each of its entries carries so little of any line's peak that the ceiling built on them sits high above every line, reversed or not — and borrowing the notch takes up to twenty points of that margin away.

light · Light
The ratio of slit to core nearly decides when a notch matters. For the reversed tube with line cores of 1.2, 2.4 and 3.6 nm, read through slits of two to five nanometres: the first column depth at which the ceiling built for an unnotched line falls below the true peak, against the slit over the core, with "never" for tables that hold at every depth. 0.56: 0.5, 0.83: 1, 0.83: 1.5, 1.11: 2.5, 1.25: 2, 1.39: 3, 1.67: 3.5, 1.67: 4, 2.08: 3.5, 2.50: never, 3.33: never, 4.17: never — every ratio of two and a half or more never fails, every ratio up to 2.08 fails, the threshold a little above the predicted two.

A broad line brings the notch back to a wide table

A table of a reversed tube read through a slit three nanometres wide or wider never needs the notch a cooler column cuts in its lines: its ceiling, built for an unnotched line 1.2 nanometres wide, stays above the true peak at every column depth. The reason offered was that a wide entry carries too small a share of a narrow line's peak to be fooled, and the prediction was that broader lines undo it — that at a core of 3.6 nanometres the five-nanometre table fails from a column of about three, and that a table needs the notch wherever its slit is less than about twice the line's core. The five-nanometre table fails from a column of three, exactly. Across twelve tables of three cores and four slits, the column at which the unnotched ceiling first fails rises with the slit-to-core ratio — from a half at 0.56 to three and a half or four near 1.7 — and every table at a ratio of 2.5 or more holds; but a ratio of 2.08 still fails, so the threshold sits a little above two. With the true notch, every table holds.

light · Light
Wings raise every core-built ceiling's margin over the peak. The reversed tube with every line a 2.4 nm Gaussian core convolved with Lorentzian wings, read through slits of four, five and six nanometres, each window's ceiling built for an unnotched line of the core's width: the least ceiling over the true peak at any column depth to five, against the wings' width. 4 nm: −5.7%, +2.2%, +13.0%; 5 nm: −11.6%, −3.3%, +8.0%; 6 nm: +7.3%, +15.4%, +27.8%.

Wings make a broad line easier to bound from its core

A spectral table read through a wide slit can still bound a reversed mercury tube's true peaks with a ceiling built for an unnotched line, so long as the slit is more than about two and a half times the lines' Gaussian core; at a ratio of 2.08 a five-nanometre table fails from a column depth of 3.5. A real discharge line has Lorentzian wings, which widen the width a table declares, and the prediction was that wings move that threshold out in proportion to the declared width, while a ceiling built on the declared width keeps it where it was. Both halves fail, the first in direction. With wings a tenth of a 2.4 nm core's width the five-nanometre table holds to 4.5, and with a quarter it holds at every depth, by eight per cent: wings take power from a line's peak and give it to the table's entry. A ceiling built on the wider declared width fails three of six winged tables that the core-built ceiling serves.

light · Light
Even half a core of wings leaves the three-nanometre table short at the deepest column. The three-nanometre table's worst ceiling over the true peak at every column depth, built for the core's width, with the lines bare and with wings a tenth, a quarter and a half of the core's width. It fails from depths of 2, 2, 2.5, 5 as the wings widen; with wings a half it holds to 4.5 and falls 1.1 per cent short at five.

Wings rescue a three-nanometre table only to its deepest column

Lorentzian wings on a reversed tube's lines make every four-, five- and six-nanometre table's ceiling, built for the lines' 2.4 nm core, safer by eight to twelve points of margin a step, so that wings a quarter of the core's width carry all three to every column depth. The three-nanometre table, at a slit-to-core ratio of 1.25, is the one a bare broad line failed earliest, from a depth of two. The prediction was that it still fails with a quarter's wings, from about three, and holds at every depth only with a half's, because a narrow slit averages less of a line's skirt. The first half holds, half a step early: a quarter's wings fail it from 2.5. The second fails by a hair: with wings half the core's width the three-nanometre table holds to a depth of 4.5 and falls 1.1 per cent short at five. Its margin climbs by 6.6, 9.0 and 13.2 points a step — the smallest lifts of any table, from the lowest start.

light · Light
Built for the notch, the three-nanometre table holds at every depth. The three-nanometre table's worst ceiling over the true peak at every column depth, built for the unnotched core and for each window's notched line, with the lines bare and with wings half the core's width. Built for the notch, the bare table's least margin is +0.3% at a depth of 1.5 and +8.1% at five; built for the core it was −29.9% at five.

A ceiling built for the notch holds the three-nanometre table

A table of a reversed discharge lamp read through a three-nanometre slit cannot see the notch a cool column of vapour cuts into each line's core, and a ceiling built for an unnotched core — the bound on how high the lamp can peak inside each window — fails from a column depth of two, and even with broad wings at five. The prediction was that a ceiling built for each window's notched line holds at every depth with any wing, by more than two per cent. It holds at every depth with any wing. With bare lines it holds by three tenths of a per cent at its tightest, at a moderate column, beside mercury's violet lines. Knowing the notch costs the shallow columns and pays the deep ones, because a shallow notch flattens a line's top and a deep one splits it.

light · Light

Named alongside it

The objects these essays reach for when they reach for this one.

Spectral power distributionSpectral structureDeclared inputSpectrophotometryBoundModelling assumptionBandpassLeast-squaresSamplingWorst caseWhite LEDCamera raw

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