perm filename STRGEN.PUB[DOC,LMM] blob sn#045526 filedate 1973-05-17 generic text, type C, neo UTF8
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C00004 00002	.<< TITLE PAGE, INITIAL DECLARATIONS >>
C00006 00003	.<<   PUB MACROS >>
C00008 00004	Problems of structural isomerism in chemistry have received much
C00012 00005	Central to the successful solution of this problem is the generation
C00016 00006	.TITL METHOD
C00027 00007	.HD STRATEGY
C00029 00008	.HD DESCRIPTION
C00034 00009	.BEGIN TABLE I,Partitioning Steps Performed by the Cyclic Structure Generator
C00036 00010	.HD PART A.  Superatom Partitions.
C00039 00011	.BEGIN TABLE II,Allowed Partitions of C↓6U↓3 Into Superatompots and Remaining Pot.
C00041 00012	.HD PART B.  Ring-superatom Construction.
C00050 00013	With the reduced degree list of a superatompot, the program requests
C00062 00014	.HD PART C.  Acyclic Generator.
C00063 00015	.TITL DISCUSSION
C00072 00016	.BEGIN TABLE VI,The Number of Isomers for Several Empirical Formulae
C00074 00017	.GRAF Constraints.
C00078 00018	.HD CONCLUSIONS
C00079 00019	.SPACE1
C00082 00020	.HD Appendix B.  Isomerism and Symmetry.
C00090 00021	.HD Appendix C
C00106 00022	.HD Appendix D - Acyclic generator
C00108 00023	.HD D1. Method for the case with even number of total atoms.
C00110 00024	.HD |Category A.  BOND CENTROID (see Fig. 3)|
C00112 00025	.BEGIN TABLE VIII, Radicals Constructable from Given Parts
C00114 00026	.HD |Category B.  ATOM CENTROID (see Fig. 4).|
C00119 00027	.HD |D2. Method for odd number of total atoms.|
C00126 00028	.HD Summary
C00127 ENDMK
C⊗;
.<< TITLE PAGE, INITIAL DECLARATIONS >>
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APPLICATIONS OF ARTIFICIAL INTELLIGENCE FOR CHEMICAL INFERENCE - XI
Exhaustive Generation of Cyclic and Acyclic Isomers.(1,2)

L. Masinter
N.S. Sridharan
J. Lederberg
D.H. Smith

Stanford University
Stanford, California

May, 1973
.END
.GROUP SKIP 5
.BEGIN INDENT 6,6,6
ABSTRACT. A systematic method of identification of all possible
graph isomers consistent with a given empirical formula is
described. The method, embodied in a computer program, generates a
complete list of isomers. Duplicate structures are avoided
prospectively.
.END
.GROUP SKIP 10
.BEGIN VERBATIM
------------------
.END

1) For  Part  XI  see  R. Carhart  and  C. Djerassi,  λJ. Chem.  Soc.,
Perkin II,β submitted, 1973.

2)  Financial support for this work was provided by the National
Institutes of Health (RR 00612-03) and the Advanced Research
Projects Agency (SD-183).
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Problems of structural isomerism in chemistry have received much
attention.  But only occasional inroads have been made toward a
systematic solution of the underlying graph theoretical problems of
structural isomerism.  Recently the "boundaries, scope and limits"
(3)
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
3) J. Lederberg, G.L. Sutherland, B.G. Buchanan, E.A. Feigenbaum,
A.V. Robertson, A.M. Duffield, and C. Djerassi, λJ.
Amer. Chem. Soc., α91β, 2973 (1969).
.END;
.⊃;
of the subject of structural isomerism of acyclic molecules have
been defined by the DENDRAL algorithm (3).  This algorithm permits
an enumeration and representation of all possible acyclic molecular
structures with a given molecular formula.

Acyclic molecules represent only a subset of molecular structures,
however, and it may be argued that cyclic structures (including those
posessing acyclic chains) are of more general interest and importance
to modern chemistry.  An approach to cyclic structure
generation has appeared in a previous paper in this series (4).
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
4)  Y.M. Sheikh, A. Buchs, A.B. Delfino, G. Schroll, A.M. Duffield,
C. Djerassi, B.G. Buchanan, G.L. Sutherland, E.A. Feigenbaum, and
J. Lederberg, λOrg. Mass Spectrom.β, α4β, 493 (1970).
.END;
.⊃;
That approach, which operates on a set of previously generated
acyclic forms by labelling hydrogen atoms pairwise and connecting
the atoms to which they are attached with a new bond, has one serious
drawback. The approach cannot make efficient use of the symmetry
properties of cyclic graphs; hence an inordinate amount of computer
time must be spent in retrospective checking of each candidate
structure with existing structures to remove duplicates. For this
reason, an alternative approach to construction of cyclic molecules
has been developed. This approach is designed to take advantage of
the underlying graph theoretic considerations, primarily symmetry,
to arrive at a method for more efficient construction of a complete
and irredundant list of isomers for a given empirical formula.
Central to the successful solution of this problem is the generation
of all positional isomers obtained by substitutions on a given ring
system. This topic has received attention for nearly 100 years, with
limited success (5).
.SEND FOOT ⊂
.BEGIN SPACE1; INDENT 0,0;
5)  See, for example, A.C. Lunn and J.K. Senior, λJ. Phys. Chem.β, α33β,
1027 (1929) and references cited therein.
.END;
.⊃;
Its more general ramifications go far beyond organic chemistry.
Graph theoreticians have considered various aspects of this topic,
frequently, but not necessarily, in the context of organic
molecules.  Polya has presented a theorem (6)
.SEND FOOT ⊂
.BEGIN SPACE1; NOFILL;

6)  a)  G. Polya, λCompt. rend.β, α201β, 1167 (1935);
    b)  G. Polya, λHelv. Chim. Actaβ, α19β, 22 (1936);
    c)  G. Polya, λZ. Kryst.β α92β, 415 (1936);
    d)  G. Polya, λActa Math.β, α68β, 145 (1937).
.END
.⊃;
which permits calculation of the number of structural isomers for a
given ring system.  Hill (7a,b)
.SEND FOOT ⊂
.BEGIN SPACE1; NOFILL;
7)  a)  T.L. Hill, λJ. Phys. Chem.β, α47β, 253 (1943);
    b)  T.L. Hill, λibid.β, p. 413.
.END;
.⊃;
has applied this theorem to enumeration of isomers of simple ring
compounds and Hill (7c) and Taylor (8)
.SEND FOOT ⊂
.BEGIN SPACE1; NOFILL;
     c) T.L. Hill, λJ. Chem. Phys.β, α11β, 294 (1943).

