Turn an occupation probability into a count using the state measure
The Fermi occupation probability for one state is f(E)=1/[1+exp((E−mu)/(kBT))]. It lies between zero and one and equals one half at E=mu. Occupation probability alone is not a particle count. To count occupied states in an energy interval, multiply by the density of states D(E) and integrate over energy.
Learning outcome: Derive the analytic count integral and check it against numerical integration. Compare 160 and 320 panels for energy, labeling the difference honestly. Change mu and theta separately and distinguish a chemical-potential-controlled calculation from a fixed-particle-number problem.
Starting recap
Review finite sums, exponential and logarithmic functions, radial integration measures, first-order coupled equations and mass-energy units. Keep state counts, occupations, calibration records and unused tests distinct.
All lessons are open directly. Your saved experiments remain when you leave and return.
Try
At mu=2 eV and theta=0.5 eV, the eight-state band is half occupied: N=4 exactly by symmetry. Occupation at E=mu is 0.5, whereas occupied state density there is 1 state/eV. Integrating only f would miss the supplied DOS factor and yield the wrong count units.
Open the experimentPredict
Which integral gives the particle count in the supplied band?
Experiment
Derive the analytic count integral and check it against numerical integration. Compare 160 and 320 panels for energy, labeling the difference honestly. Change mu and theta separately and distinguish a chemical-potential-controlled calculation from a fixed-particle-number problem.
Integrate occupied states, not occupation alone
Worked teaching model · synthetic values · Supplied finite band from 0 to 4 eV with constant DOS2 states/eV, including spin. Occupation f=1/[1+exp((E−mu)/kBT)]. Chemical potential is a control, so particle number need not stay fixed. This constant finite DOS is not the three-dimensional free-electron square-root DOS. Simpson resolution comparison is a diagnostic, not a rigorous error bound.
Reset keeps your prediction, captures and practice history.
Occupation probability and a finite density of states
Graph axes rescale independently; read units and values, not screen angles. 1: DOS times occupation (solid). Joined curves show the supplied model, not additional observations.
Equivalent numerical coordinates for Occupation probability and a finite density of states
DOS times occupation
| energy (eV) | occupied states per eV |
|---|---|
| 0 | 1.964028 |
| 0.06666667 | 1.959002 |
| 0.1333333 | 1.953291 |
| 0.2 | 1.946806 |
| 0.2666667 | 1.939449 |
| 0.3333333 | 1.93111 |
| 0.4 | 1.921669 |
| 0.4666667 | 1.910993 |
| 0.5333333 | 1.89894 |
| 0.6 | 1.885352 |
| 0.6666667 | 1.870062 |
| 0.7333333 | 1.852892 |
| 0.8 | 1.833655 |
| 0.8666667 | 1.812157 |
| 0.9333333 | 1.788202 |
| 1 | 1.761594 |
| 1.066667 | 1.732144 |
| 1.133333 | 1.699677 |
| 1.2 | 1.664037 |
| 1.266667 | 1.6251 |
| 1.333333 | 1.582783 |
| 1.4 | 1.53705 |
| 1.466667 | 1.487925 |
| 1.533333 | 1.435502 |
| 1.6 | 1.379949 |
| 1.666667 | 1.321513 |
| 1.733333 | 1.26052 |
| 1.8 | 1.197375 |
| 1.866667 | 1.132549 |
| 1.933333 | 1.066568 |
| 2 | 1 |
| 2.066667 | 0.9334319 |
| 2.133333 | 0.8674512 |
| 2.2 | 0.8026247 |
| 2.266667 | 0.7394796 |
| 2.333333 | 0.6784873 |
| 2.4 | 0.620051 |
| 2.466667 | 0.5644979 |
| 2.533333 | 0.512075 |
| 2.6 | 0.4629504 |
| 2.666667 | 0.4172171 |
| 2.733333 | 0.3748996 |
| 2.8 | 0.3359632 |
| 2.866667 | 0.3003234 |
| 2.933333 | 0.2678558 |
| 3 | 0.2384058 |
| 3.066667 | 0.2117979 |
| 3.133333 | 0.187843 |
| 3.2 | 0.1663454 |
| 3.266667 | 0.1471084 |
| 3.333333 | 0.1299383 |
| 3.4 | 0.1146484 |
| 3.466667 | 0.1010603 |
| 3.533333 | 0.08900671 |
| 3.6 | 0.07833145 |
| 3.666667 | 0.06889039 |
| 3.733333 | 0.06055138 |
| 3.8 | 0.05319399 |
| 3.866667 | 0.04670903 |
| 3.933333 | 0.04099802 |
| 4 | 0.03597242 |
At most 82 representative computed coordinates including endpoints; the plotted curve can use a finer grid. A table of a revealed generator is not independent measurement evidence.
| Quantity | Value | Unit |
|---|---|---|
| Occupation at chemical potential | 0.5 | ratio |
| Occupied particle count in finite band | 4 | particles |
| Available states in finite band | 8 | states |
| Energy integral with 160 panels | 4.731635 | eV |
| Energy integral with 320 panels | 4.731635 | eV |
| Signed resolution difference | 3.935972e-10 | eV |
| Unoccupied state count | 4 | states |
Integrate density of states times occupation to obtain count; changing chemical potential is not a fixed-particle-number experiment.
For constant DOS D, integrate f analytically: N=D kBT{ln[1+exp(mu/kBT)]−ln[1+exp((mu−W)/kBT)]}, W=4 eV. The energy integral includes an extra E and is evaluated at two Simpson resolutions. Their difference is a numerical diagnostic, not a guaranteed error bound. At mu=W/2, f(E)+f(W−E)=1 and N=DW/2=4 exactly by symmetry.
Predict before inspecting the values. Save contrasting records with assumptions and one alternative explanation. This virtual display does not certify practical measurement technique.
Integrate density of states times occupation to obtain count; changing chemical potential is not a fixed-particle-number experiment.
For constant DOS D, integrate f analytically: N=D kBT{ln[1+exp(mu/kBT)]−ln[1+exp((mu−W)/kBT)]}, W=4 eV. The energy integral includes an extra E and is evaluated at two Simpson resolutions. Their difference is a numerical diagnostic, not a guaranteed error bound. At mu=W/2, f(E)+f(W−E)=1 and N=DW/2=4 exactly by symmetry.
Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.
Understand
Apply
Public practice checks a specific claim. It does not establish independent mastery.
Which independent calibration, state-counting or physical-domain premise is needed, and which fresh observation could challenge the inference?
Continue
Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.
Skipping retains experiments and awards no mastery.
Save a science backup or import one
Science work is stored locally in this browser, separately from mathematics and AI. It does not sync automatically. Use this science-only backup; this checkout's older all-subject export does not include science.
A legacy file is available only when the complete snapshot fits the 36 MB limit. For larger snapshots, prepare a complete file set below; never discard notebooks to make a smaller file.
Matching imported notebook drafts replace their current drafts. Omitted lessons and known first attempts remain. Export your current work first if you want to retain both drafts.
Complete file sets and course backups
A file set can hold more work than one science file. Keep its manifest and every part together. Each file is limited to 36 MB. This format needs this version of LearnAI or a compatible newer version; older versions can use only the legacy single-file backup above.
The set includes every saved science course and global continuation at this moment. Later edits need a new export. A conflicting tab exports its own visible work, which may differ from saved work in another tab.
0 file(s) selected. File order and filenames do not determine identity. Missing, changed or conflicting parts block the entire restore; no good part is applied by itself.
Science storage: loading. No account or remote computation is required.