How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Finite planar quadtree and separated interaction lists
Definition
Let , , source positions and charges for , and target positions equal to the same labelled positions. A root square is a closed square of side containing every source position. Its cells are the dyadic subsquares obtained by repeatedly bisecting each side. At each split use half-open child squares, with the outer top and right edges included in the last child, so every point belongs to exactly one child. A finite quadtree is a finite rooted tree of such cells in which each internal cell has its four geometric children and each leaf contains at most labels for a fixed integer . Empty children are retained as geometric cells but are skipped in source and target lists. For a cell , write for its center, for its side length, , and for the radius of its circumscribed disk.
A cell pair is source-separated from target-separated when ; is the source cell and the target cell. For every such pair fix an analytic logarithm on the open disk . This disk excludes zero and contains all differences with , . For each direct near particle pair fix one value of the logarithm of , when this difference is nonzero. Once the recursive rule below terminates, for a collision-free configuration define the exact target potential and its complex derivative using the resulting lists as follows: Here and denote the far and direct near lists produced by that rule. Thus each ordered source-target pair contributes its source charge times the fixed direct-near branch value or the fixed far-cell branch value prescribed by its list entry. The complex derivative is independent of the chosen logarithm values.
The recursive interaction decomposition of an ordered pair of nonempty cells is defined as follows. If is a leaf, record as direct near pairs all with . If is internal, replace by all ordered pairs of its nonempty children. If and , record the far cell pair . If both cells are leaves and the pair is not separated, record all direct near particle pairs with . In every other case, if exactly one cell is nonleaf, split that cell; if both are nonleaf, split the one of larger side length, breaking a tie by splitting the source cell. Replace the pair by the child pairs having nonempty source and target sets. For , start at the root pair; for , make no recursive calls and set both lists to empty. The resulting lists are the far interaction list and the direct near-pair list . Their termination and exact pair-partition property are mathematical assertions, proved separately.
For a far pair put and . Two leaves are adjacent when their closed squares meet. A tree is 2:1 level-restricted when any adjacent leaves have depths differing by at most one. It is linear-size level-restricted for this decomposition when it is 2:1 level-restricted and there are fixed constants such that its number of nonempty cells and the number of recursive cell-pair inspections satisfy and . A list is bounded when there are fixed constants with and . The work theorem uses these explicit counts; 2:1 balance alone is not asserted to supply them.
Used by
- Fixed-order planar Laplace fast multipole procedure Algorithm
- A clustered point set makes tree depth enter the work Example
- Near/far split with exact near evaluation and truncated far error Example
- Two separated planar charge clusters Example
- Planar FMM lists partition all ordered off-diagonal particle pairs Lemma
- Planar Laplace multipole and local translation identities Lemma
- Global planar FMM potential and derivative error Theorem
- Planar FMM operation count under explicit linear-size tree and list bounds Theorem
Dependency tree · 0 levels
Nothing. This result depends on no other item in the library.
Sources
- Leslie Greengard and Vladimir Rokhlin, A Fast Algorithm for Particle Simulations, Journal of Computational Physics 73 (1987), 325–348 (standard reference, not scraped)
- James Demmel, Fast Hierarchical Methods for the N-body Problem, Part 2, CS267 Lecture 25 (1996) (standard reference, not scraped)