8)  W.J. Taylor  λJ. Chem. Phys.β, α11β, 532 (1943).
.END
.⊃;
have pointed out that Polya's theorem permits enumeration of
geometrical and optical isomers in addition to structural isomers.
More recently, formulae for enumeration of isomers of monocyclic
aromatic compounds based on graph theory, permutation groups and
Polya's theorem have been presented (9).
.SEND FOOT ⊂
.BEGIN SPACE1; INDENT 0,0;
9)  A.T. Balaban and F. Harary, λRev. Rumaine de Chimieβ, α12β, 1511
(1967).
.END
.⊃;
This history of interest and results provides only marginal benefit
to the organic chemist.  Although the number of isomers may be
interesting, these methods (5-9) do not display the structure of
each isomer.  Also, these methods do not provide information on the
more general case where the ring system is embedded in a more
complex structure.  Even for simple cases the task of specifying
each structure by hand, without duplication, is an onerous one.
.TITL METHOD;
.HD OVERVIEW;
.GRAF Framework.
The framework for this method is that chemical
structures consist of some combination of acyclic chains and rings
or ring systems (10,11).
.SEND FOOT ⊂ 
.BEGIN SPACE1;
10) J. Lederberg, DENDRAL-64, A system for Computer Construction, Enumeration,
and Notation of Organic Molecules, Interim report to NASA, Parts I, II, and III,
1965.

11) It is assumed that structures are completely connected by
chemical bonds; thus catenates and threaded structures are
viewed as consisting of separate molecules.
.END;
.⊃;
The problem of construction of acyclic isomers (and radicals) has
been solved previously (3). If all possible ring systems can be
constructed from all or part of the atoms in the empirical formula,
and all possible acyclic parts are available from the acyclic
generator, the combination of ring systems with acyclic parts in all
unique ways would yield the complete list of isomers. The method for
construction of ring systems is described below.  This description
employs some terms which require definition. The definitions also
serve to illustrate the taxonomic principles which underlie the
operation of the cyclic structure generator. The generator's view of
molecular structure differs in some respects from the chemist's.  A
chemist, for example, may view structures possessing the same
functional group or ring as related. The generator works at the more
fundamental level of the vertex-graph (10), as described below.

.GRAF Chemical Graph.
A molecular structure may be viewed as a graph,
termed the λchemical graphβ, or skeleton. A chemical graph
consists of λnodesβ, with associated atom names, and λedgesβ, which
correspond to chemical bonds. Consider as an example the substituted
piperazine, αIβ, whose chemical graph is illustrated in Chart I as
αII.β  Note that hydrogen atoms are ignored by convention, while the
symbol "U" is used to specify the unsaturation.  The degree
(primary, secondary, ...) of a node in the chemical graph has its
usual meaning, i.e., the number of (non-hydrogen) edges connected to
it.  The valence of each atom determines its maximum degree in the
graph. As usally displayed by chemists in planar representation, the
chemical graph describes the connectivity rather than the geometric
configuration of a molecular structure.

.GRAF Superatom.
In general, a chemical graph can be separated into
cyclic and acyclic parts. Each cyclic structural sub-unit may be
deemed a λsuperatomβ possessing any number of λfree valencesβ (12).
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
12) A free valence is a bond with an unspecified terminus.  Any
substructure, cyclic or not, may be treated as a superatom; however,
the term, in this paper, is generally restricted to cyclic (termed ring-)
superatoms.
.END;
.⊃;
The chemical graph α2β arises from a combination of two carbon atoms
with ring-superatom α3.β Ring-superatom α3β possesses the indicated free
valences to which the remaining hydrogen and two methyl radicals
will be attached (Chart I).
.PAGE←PAGE+1;
.<< THIS SAYS RESERVE NEXT PAGE NUMBER (FOR CHART I) >>

.GRAF Ciliated Skeletons.
A λciliated skeletonβ is a skeleton with
free valences.  Ring-superatom α3β arises from the ciliated skeleton
α4β by associating the atom names of eight carbon and two nitrogen
atoms with the skeleton (Chart I).

.GRAF Cyclic Skeleton.
A chemical graph whose nodes are not associated
with atom names and which contain no acyclic parts and no free
valences is termed a λcyclic skeleton.β Ciliated skeleton α4β arises
from one way of associating sixteen free valences with the nodes on
the cyclic skeleton α4β (Chart I).

.GRAF Vertex-Graph.
Vertex-graphs (10) are cyclic skeletons from which
nodes of degree less than three have been deleted. The vertex-graph
of the cyclic skeleton α5β is the regular trivalent graph (11) of two
nodes, α6.β  Note that the remaining nodes of the cyclic skeleton α5β
are of degree two. Removal of these secondary nodes from α5β while
retaining the interconnections of the two tertiary nodes yields α6β (Chart I).

As an illustration of the variety of structures which may be
constructed from a given vertex-graph and empirical formula,
for example, C↓1↓0H↓2↓0N↓2, consider that graph α6β is the vertex-graph
for all bicyclic ring systems (excluding spiro forms).  Cyclic
skeletons α7β and α8β (Chart I), for example, may be constructed from
eight secondary nodes and α6.β  There are many ways of associating
sixteen free valences with each cyclic skeleton, resulting in
a larger number of ciliated skeletons.  For example, α9β and α10β arise
from different allocations of sixteen free valences to α5β (Chart I).
There is only one way to associate eight carbon atoms and two nitrogen
atoms with each ciliated skeleton to yield superatoms (e.g. α11β and α12β,
Chart I).  However, several structures are obtained by associating
the remaining two carbon atoms (in this example) with each superatom,
as an ethyl or two methyl groups.  Chemical graphs α13β and α14β, for
example, arise from two alternative ways of associating two methyl
groups with superatom α3.β

.GRAF Multiple Bonds.
For the purposes of this program we adopt the
formalism that all multiple bonds (double, triple, ...) are
considered to be small rings by the program. Previous versions
(acyclic generator) differ from this program in that double and
triple bonds are regarded as specially labelled edges.
.HD AIMS
The cyclic structure generator must produce a complete list
of structures without duplication. By duplicate structures we mean
structures which are equivalent in some well-defined sense. The
class of isomers generated by the program includes only connectivity
isomers. Transformations allowed under connectivity symmetry
preserve the valence and bond distribution of every atom.
Connectivity symmetry does not consider bond lengths or bond angles.
This choice of symmetry results in construction of a set of
topologically unique isomers.  A more detailed discussion of
eqivalence is discussed in Appendix A and in the accompanying paper (13);
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
13) L. Masinter, N.S.Sridharan, Labelling Objects with Symmetry, to appear.
.END;
.⊃;
a discussion of isomerism and symmetry is presented in Appendix B.
.HD STRATEGY
The strategy behind the cyclic structure generator is strongly tied
to the framework described above.  The strategy is summarized in
greatly simplified form in Figure 1.  The vertex- graphs from which
structures are constructed can be specified for a given problem by a
series of calculations.  Thus Part A of the program (Figure 1)
partitions the pot of atoms in all possible ways; each partition
consists of those atoms assigned to one or more "superatom-pots" and
a "remaining pot." Each superatompot is a collection of atoms from
which all possible, unique ring-superatoms (12) can be constructed
based on the appropriate vertex-graphs (Part B, Fig. 1).  Each
ring-superatom will be a ring system in completed structures. The
atoms in the remaining pot will form acyclic parts of the final
structures when combined in all possible, unique ways with the
ring-superatoms from the corresponding initial partition (Part C,
Fig. 1).
.HD DESCRIPTION
We are faced with the difficulty of describing a complex computer
program in the traditional mode of presentation in a scientific
journal.  The narrative form is not the ideal medium for this
description; simple examples do not always indicate all essential
aspects of a program.  A deeper understanding of a program could be
engendered through the use of a large number of well chosen examples, but
the length of such a presentation would be excessive and would tax
the patience of even the most interested reader.

