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Energy minimization for periodic sets in Euclidean spaces Renaud - PowerPoint PPT Presentation

Energy minimization for periodic sets in Euclidean spaces Renaud Coulangeon, joint work with Achill Schrmann April 12, 2018 A lattice L R n is a closed discrete subgroup of finite covolume, i.e. L = Z e 1 Z e n where e


  1. Energy minimization for periodic sets in Euclidean spaces Renaud Coulangeon, joint work with Achill Schürmann April 12, 2018

  2. ◮ A lattice L ⊂ R n is a closed discrete subgroup of finite covolume, i.e. L = Z e 1 ⊕ · · · ⊕ Z e n where e 1 , . . . , e n are linearly independent vectors.

  3. ◮ A lattice L ⊂ R n is a closed discrete subgroup of finite covolume, i.e. L = Z e 1 ⊕ · · · ⊕ Z e n where e 1 , . . . , e n are linearly independent vectors. ◮ A periodic set Λ ⊂ R n is a closed discrete subset which is invariant under translations by a lattice L : Λ + L = Λ .

  4. ◮ A lattice L ⊂ R n is a closed discrete subgroup of finite covolume, i.e. L = Z e 1 ⊕ · · · ⊕ Z e n where e 1 , . . . , e n are linearly independent vectors. ◮ A periodic set Λ ⊂ R n is a closed discrete subset which is invariant under translations by a lattice L : Λ + L = Λ .

  5. ◮ A lattice L ⊂ R n is a closed discrete subgroup of finite covolume, i.e. L = Z e 1 ⊕ · · · ⊕ Z e n where e 1 , . . . , e n are linearly independent vectors. ◮ A periodic set Λ ⊂ R n is a closed discrete subset which is invariant under translations by a lattice L : Λ + L = Λ . ⇔ ∃ a lattice L and vectors t 1 , . . . , t m in R n , pairwise incongruent mod L , such that m � Λ = ( t i + L ) i = 1 In that case we say that Λ is m -periodic.

  6. A given periodic set Λ admits infinitely many period lattices and representations Λ = � m i = 1 ( t i + L ) , in which the number m = | Λ / L | varies, but not the point density : m p δ (Λ) := √ "number of points per unit volume of space". det L For instance one can replace L by any of its sublattice L ′ and obtain a representation as a union of m [ L : L ′ ] translates of L ′

  7. All period lattices are contained in L max := { v ∈ R n | v + Λ = Λ } . � "primitive representation" � Λ = ( x + L max ) x ∈ Λ / L max as a union of m (Λ) := | Λ / L max | translates of L max .

  8. All period lattices are contained in L max := { v ∈ R n | v + Λ = Λ } . � "primitive representation" � Λ = ( x + L max ) x ∈ Λ / L max as a union of m (Λ) := | Λ / L max | translates of L max .

  9. Local maxima of packing density ◮ Lattice packings : Voronoi theory (1907). • Local maxima sit at the vertices of the Ryshkov polyhedron . • Algorithm to enumerate the vertices. ◮ Periodic packings : • Schürmann (2004) : characterization of the local maxima. • Andreanov-Kallus(2017) : refinement in the case of 2-periodic sets + algorithm to enumerate the vertices.

  10. Energy of periodic sets Reminder : the energy of a finite configuration of points C in R n w.r.t. a potential f is given by E ( f , C ) = 1 � f ( | x − y | 2 ) . |C| x , y ∈C , x � = y

  11. Energy of periodic sets Reminder : the energy of a finite configuration of points C in R n w.r.t. a potential f is given by E ( f , C ) = 1 � f ( | x − y | 2 ) . |C| x , y ∈C , x � = y Extending this definition of the energy to a general (infinite, unbounded) collection Λ of points in the Euclidean space, entails convergence problems.

  12. Energy of periodic sets Reminder : the energy of a finite configuration of points C in R n w.r.t. a potential f is given by E ( f , C ) = 1 � f ( | x − y | 2 ) . |C| x , y ∈C , x � = y Extending this definition of the energy to a general (infinite, unbounded) collection Λ of points in the Euclidean space, entails convergence problems. A natural idea is to set E ( f , Λ) := lim R →∞ E ( f , Λ R ) where Λ R := Λ ∩ B ( 0 , R )

  13. Energy of periodic sets Reminder : the energy of a finite configuration of points C in R n w.r.t. a potential f is given by E ( f , C ) = 1 � f ( | x − y | 2 ) . |C| x , y ∈C , x � = y Extending this definition of the energy to a general (infinite, unbounded) collection Λ of points in the Euclidean space, entails convergence problems. A natural idea is to set E ( f , Λ) := lim R →∞ E ( f , Λ R ) where Λ R := Λ ∩ B ( 0 , R ) � well-defined if Λ is periodic.

  14. Energy of periodic sets Cohn and Kumar (2007) define the energy of a m -periodic set Λ = � m i = 1 ( t i + L ) with respect to a potential f as E ( f , Λ) = 1 � � f ( | w + t j − t i | 2 ) m 1 ≤ i , j ≤ m w ∈ L w + t j − t i � = 0 m = 1 � � f ( | u − t i | 2 ) m i = 1 u ∈ Λ \{ t i } Fact : for a rapidly decreasing f , this agrees with the previous definition, namely lim R →∞ E ( f , Λ R ) exists and equals E ( f , Λ) . Recall : Λ R := Λ ∩ B ( 0 , R ) .

