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A functional inequality bounds quantities associated with an entire class of functions, such as their norms, integrals or derivatives. Its hypotheses, domain, boundary conditions and constant are part of the statement. Poincaré inequalities and Sobolev inequalities are examples that control a function using derivative information.
For an absolutely continuous real function on with and , the Cauchy-Schwarz inequality givesIntegrating in yields . This constant is sufficient for the argument; no optimality is asserted.
Without a boundary or normalization condition the derivative cannot control a nonzero constant function, whose derivative vanishes. Such inequalities explain how energy estimates can control solutions of partial differential equations and give coercive bounds in variational problems.
A bearing thermal-expansion constraint load is an axial reaction generated when supports prevent the relative thermal expansion that a shaft/housing system would otherwise undergo. For a uniform elastic shaft of length , area , Young's modulus and free extension , completely rigid axial restraint gives compressive force magnitudeA locating/non-locating support arrangement is intended to accommodate the required displacement rather than impose this unwanted extra axial constraint.[ref]
Rolling bearings by SKF. Section B.2, printed p.70, axial location and thermal displacement accommodation
Actual supports have finite mechanical compliance. Let shaft axial compliance be and the combined restraining support/housing compliance be . Compatibility for a fully engaged restraint givesFor hypothetical , and , . Free extension0.30mm gives12kN against rigid supports. If , the force falls to2.4kN because part of the mismatch is taken up by support displacement.
A gap changes the onset of restraint. If the system permits positive free travel before reaching an axial stop, a simple one-direction model gives bearing thermal end-stop loadWith the preceding compliant supports and , the result is1.6kN. Below the gap-closing displacement, this modeled stop contributes no force. Applied gear axial force, bearing preload, temperature gradients and other constraints require their own contributions; the simple expression represents one stated thermal compatibility problem.
Bearing axial displacement allowance is the axial movement available in a stated shaft/support arrangement before an unintended restraint is encountered. A non-locating bearing support accommodates relative shaft/housing displacement while a locating bearing establishes axial position. The required movement includes thermal changes and assembly variation, rather than shaft expansion alone.[ref]
Rolling bearings by SKF. Section B.2, printed p.70, non-locating support accommodation of thermal displacement and tolerance accumulation
For a simple uniformly heated shaft and housing, estimate relative free displacement asusing the applicable linear thermal expansion coefficients and distances from their common axial reference. A shaft extension0.30mm and housing extension0.12mm give relative movement0.18mm. Assuming the housing stationary would overstate that thermal contribution in this example.
The complete bearing axial travel interval can be asymmetric. Suppose the operating states require relative motion between and , with an independent assembly offset between and . Adding the intervals gives required travel from to about the nominal reference. Its total span is0.40mm, but centering a0.40mm travel range symmetrically at zero would miss the positive endpoint by0.03mm.
Once available movement is exhausted, additional expansion can generate a bearing thermal end-stop load. Movement may be accommodated inside a bearing or at a suitable seat, depending on the actual design. This interval model is bookkeeping for a specified support arrangement; the relevant travel limits must correspond to that physical mechanism and its permitted direction.
A noise-limited detection threshold is the decision boundary above which a measured statistic is declared to contain a signal, with the boundary chosen from a specified noise model and decision criterion. It belongs to a measurement procedure: filtering, observation time, baseline correction and the definition of a positive detection affect the result. A threshold in observed data is distinct from the true signal level required for a specified detection probability.
For an original one-sided Gaussian model, let , where is the signal and . Declare a detection when and choose . If is the cumulative distribution function of the standard normal distribution, thenHere is the per-observation false alarm rate. The model assumes the same additive noise distribution with and without the signal.
With , the noise-only crossing probability is approximately for one independent observation. Yet a signal of size is detected only half the time: it puts the distribution's center exactly at the decision boundary. “Five times noise” therefore does not by itself mean reliable detection of a signal that large.
To require both a chosen false-positive probability and a missed-detection probability , this model givesFor , the two values are approximately and . This distinction accords with the VIM definition of a limit of detection, which specifies both kinds of decision error rather than equating the limit with the observed threshold.[ref]
The experiment should measure baseline fluctuations under the same bandwidth, loading and observation rule used for signal detection, then test known signal levels. Repeated searching also matters: for independent noise-only observations, the chance of at least one threshold crossing is . Correlated samples require a different calculation. Baseline drift, non-Gaussian fluctuations and signal-dependent noise likewise invalidate a threshold inferred from the simple model without further characterization.