We are thus aware of the insufficiency of considering only one
example in the following written description.  We have adopted the
strategy of presenting essential aspects of the procedure for
structure generation in the main body of the text. Details of the
description which might obscure the principle concepts are placed in
Appendices C and D. Mathematical details are available elsewhere (14,15).
.SEND FOOT ⊂ 
.BEGIN SPACE1; NOFILL;
14a)  H. Brown,  L. Masinter,  and  L.Hjelmelend, Constructive  Graph
      Labelling Using Double Cosets; λDiscrete Mathematicsβ, in press;
  b)  Stanford Computer Science Memo STAN-CS-72-0318.

15) H.  Brown and  L. Masinter,  An Algorithm  for the Generation  of
    Graphs of Organic Molecules; Discrete Mathematics, submitted.
.END;
.⊃;
We hope this serves the purpose of providing the casual reader with
a deeper understanding of the method without having to contend with
details which, on the other hand, are important to others who wish
to make use of our approach.

The example chosen to illustrate each step of the method is C↓6H↓0⊂8~∃)Q%fAKq¬[aYJ↓I←Kf↓]←hA
←]iC%\AESYCYK]PA←dAQeSmC1K]hA¬i←[fQJ]N8X~∃←asOK\↓C]HA9Sie←≥K\XAIKgaK
iSmK1rRA←HACi←5fA←L↓mCYK9GJAOIKCiKHAiQC8~∃M←UdXA]=dAC]dAk]SYCYK]PACi←5fA←i!KdAi!C\AQeIe←O∃\@QJ9N\XA
QY←e%]JX~)MYk←IS]JR8~∀~∀9∂%β↓!Cei%iS←]%]NAC9HA→C	KYYS9N\~∃QQJA[∃GQC]%gZAM=dAgiIkGikIJAOK9KeCi%←\~∃%]m←YYKfAB↓gKeS∃fA←LEaCeQSiS←9S]ND↓giKaLAM←Y1←oKH↓ErAB↓gKeS∃fA←L4∀EYC	KYYS9NDAgQKaf\A!CeQSiS←9fACe∀A[CI∀A←LA%iK[f↓oQSG A[kgPAEJ~)CggS≥]KHAQ↑A←E)KGifQkgk¬YYrA≥eCaP↓giek
ikeKLA←dAACeif↓iQKe∃←LR~)CfAi!JA[←1KGkY¬dAgiIkGikIKfACIJAEk%YhAk@AMe←4AiQJ↓mKei∃p[Oe¬aQf\4∃)QJ↓ae←G∃gfAEdAoQS
PASi∃[fACIJACgMSO]K⊂Ai↑AQQJAOICaQf↓SfAi∃e[KH4∃YCE∃YYS]≤@Pbf0bhR\AqC5S]Ci%←\A←_AπQCIhA∩AIKmKC1fAiQ∀AISM→KeK]P~∃isAKfA←_ASiK5fAS]Y←YmK⊂\@A
=dAKq¬[aYJ0A]←I∃fACe∀AaCeQSiS←9KHAC5←]NA¬]H~∃1CEKY1KHAkA←\Ai!JAKI≥KfA←_AiQJ↓mKei∃p[Oe¬aQfAQ↑AsS∃YHAi!J~∃GeGYSF↓gWKY∃i←]f8@A
e∃JAmC1K]GKLACeJ↓aCei%iS←]∃HAC[=]NAC9H~∃Y¬EKYY∃HAka=\AiQ∀A]←I∃fA←L↓GsGY%FAgW∃YKi←9fAi↑↓sSKY⊂AGSY%CiKH4∃gWK1Ki←]LXAC]⊂Ag↑A→←eiP8~∀~∃ACeiSQS←]S9NAgi∃afAS8AiQJ↓gkEg∃ckK]PAISg
kggS=\ACe∀AGCeISKHA=kh~∃¬ggk[%]NAi!ChA←	UKGiLAC[←9NAoQ%GPASQK[fA¬eJAa¬eiSi%←]KH↓CeJA%]ISgPZ~∃S9OkSg!CEYJ8@A	SMiS]OUSgQC	SYSidA←LA=EUKGQf@QK⊃OKfX↓]←IKLX@\\8RASf4∃gaK
SMSK⊂AIke%]NAY¬EKYY%]NAC9HAoS1XAEJ↓ISgGUggKH↓S\AB↓gkEg∃ckK]P~∃gK
iS←\8@A)Q∀AaCeQSiS←9S]NAMiKaf↓aKeM=e[KH↓ErAi!JAae=OeCZ↓CeJ~)←kiY%]KHA%\A)C	YJA∩8ACG AgiK@ASfA⊃KgGe%EKHA%\A[←IJAIKQCSXA	KY←n8~∀_]¬≥∪≤A)¬¬→
A$Y!CeQSiS←9S]NAMiKaf↓!KeM=e[KH↓ErAi!JAπs
YSFAMiekGQkeJA≥K]Ke¬i←d~(~∃'i∃`@F@@@@@@@@@↓!Cei%iS←\@@@@@@@@@@@@Aβ[←9N~∀~(@@@b@@@@@@@@↓βi←[LAC]H↓+]gCQkeCi%←]f@↓'kaKICi←[A←ifA¬]H~∀@@@@@@@@@@@A%\A[ASeSG¬XA
←I[kYB@@@AIK[CS9S]NAA←h\~(~∀@@d@@@@@@@@A
e∃JA-C1K]GJ@@@@@@@@@Aβi=[fAS8A'ka∃eCi←5a←h~(~∀@@f@@@@@@@@A'K
←]ICIrA≥←⊃Kf@@@@@@@A→←=af@↑↓≥←\[1←←af4∀~∀@@h@@@@@@@@A≥=\[Y←=`A'K
←]ICIr@@@@@A⊃OKfA=LA∂e¬aP~∀@@@@@@@@@@@A9←IKf4∀~∀@@l@@@@@@@@A%%]N[gUaKeCQ←[fA¬]H@@@@A→MKeK9hA→S9Wf~∀@@@@@@@@@@@AIK[CS9S]NAA←h@@@@@@@@@@!gKJA¬aaK]⊃SpAλ$~∀~∀4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZ~∀9≥λ~(_]⊃λ↓!β%(↓α\@AMkaKe¬i←ZAACeiSQS←]f8~∃%S9N[gkAKeCi=[fACIJ@Ei]↑[G←9]KGi∃HDAgQekGiUeKfX↓R]J\0AiQJ4∃eS]≤[gka∃eCi←4AGC]9←hAE∀AgaY%hAS]Q↑Aio<AaCeQfAEr↓gGSgMS←\A=LAB~)gS]O1JAE←9H\@AQQJACQ←[fA%\AC\↓K[aSISGCX↓M←e[UYBA[¬rAEJ↓ISgiISEki∃H~∃C5←]NA→e←ZA=]JAi<AgKm∃eCXAMkGPAQo↑[G=]]KGQKHAe%]N[gUaKeCQ←[f\Aα~∃⊃Sgie%EkiS=\AoQ%GPAC1Y←if↓Ci←[LAi↑AQo↑A←HA[←e∀Agka∃eCi←5a←if↓oSYX4∃sSK1H@Qe∃gaKGQSmKYdRAgiIkGikIKfAG=]iCS9S]NAQo↑A←HA[←e∀~∃eS9N[gkAKeCi=[fAY%]WKH↓i←OKQQKdA	rAgS9OYJA	←]IfQ←dA¬GsGY%FAGQ¬S]fR4∀Pbl$\~∀]M≥λA→∨∨(@@@~∀]	∂∪≤↓'!βπ∀bvA∪9	≥(`X`v4∀blRAπQK5Sgif↓CeJA5←eJA→C[SY%CdAo%iPAi∃e[fAMkGPA¬fAeS9OfA←HAeS]≤~∃gsMiK[f8@A)Q∀AiKe4Aio↑5G←]]∃GiKH↓SfAkMKHAQ∃eJAS8AG←])k]Gi%←\~∃]SiPAIS]N[MkaKe¬i←[f↓M←dA∧A[←e∀AaeK
SgJA⊃KgGe%aiS←8\@A
=dAKq¬[aYJ0~∃ESAQK]s0A[Cr↓EJAm%KoKH↓CfAB↓gS]O1JAeS9NAgsMiKZA=dAio<AeS]≥fAIKAK]IS9N~∃←8AiQJ↓GQK[%GCXA
←]iKah\@A%\AiQ%fAo←IVXAQ=oKmKHXAESAQK]s0AG←]MSgif↓←L~∃Qo↑Ae%]N[gUaKeCQ←[f@!io↑AAQK]s0AeS]≥fRAY%]WKH↓ErAB↓gS]O1JAE←9H\~∀9≥λv4∀\"v4∀~∃∪8AiQJ↓OK]KICiS←8Aae←
KgfX↓←]JA5kghA→S]HA¬YXAa=ggSE1JAoCefA←L4∃aCeQSiS←9S]NAQQJAO%mK\A→←e[k1BAS]Q↑AgkAKeCi=ZAa←QfAC]⊂ABAe∃[CS]%]N~∃A←hXAMkGPAQQChA5←YKGUYKfA
C\AE∀AG←]MiekGQKH\AQQJAG=]gSI∃eCiS=]fAS8~∃M←I[S]N↓gkaKICi←Z↓aCei%iS←]LAIKC0AaeS5CeSYdAoSi AmCY∃]GJA¬]H~∃U]gCiUeCiS=\\A)!SfAaI←GKIUeJASLAgk[5CeSu∃HAS\↓βaaK9ISpAXA'kAKeCi=Z~∃!¬eiSi%←]f\↓)QJAACeiSQS←]f↓oQSG AeKgUYhACIJAgk5[CeSiKHAS8A)CE1JA∪∩8~∀~∀_]¬≥∪≤A)¬¬→
A%∩YβY1←oKH↓!Cei%iS←]LA←LAαm*αLA∪]i<A'ka∃eCi←5a←if↓C]HAIK[CS9S]NAA←h\~(~∃!CIiSiS=\@@@@@A≥U[EKd↓←L@AMkaKe¬i←[a=h@A≥U[EKd@@@AIK[CS9S]N~)≥k[E∃d@@@@@A'UaKeCQ←[a←Qf@@@b@@@@@d@@@@@f@@@@@@AA←h~∀4∀@@@@b@@@@@@@@@@@b@@@@Aε∧m*αf@@@Z@@@@@Z@@@@@@@Z~∀@@@@H@@@@@@@@@@@@D@@@@AεαkTαf@@@Z@@@@@@4@@@@@@Aε∧b~∀@@@@f@@@@@@@@@@@b@@@@↓εαi*∧f@@@Z@@@@@@Z@@@@@AεαH~∀@@@@h@@@@@@@@@@@b@@@@Aαg*αL@@@@4@@@@@@Z@@@@@Aεαf4∀~∀@@@@j@@@@@@@@@@@d@@@@↓εαi*∧d@@Aαe*αD@@@@Z@@@@@@@Z~∀@@@@l@@@@@@@@@@@d@@@@↓εαg*∧d@@Aαe*αD@@@@Z@@@@@@Aαb~∀@@@@\@@@@@@@@@@@@H@@@@AεαeTαd@@↓εαe*∧b@@@@Z@@@@@@↓εαd~(~∀@@@@p@@@@@@@@@@@d@@@@Aαi*αD@@Aε∧e*αd@@@@4@@@@@@@@4~∀@@@@r@@@@@@@@@@@d@@@@Aαg*αD@@Aε∧e*αd@@@@4@@@@@@Aε∧b~∀~(@@@@D`@@@@@@@@@@@d@@@@AεαM*αd@AεαgTαb@@@@Z@@@@@@@Z~(~∀@@@bb@@@@@@@@@@@f@@@@Aαe*αD@@Aε∧e*αb@@Aε∧e*αb@@@@@Z~∀4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZZZ4ZZ~∀9≥λ~(.HD PART B.  Ring-superatom Construction.
Each partition (Table II) must now be treated in turn.  The
complete set of ring-superatoms for each superatompot in a given
partition must be constructed.  The major steps in the procedure are
outlined in Figure 2.