  15. Comments The definition of the energy as 1 � f ( | x − y | 2 ) E ( f , Λ) = lim | Λ R | R →∞ x , y ∈ Λ R , x � = y involves only the set ”Λ − Λ” := { x − y , x ∈ Λ , y ∈ Λ } . (no reference to a period lattice) ◮ If Λ is a lattice ( m = 1), then Λ − Λ = Λ (group structure).

  16. Comments The definition of the energy as 1 � f ( | x − y | 2 ) E ( f , Λ) = lim | Λ R | R →∞ x , y ∈ Λ R , x � = y involves only the set ”Λ − Λ” := { x − y , x ∈ Λ , y ∈ Λ } . (no reference to a period lattice) ◮ If Λ is a lattice ( m = 1), then Λ − Λ = Λ (group structure). ◮ For m > 1, we lose the group structure.

  17. Comments The definition of the energy as 1 � f ( | x − y | 2 ) E ( f , Λ) = lim | Λ R | R →∞ x , y ∈ Λ R , x � = y involves only the set ”Λ − Λ” := { x − y , x ∈ Λ , y ∈ Λ } . (no reference to a period lattice) ◮ If Λ is a lattice ( m = 1), then Λ − Λ = Λ (group structure). ◮ For m > 1, we lose the group structure. ◮ Not too bad if m = 2 : Λ = L ∪ ( t + L ) ⇒ Λ − Λ = Λ ∪ ( − Λ) .

  18. Comments The definition of the energy as 1 � f ( | x − y | 2 ) E ( f , Λ) = lim | Λ R | R →∞ x , y ∈ Λ R , x � = y involves only the set ”Λ − Λ” := { x − y , x ∈ Λ , y ∈ Λ } . (no reference to a period lattice) ◮ If Λ is a lattice ( m = 1), then Λ − Λ = Λ (group structure). ◮ For m > 1, we lose the group structure. ◮ Not too bad if m = 2 : Λ = L ∪ ( t + L ) ⇒ Λ − Λ = Λ ∪ ( − Λ) . ◮ Definitely more complicated if m > 2.

  19. Automorphisms The natural automorphisms to consider for a periodic set Λ are its affine isometries

  20. Automorphisms The natural automorphisms to consider for a periodic set Λ are its affine isometries Isom Λ

  21. Automorphisms The natural automorphisms to consider for a periodic set Λ are its affine isometries Isom Λ ⊃ L max

  22. Automorphisms The natural automorphisms to consider for a periodic set Λ are its affine isometries Isom Λ ⊃ L max Aut Λ := Isom Λ / L max

  23. Automorphisms The natural automorphisms to consider for a periodic set Λ are its affine isometries Isom Λ ⊃ L max Aut Λ := Isom Λ / L max If 0 ∈ Λ , then Aut Λ ⊃ Aut 0 Λ = { ϕ ∈ Aut L max | ϕ (Λ) = Λ } .

  24. Universal optimality Λ = � m i = 1 ( t i + L ) , E ( f , Λ) = 1 f ( | w + t j − t i | 2 ) � � m 1 ≤ i , j ≤ m w ∈ L w + t j − t i � = 0 For the potential f , we restrict to completely monotonic functions , that is, real-valued, C ∞ on ( 0 , ∞ ) , and such that ( − 1 ) k f ( k ) ( x ) ≥ 0 . ∀ k ≥ 0 , ∀ x ∈ ( 0 , ∞ ) , The class of completely monotonic functions contains all the “reasonable functions” in the context of energy minimization, e.g. : ◮ inverse power laws p s ( r ) = r − s with s > 0, ◮ Gaussian potentials f c ( r ) = e − cr with c > 0

  25. Universal optimality Λ = � m i = 1 ( t i + L ) , E ( f , Λ) = 1 f ( | w + t j − t i | 2 ) � � m 1 ≤ i , j ≤ m w ∈ L w + t j − t i � = 0 For the potential f , we restrict to completely monotonic functions , that is, real-valued, C ∞ on ( 0 , ∞ ) , and such that ( − 1 ) k f ( k ) ( x ) ≥ 0 . ∀ k ≥ 0 , ∀ x ∈ ( 0 , ∞ ) , The class of completely monotonic functions contains all the “reasonable functions” in the context of energy minimization, e.g. : ◮ inverse power laws p s ( r ) = r − s with s > 0, ◮ Gaussian potentials f c ( r ) = e − cr with c > 0 Definition Λ is universally optimal if it minimizes E ( f c , Λ) for any c > 0.

  26. Cohn and Kumar conjecture Conjecture (Cohn-Kumar (2007)) The lattices A 2 , D 4 , E 8 and Λ 24 are universally optimal. ◮ true locally when restricted to lattice configurations (Sarnak and Strömbergsson 2006).

  27. Cohn and Kumar conjecture Conjecture (Cohn-Kumar (2007)) The lattices A 2 , D 4 , E 8 and Λ 24 are universally optimal. ◮ true locally when restricted to lattice configurations (Sarnak and Strömbergsson 2006). ◮ extended to periodic configurations (C., Schürmann, 2012). More precisely : a lattice, all the shells of which are 4-designs, is locally f c -optimal among periodic sets for big enough c (+ explicit treshold). All known examples of universally optimal (proven or conjectured) lattices share this rather strong property. Can one weaken this condition ?

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