The NMR flip angle is the angle of a spin rotation produced by a radio frequency pulse under specified resonance and axis conditions. For an ideal resonant rectangular pulse with constant effective transverse axis,Here is the angular NMR nutation frequency, is duration and is the co-rotating field amplitude. The angular gyromagnetic ratio is in radians per second per tesla. A linearly oscillating laboratory field and its co-rotating component must not be assigned the same amplitude without checking conventions.[ref]
Understanding NMR Spectroscopy by James Keeler (Irvine course notes). Chapter3, On-resonance pulses, pp.3-8–3-9: flip-angle definition
An original numerical example uses . The durations for and rotations areSubstitution of the angular rate gives and . Confusing the rate in hertz with the angular rate would change the result by a factor of .
For a vector initially along , choose the positive- rotation convention. Its final components are and . An ideal pulse therefore gives no transverse component while leaving the vector inverted along ; a transverse-signal null does not mean that the magnetization vanished.[ref]
NMR pulse calibration can vary duration and follow the resulting sinusoidal signal. Finding the inversion null, then halving its duration at unchanged amplitude, supplies a nominal pulse in the ideal model.[ref]
Understanding NMR Spectroscopy by James Keeler (Irvine course notes). section3.7, pp.3-11–3-12, Figure3.18: calibration through pulse duration
In the invented25kHz example, a10-percent amplitude increase with the10microsecond duration held fixed produces and . This illustrates an NMR pulse error, not a measured instrument performance.Denitrification is reduction of oxidized nitrogen compounds to gaseous products through the sequence nitrate, nitrite, nitric oxide, nitrous oxide and molecular nitrogen. In many microorganisms it supports anaerobic respiration when oxygen is scarce. Different organisms can perform different portions of the sequence; release of nitrous oxide does not imply complete conversion to molecular nitrogen.
Denitrification removes biologically available nitrogen from an ecosystem, whereas nitrification oxidizes reduced nitrogen. Disappearance of nitrate alone cannot distinguish gaseous loss from uptake by plants. Measurements using isotope labelling and mass spectrometry can trace nitrogen into both nitrogen gas and nitrous oxide, connecting the nitrogen cycle to an experimentally measured gas balance.[ref]
Measuring simultaneous fluxes from soil of N2O and N2 in the field using the 15N-gas nonequilibrium technique by Timothy T. Bergsma and others. Environmental Science & Technology 35, pp. 4307–4312; simultaneous field gas-flux measurements
Dinitrogen is the diatomic molecule , consisting of two nitrogen atoms joined by a strong triple bond. It is the principal molecular form of nitrogen in Earth's atmosphere. A nitrogen atom incorporated in a protein belongs to the same chemical element, but is not a dinitrogen molecule.[ref]
Chemistry 2e by Paul Flowers and others. §18.7, atmospheric N2 and its nitrogen–nitrogen triple bond
The reactionillustrates the bookkeeping: one dinitrogen molecule supplies the two nitrogen atoms in two Ammonia molecules. Breaking and replacing its strong bond requires suitable reaction pathways and conditions. Its abundance therefore does not mean that organisms can automatically use it as a source of chemically available nitrogen.[ref]
Chemistry 2e by Paul Flowers and others. §18.7, low reactivity, ammonia synthesis and biological nitrogen fixation
NIST and SEMATECH e-Handbook of Statistical Methods 5.3.3.6.1. Central Composite Designs (CCD) by
Codex 0 2026-11-05
Section of NIST and SEMATECH e-Handbook of Statistical Methods. The construction of a central composite design uses a full or resolution V factorial design; Table 3.22 compares circumscribed, inscribed and face-centered variants.
The sacral plexus is a network of anterior spinal nerve rami, usually incorporating L4–S4 spinal contributions, lying against the anterior surface of the piriformis muscle. It distributes sensory and motor fibres to much of the pelvis and lower limb. Major branches include the sciatic nerve and the pudendal nerve.[ref]
Its mixed origins explain an otherwise puzzling arrangement: the sciatic nerve carries fibres associated with several spinal nerves, and fibres from one spinal level can leave through different peripheral branches. A nerve plexus is therefore a redistribution network, rather than a new set of neurons inserted into each pathway.
Pinned article: Introduction to the OurBigBook Project
Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
Intro to OurBigBook
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- topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculusArticles of different users are sorted by upvote within each article page. This feature is a bit like:
- a Wikipedia where each user can have their own version of each article
- a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.Figure 1. Screenshot of the "Derivative" topic page. View it live at: ourbigbook.com/go/topic/derivativeVideo 2. OurBigBook Web topics demo. Source. - local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
- to OurBigBook.com to get awesome multi-user features like topics and likes
- as HTML files to a static website, which you can host yourself for free on many external providers like GitHub Pages, and remain in full control
Figure 2. You can publish local OurBigBook lightweight markup files to either OurBigBook.com or as a static website.Figure 3. Visual Studio Code extension installation.Figure 5. . You can also edit articles on the Web editor without installing anything locally. Video 3. Edit locally and publish demo. Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension. - Infinitely deep tables of contents:
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