.GRAF Valence List.
The first step in part B is to strip the
superatompot of atom names, while retaining the valence of each
atom. The numbers of each type of atom are saved for later labelling
of the ciliated skeleton (Chart I). A valence list may then be
specified, giving in order the number of bi-, tri- , tetra- and
n-valent nodes which will be incorporated in the superatom.  Thus
the superatompot C↓6U↓3 is transformed into the valence list 0
bivalents, 0 trivalents, 6 tetravalents (0, 0, 6), and C↓4U↓2
becomes (0, 0, 4) (Figure 2).

.GRAF Calculation of Free Valence.
From the valence list and the associated
unsaturation count the number of free valences of each superatompot
is determined uniquely. (see Calculation of Free Valence, Appendix C). For
C↓6U↓3 the free valence is eight (Fig. 2).

.GRAF Partitioning of Free Valence.
The free valences are then partitioned
among the nodes in the valence list in all possible, unique ways.

.GRAF Degree List.
Each partition of free valences alters the effective
valence of the nodes in the original valence list with respect to the
ring-superatom.  In the example, assignment of one or two free valences to
a tetravalent node transforms this node into a tri- or bivalent
node respectively.  As the ring-superatom is constructed, those
tetravalent nodes which have been assigned, say, two free valences,
have then only two valences remaining for attachment to the ring-superatom.
These nodes are then of degree (17)
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
17) Use of the term degree in this report refers to the number of
bonds other than free valences, with double bonds being counted
twice. A free valence may or may not eventually be attached to a
hydrogen atom in the final structure.
.END;
.⊃;
two and may be termed secondary nodes. Thus the partition of free
valences 2,2,2,2,0,0 on six tetravalent nodes yields the degree list
(4,0,2) (Fig. 2) as four of the tetravalent nodes receive two free
valences each yielding four nodes of degree two (secondary) and
leaving two nodes of degree four (quaternary).  The program keeps
track of the number of free valences assigned to all nodes for use
in a subsequent step.

.GRAF Loops.
As will be clarified in the subsequent discussion, there are
several general types of ring-superatoms which cannot be constructed
from the vertex-graphs available in the CATALOG (described below).
These are all cases of multiple extended unsaturations either in the
form of double bonds or rings.  Examples are the following:
.BEGIN NOFILL
     1)  bi-, tri-, ... n-cyclics with exocyclic double bonds;
     2)  some types of SPIRO ring systems;
     3)  allenes extended by additional double bonds, e.g.,

                      C=C=C=C
.END
The concept of a loop, consisting of a single unsaturation and at
least one bivalent node must be specified for these cases.  Examples
of loops containing one, two and three bivalent nodes are shown in
Chart II.  Note that the two remaining "ends" of thhe unsaturation
will yield a "looped structure" when attached to a single node in a graph
(shown as X, Chart II).
.BEGIN NOFILL GROUP
---------------------
Chart II
   bivalents =        1            2            3
.SKIP 10
---------------------
.END
The method for specification of loops is discussed in Calculation of Loops,
Appendix C.

.GRAF Partitioning of Secondary Nodes among Loops and Nonloops.
The secondary nodes in the degree list are partitioned among the
loops (if any) calculated in the previous step and non-loop
secondary nodes of the graph
Aspects of this partitioning step are presented in
Partitioning of Secondary Nodes, Appendix C. Results for the example
are indicated in Figure 2.

.GRAF Reduced Degree List.
This procedure yields the reduced degree list which contains none of
the secondary nodes originally present in the degree list. Any secondary
nodes appearing in the reduced degree list are termed "special" secondary
nodes as these nodes will have loops attached in subsequent steps.

.GRAF Vertex-Graphs.
The reduced degree lists are used to specify a
set of vertex-graphs for the eventual ring-superatoms.  All two-
connected structures can be described by their vertex-graphs, which
are, for most structures, regular trivalent graphs.  This concept
has been described in detail by Lederberg (10), who has also
presented a generation and classification scheme for such graphs.
Given a set of all vertex-graphs, the set of all ring-superatoms may
be specified. The vertex-graphs are maintained by the program in the
CATALOG. Catalog entries for regular trivalent graphs possessing two
and four nodes are presented in Table III.  This list must be
supplemented by additional vertex-graphs to cover several special
cases required for generation of all structures for the example.
These are also presented in Table III.
.PAGE←PAGE+1
.<< make room for Table III >>
With the reduced degree list of a superatompot, the program requests
the appropriate CATALOG entries.  In the example (Fig. 2), the reduced
degree list (4,0,2) specifies vertex-graphs containing two quaternary 
nodes (tetravalent dihedron). The reduced degree list (2,4,0) specifies
regular trivalent graphs of four nodes, of which there are two: 4AA and
4BB (Table III).  When λonlyβ secondary nodes are present in the reduced
degree list, the graph "Singlering" (Table III) is utilized.

.GRAF Interlude.
Up to this point the program has effectively decomposed
the problem into a series of subproblems, working down from the total
pot of atoms through a series of partitions and subpartitions to the set
of possible vertex-graphs.  In subsequent steps the vertex-graphs are
expanded to the final structures by a series of constructive graph
labellings (Table IV).
.BEGIN TABLE IV,The Six Graph Labelling Steps Performed by the Labelling Algorithm

Labelling Step          Function

     1                  Label Edges of Vertex-Graphs with
                        Special Secondary Nodes.

     2                  Label Edges of Resulting Graphs with
                        Non-Looped Secondary Nodes.

     3                  Label Loops of Resulting Graphs with
                        Looped Secondary Nodes.

     4                  Label Nodes of Skeletons with Free
                        Valences.

     5                  Label Nodes of Skeletons with Atom Names.

     6                  Label Free Valences of Superatoms with
                        Radicals (see Appendix D).
--------------------------------------------------------------------
.END
.GRAF Labelling Edges of Vertex-Graphs with Special Secondary Nodes.
Special secondary nodes are those that will
have loops attached. The specification of the possible attachments
of the nodes to the graph ia a "labelling" procedure.  This is the
first of six such graph labelling steps performed by the program.
(Table IV). All of these labelling steps involve the same
combinatorial problem, that of associating a set of λnβ labels, not
necessarily distinct, with a set of objects with arbitrary symmetry
(13). The same labelling algorithm is utilized for each of the six
labelling steps. A description of the underlying mathematics and
proof of completeness and irredundancy appears separately (14).

Some aspects of the first labelling step indicate how equivalent
labellings (which would eventually yield duplicate structures) may
be avoided prospectively, by recognition of the symmetry properties
of the graph; in the first labelling, the vertex-graph. These
symmetry properties are expressed in terms of the permutation group
(see Appendix A and refs. 13 and 14) on the edges of the
vertex-graph.  This permutation group, which defines the equivalence
of the edges, may be specified in the CATALOG or, alternatively,
calculated as needed by a separate part of the cyclic structure
generator.  As subsequent steps are executed, a new permutation
group (e.g., on the nodes for labelling step four, Table IV) is derived as
necessary (13). Thus, only labellings which result in unique
expansions of the structure are permitted. The reader examining Fig
2 may note that for this simple example the symmetries of the
vertex-graphs and subsequent skeletons can be discerned easily by
eye. For example, all edges of the tetravalent dihedron are
equivalent, as are all the edges of the regular trivalent graphs 2A
and also 4BB.  The $3BCB graph (Table II, Fig. 2) has four
equivalent edges and one other edge, and so forth.  In the general
case, however, the symmetries of the vertex-graphs and subsequent
expansions thereof are not always obvious.

With the group on the edges specified, the labelling of the
vertex-graphs with special secondary nodes is carried out.  The
results of this procedure for partitions containing loops are
indicated in Figure 2.

.GRAF Labelling with Non-Loop Secondary Nodes.
The graphs which
resulted from the previous labelling are now labelled with the
partitions of non-loop secondary nodes (Appendix C).
Each of the five partitions for the left-most vertex-graph in Fig. 2
immediately above results in a single labelling, as all four edges
of the graph are equivalent.  When edges are distinguishable
there may be several ways to label a graph with a single partition.
There are, for example, for the $3BCB graph, two ways to label
with the partition 3,0,0,0,0, four ways with the partition
2,1,0,0,0 and three ways with the partition 1,1,1,0,0 (Fig. 2).

.GRAF Labelling with Loop Secondary Nodes.
There remain unassigned to the graphs at this point only
secondary nodes which were assigned to loops.  These nodes
are first partitioned among the loops. (see Partitioning of
Loop Secondary Nodes, Appendix C).
For example, following the path from the degree
list (4,0,2) through labelling with non-loop secondary nodes (Fig. 2),
there are two ways of labelling the two equivalent loops with
four secondary nodes.  There is one way to label the two loops
of the adjacent graph with three secondary nodes and one way of
labelling the two loops of each of the two remaining graphs in
this section of Figure 2 with two secondary nodes.  In this
example (C↓6U↓3) the loops in every case are equivalent or there
is only one loop to be labelled.  In the general case loops may
not be equivalent, resulting in a greater number of ways to label
loops with a given partition of secondary nodes.

.GRAF Cyclic Skeletons.
The previous labelling steps specified the
number of secondary nodes on each edge of and loop attached to the
vertex-graphs.  All atoms in the original superatompot are thus
accounted for.  A representation of the result is the cyclic
skeleton, where nodes and their connections to one another are
specified. (These skeletons begin to resemble conventional chemical
structures.)

.GRAF Labelling with Free Valences.
The nodes in a cyclic skeleton are then
labelled with free valences, yielding ciliated skeletons. This
labelling is trivial in the example, as all atoms are of the same
valence (four) (Figure 2). Free valence labelling is performed with
knowledge of how many atoms of each valence were present in the
original superatompot, but independent of the λidentitiesβ of the
atoms. The combinatorial complexity of this labelling problem
follows from the possible occurance of atoms with differing
valencies. In the general case there may be several ways to perform
this labelling on a single cyclic skeleton, whereas in the C↓6U↓3
example there is only one way.

.GRAF Labelling with Atom Names.
The nodes of a ciliated skeleton are then
labelled with atom names to yield the ring-superatom(s).  Again this
labelling is trivial in the example, as only one type of atom is
present (carbon), yielding in each case only a single superatom
(Fig. 2).  If there is more than one type of atom with the same
valence (e.g., silicon and carbon), the labelling problem is more
complex. Each node of appropriate valence may be labelled with
either type of atom.  Duplicate structures are avoided by
calculations involving the group pertaining to the set of nodes of
equal valence.
.HD PART C.  Acyclic Generator.
The superatom partition expanded in the example had no atoms
assigned to acyclic chains (remaining pot).  The set of superatoms
on completion of Part B, above, thus yields the set of 36 structures
on placement of a hydrogen atom on each free valence (Fig. 2).  If
the superatom partition (partitions 2-11, Table II) contained more
than one superatompot or any atoms in the remaining pot, the acyclic
generator must be used to connect the segments of the structure in
all ways.  This procedure is described in detail in Appendix D.
.TITL DISCUSSION
αCompletion ofβ C↓6H↓8.
The example (Fig. 2) has considered
only expansion of a single superatom partition.
It might be instructive for the reader to attempt to generate
all, or at least the remaining, structures for C↓6H↓8.  The number
of solutions is presented in a subsequent section.  If the algorithm
as outlined in Figure 2 is followed, it is suggested that the initial
superatom partitions in Table II be examined carefully.  These partitions
yield some indication of the
types of structures which will result from each partition.  For
example, partition 4, C↓3U↓3 in a single superatompot,
plus three carbons in the remaining pot, should yield all structures
containing a three-membered ring possessing two double bonds or a
triple bond.  As there are only two free valences, the remaining
atoms can be in a single chain (as a propyl or iso-propyl radical)
or as a methyl and an ethyl group, but not as three methyl groups.

.GRAF Completeness and Irredundancy. Although a mathematical proof
of the completeness and irredundancy of the method exists (15),
there is no guarantee that the implementation of the algorithm in a
computer program maintains these desired characteristics. Confidence
in the completeness and irredundancy of a program of this complexity
can be engendered in the following ways:
.BEGIN INDENT 6
1) Verification of the program's performance by another, completely
independent approach. An independent method has been developed
which enumerates, but does not construct all isomers of compositions
containing C,H,N, and O (18).
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
18) L. Masinter, Enumeration of Graphs of Molecules; in preparation.
.END;
.⊃;
It is interesting that the program for simple counting of the
solutions is significantly slower than construction of all of the
solutions, despite some effort to improve the efficiency of the
former program. Thus, due to limitations of computer time, we have
been limited to compositions containing only 5 or fewer non-hydrogen
atoms. For these cases, however, the numbers of isomers obtained by
both programs agree.

2)  Testing by manual generation of structures.  Several
chemists, all without knowledge of the algorithm described above, have
been given several test cases, including C↓6U↓3, from which structures
were generated by hand.  Familiarity with chemistry is no guarantee of
success, as evidenced by the performance of three chemists for the
superficially simple case of C↓6U↓3 (C↓6H↓8, Table V).
.BEGIN TABLE V,|Performance of Three↑* Chemists in Manual Generation
of Isomers of C↓6H↓8 (C↓6U↓3). There are 159 Isomers.|;

                Number Generated            Type of Error

Chemist 1            161              4 duplicates; 4 omissions;
                                      2 with 7 carbon atoms.

Chemist 2            168              16 duplicates; 7 omissions

Chemist 3            160              2 duplicates; 1 omission

*  One PhD and two graduate students.
--------------------------------------------------------------------
.END
This example indicates that for more than very trivial cases, it is
extremely difficult to avoid duplicates (tricyclics, for example, are
difficult to visualize when testing for duplicates) and omissions.
Omissions appear to result from both carelessness and forgetting
ring systems that are implausible or unfamiliar.  The program seems
better at testing the chemist than vice versa.
In every instance of manual structure generation, no one has
been able to construct a legal structure that the program failed to
construct.  No one has been able to detect an instance of duplication
by the program.  This performance builds some confidence, but manual
verification of more complicated cases is extremely tedious and
difficult.  Isomers for many empirical formulae have been generated,
and some results are tabulated in Table VI.
The choice of examples has been motivated by a desire to test
all parts of the program where errors may exist while keeping the
number of isomers small enough to allow verification.  In
this manner all obvious sources of error have been checked, for
example, construction of loops on loops, multiple types of atoms of
the same valence (e.g. Cl, Br, I) and partitions containing atoms of
several different valences including penta- and hexavalent atoms.

3)  Varying the order of generation.  The structure of the
program permits additional tests by doing some operations in a
different order.  For example, one variation allowed is to leave
hydrogens associated with the atoms in each partition rather than
to strip them away initially and place them on the remaining free
valences in the last step.  Each such test has resulted in the same
set of isomers.

4) Using Polya enumeration (6) at the various labelling steps of the
procedure to verify the correctness of sub-parts of the program.
Using various combinatorial formulae, one can insure that the results
of at least parts of the program are consistant with independant
calculations.  This approach was used extensively in the development
of the labelling algorithm.
.END
In summary, the verification procedures utilized have all
indicated absence of errors in the computer implementation of the
algorithm.  Also, there is no clear reason why generation of larger
sets of isomers should not also proceed correctly.  The final verdict
however, must await development of new mathematical tools for
verification by enumeration (see above) or an alternative algorithm.
.BEGIN TABLE VI,The Number of Isomers for Several Empirical Formulae

Empirical       Example       Number of Isomers    Manually Verified?
 Formula        Compound

   C↓6H↓6        benzene              217                     yes

   C↓6H↓8        1,3-cyclohexadiene   159                     yes

   C↓6H↓1↓0       cyclohexene           77                     yes

   C↓6H↓1↓2       cyclohexane           25                     yes

   C↓6H↓1↓4       hexane                 5                     yes

   C↓6H↓6O       phenol              2237

   C↓6H↓1↓0O      cyclohexanone        747                     no

   C↓6H↓1↓2O      2-hexanone           211                     yes

   C↓3H↓4N↓2      pyrazole             155                     no

   C↓3H↓6N↓2      2-pyrazoline         136                     yes

   C↓3H↓8N↓2      tetrahydropyrazole    62                     no

   C↓3H↓1↓0N↓2      propylenediamine     14                     yes

   C↓4H↓9P↓1       (pentavalent P)     110                     no
--------------------------------------------------------------------
.END
.GRAF Constraints.
The structure generator is designed to produce a list of
all possible graph connectivity isomers (Appendix B).  This list contains
many structures whose existence seems unlikely based on present
chemical knowledge.  In addition, the program may be called on to
generate possible structures for an unknown in the presence of a body
of data on the unknown which specify various features, (e.g.,
functional groups) of the molecule.  In such instances mechanisms are
required for constraining the generator to produce only structures
conforming to specified rules.  The implementation of the acyclic
generator possessed such a mechanism in the form of GOODLIST (desired
features) and BADLIST (unwanted features) (3) which could be utilized
during the course of structure generation.

The cyclic generator is less tractable.  As in prospective
avoidance of duplicate structures, it is important that unwanted
structures, or portions thereof, be filtered out as early in the
generation process as possible.  It is relatively easy to specify
certain general types of constraints in chemical terms, for example, the
number of each of various types of rings or ring systems in the final
structure, ring fusions, functional groups, sub-structures and so
forth.  It is not always so easy to devise an efficient scheme for
utilizing a constraint in the algorithm, however.  As seen in the
above example (Fig. 2) the expanded superatom partition results in
what would be viewed by the chemist as several very different ring
systems.

The design of the program facilitates some types of constraints.
For example, the program may be entered at the level of combining
superatoms to generate structures from a set of known sub-structures.
If additional atoms are present in an unknown configuration, they can
be treated as a separate generation problem, the results of which are
finally combined in all ways with the known superatoms.  This
approach will not form additional two-connected structures, however.
Constraints which disallow an entire partition may be easily included.
For example, it is possible to generate only open chain isomers by
"turning off" the appropriate initial superatom partition.

Much additional work remains, however, before a reasonably
complete set of constraints can be included.  The implementation of
each type of constraint must be examined and tested in detail to
ensure that the generator remains thorough and irredundant.
.HD CONCLUSIONS
     The boundaries, scope and limitations of chemical structure can
now be specified.
.HD ACKNOWLEDGEMENTS
We wish to express our thanks to Professor Harold Brown, (currently at
Ohio State University) who provided valuable assistance in the formulation
of the mathematical principles underlying the structure generator.
.NEXT PAGE
.SPACE1
.HD Appendix A.  Equivalence Classes and Finite Permutation Groups.
Two members of a set of possible isomers may be defined to be
equivalent if a specified transformation of one member causes it to
be superimposable upon another member of the set.  For example, there
are fifteen possible ways of attaching two chlorine and four hydrogen
atoms to a benzene ring (Chart III).
.BEGIN NOFILL
-----------------------------------------------------------------
Chart III
.group skip 30
-----------------------------------------------------------------
.END
If rotations by multiples of 60 degrees are specified as allowed
transformations, the fifteen structures fall logically into three
classes, termed "equivalence classes" (Scheme 4).  Within each
equivalence class structures may be made superimposable by the
rotational transformation.  If one element (in this case a molecular
structure) is chosen from each equivalence class, the complete set of
possible structures is determined, without duplication.  It is the
task of the labelling algorithm to produce one and only one graph
labelling corresponding to one member of each equivalence class.

The set of transformations which define an equivalence class is
termed a "finite permutation group."  This permutation group may be
calculated based on the symmetry properties of a graph (or chemical
structure in the example of Scheme 4).  This calculation provides
the mechanism for prospective avoidance of duplication.  These
procedures are described more fully in the accompanying paper (13).
.NEXT PAGE
.HD Appendix B.  Isomerism and Symmetry.
Appendix A introduced the concept of equivalence classes and
finite permutation groups.  The selection of transformation (Appendix A)
directs the calculation of the permutation group and thus defines the
equivalence classes.  Different types of transformation may be
allowed depending on the symmetry properties  of the class of isomers
considered.  This Appendix discusses several of the possible types of
isomerism, most of which are familiar to chemists.  The reader seeking
a more thorough discussion of some types of isomerism discussed below is
referred to an exposition of molecular symmetry in the context of
chemistry and mathematics (19).
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
19)  I. Ugi, D. Marquarding, H. Klusacek, G. Gokel, and P. Gillespie,
λAngew. Chem. internat. Edit.β, α9β, 703 (1970).
.END;
.⊃;

Isomers are most often defined as chemical structures possessing
the same empirical formula.  Different concepts of symmetry give rise
to different classes of isomers, some of which  are described below.

.GRAF Permutational Isomers.
Permutational isomers are isomers which have
in common the same skeleton and set of ligands.  They differ in the
distribution of ligands about the skeleton.  Gillespie et al. (20)
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
20)  P. Gillespie, P. Hoffman, H. Klusacek, D. Marquarding, S.
Pfohl, F. Ramirez, E. A. Tsolis, and I. Ugi, λAngew. Chem.β
λinternat. Edit.β, α10β, 687 (1971).
.END;
.⊃;
and Klemperer (21)
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
.NOFILL

21) a)  W. G. Klemperer, λJ. Amer. Chem. Soc.β, α94β, 6940 (1972);
    b)  W. G. Klemperer, λibidβ, p. 8360.
.END;
.⊃;
have used the concept of permutational isomers to
probe into unimolecular rearrangement or isomerization reactions.

.GRAF Stereoisomers.
Ugi et al. (19) have defined the "chemical constitution" of
an atom to be its bonds and bonded neighbors.  Those permutational
isomers which differ only by permutations of ligands at constitutionally
equivalent positions form the class of stereoisomers.

.GRAF Isomers Under Rigid Molecular Symmetry.
If one conceives of molecular
structures as having rigid skeletons, the physical rotational (three dimensional)
symmetries and transformations may be readily defined.  Each transformation
causes each atom (and bond) to occupy the position of another or same
atom (and bond) so that the rotated structure can physically occupy its
former position and at the same time be indistinguishable from it in any
way.  This is the most familiar form of symmetry.  Under this type of symmetry
conformers are distinguishable and belong in distinct equivalence
classes.  Every transformation is orthogonal and preserves bond angles
and bond lengths as well as maintaining true chirality.

If one allows other orthogonal transformations that alter chiral
properties of structures, equivalence classes result that treat both
the left-handed and right-handed forms of chiral molecules to be the
"same".  Thus a "mirror image" transformation when suitably defined permits
the left-handed form to exactly superimpose the right-handed form and
vice-versa.

.GRAF Isomers Under Total Molecular Symmetry.
If in addition to the above
mentioned rigid molecular transformations one recognizes the flexional
movements of a nonrigid skeleton, a dynamic symmetry group may be
defined.  Under this definition, different conformers now are grouped
together.  Thus the "chair" and "boat" conformations of cyclohexane
belong to the same equivalence class under dynamic symmetry.  The
permutation group of skeletal flexibility is computable separately and
independently of rigid molecular symmetry.  One can then view total
molecular symmetry as the product of the two finite permutation
groups.

.GRAF Isomers Under Connectivity Symmetry.
The concept of connectivity
symmetry was introduced previously (METHOD section).  Every
permutation of atoms and bonds onto themselves is a symmetry
transformation for connectivity symmetry if,
.BEGIN INDENT 6,6
a) each atom is mapped into another of like species, e.g., N to N,
C to C, O to O, and

b) for every pair of atoms, the connectivity (none, single,
double , triple, ...) is preserved in the mapping, i.e. the
the connectivity of the two atoms is identical to the
connectivity of the atoms they are mapped into.
.END
One can readily recognize that transformations as defined
automatically preserve the valence and bond distribution of every
atom.  It is very probable that readers accustomed to three
dimensional rotational and reflectional symmetries will tend to equate
them with the symmetries of connectivity.  It is emphasized again that
connectivity symmetry does not consider bond lengths or bond angles,
and it includes certain transformations that are conceivable but have
no physical interpretation save that of permuting the atoms and bonds.
.NEXT PAGE
.HD Appendix C
.GRAF Superatom ParAtitions.
The first step is to replace the hydrogen
count with the degree of unsaturation.  The number of unsaturations
(rings plus double bonds) is determined from the empirical formula
in the normal way, as given in equation 1.
.BEGIN NOFILL
     U = 1/2 (2+↑n&↓[i=1]&∃(i-2)a↓i)→(1)

     U = unsaturation
     i = valence
     n = maximum valence in composition
     a↓i= number of atoms with valence i
.END
If the unsaturation count is zero, the formula is passed immediately
to the acyclic generator.  Specifying the unsaturations as U's, the
example C↓6H↓8 becomes C↓6U↓3  (hydrogen atoms are omitted by convention).

There are several rules which are used during the partitioning
scheme, as follows:
.BEGIN INDENT 0,5
I.  The resulting formula is stripped of other univalent atoms
(e.g., chlorine) as such atoms cannot be part of two-connected
ring-superatoms.  These univalent atoms are relegated to the pot
of remaining atoms.

II.  The remaining pot in a given partition (those atoms not allocated
to superatompots) can contain NO unsaturations.  Thus ALL rings and/or
double bonds will be generated from the superatompots.

III.  It follows that every superatompot in the partition must
contain at least two atoms of valence two or higher plus at least
one unsaturation. If there are no unsaturations then no rings could
be built. In addition, an unsaturation cannot be placed on a single
atom.  This rule defines the minimum number of atoms and
unsaturations in a superatompot.

IV.  The maximum number of unsaturations in a superatompot is
given by Equation 2.  Superatoms must possess at least one free
valence (12), so that superatompots with no free valences,
e.g., O↓2U↓1 or C↓2U↓3, are not allowed, unless the superatompot
contains all atoms in the emperical formula (since no univalents,
and thus no hydrogens, are allowed in a superatompot, this is
indeed a rare occurance.)
.BEGIN NOFILL
     U↓[max]= 1/2 (↑n&↓[i=3]&∃(i-2)a↓i)→(2)
 

     U↓[max]= maximum unsaturation of a superatompot
     i   = valence
     a↓i  = number of atoms with valence i
.END
V.  The maximum number of superatompots for a given formula
is defined by equation 3.
.BEGIN NOFILL
     S↓[max]= 1/2↑n&↓[i=2]&∃a↓i→(3)

     n   = maximum valence in composition
     S↓[max]= maximum number of superatompots in a superatom partition

     note:  the summation is over all atoms of valence >2;
            univalents are not considered.
.END
.END
Rules I-V define the allowed partitions of a group of atoms into
superatompots.  These rules do not, however, prevent generation of
equivalent partitions, which would eventually result in duplicate
structures.  Defining a canonical ordering scheme to govern partitioning
prevents equivalent partitions. One such canonical ordering is as
follows:

.GRAF Canonical Ordering for Partitioning.
.BEGIN INDENT 6,6
a.  Partition in order of increasing number of superatompots.

b.  For each entry in each part of (a), partition in order
of decreasing size of superatompot by allocation of atoms one at a
time to the remaining pot.

c.  Each individual partition containing two or more
superatompots must be in order of equal or decreasing size of the
superatompot.  In other words, the number of atoms and unsaturations
in superatompot n+1 must be equal to or less than the number in
superatompart n.  The program notes the equality of superatompots in
a partition to avoid repetition.
.END
The application of rules I-V is best illustrated through
reference to the example of C↓6U↓3.  The maximum number of superatompots
for this example is three (Equation 3).  There is one way to partition
C↓6U↓3 into one superatompot with no remaining pot, partition 1,
Table II.  Subsequent assignment of carbon atoms one at a time to the
remaining pot results in partitions 2-4, Table II.  The next
partition following the sequence 1-4 would be C↓2U↓3 with C↓4 assigned
to the remaining pot.  This partition is forbidden as C↓2U↓3 has no free
valences.  The three ways to partition C↓6U↓3 into two superatompots
are indicated along with the corresponding partitions following
assignment of atoms to the remaining pot, as partitions 5-10, Table II.
There is only one unique way of
partitioning C↓6U↓3 into three superatompots, partition 11, Table II.

.GRAF Calculation of Free Valence.
The expression for the free valence
of a superatompot is given by equation 4.
.BEGIN NOFILL
     FV = (2 +↑n&↓[i=3]&∃(i-2)a↓i)-2U→(4)

     U = unsaturation of superatompot
     i = valence
     n = maximum valence in composition
     a↓i= number of atoms with valence i
     FV = free valence
.END
.GRAF Partitioning of Free Valence.
Because ring-superatoms are two-connected
structures two valences of each atom of a superatompot must be used
to connect the atom to the ring-superatom.  Thus no free valences can
be assigned to bivalent nodes in the valence list, a maximum of one to
each trivalent, a maximum of two to each tetravalent, and so forth.
The example (Fig. 2) is further simplified in that there are only
tetravalent nodes in the valence list.  Inclusion of trivalent nodes
(e.g., nitrogen atoms) merely extends the number of possible
partitions.  The free valences are partitioned among the tetravalent
nodes in all ways, as illustrated in Figure 2.  It is important to
note that removal of atom names makes all n-valent (n=2 or 3 or ...)
nodes in the valence list equivalent at this stage.  Thus the
partitions (of eight free valences among six tetravalent nodes)
222200, 222020, 222002, ......, 002222 are all equivalent.  Only one
of these partitions is considered to avoid eventual duplication of
structures.

.GRAF Calculation of Loops.
There are several rules which must be followed in consideration
of loop assignment to ring-superatoms.  The minimum (MINLOOPS) and
maximum (MAXLOOPS) numbers of loops for a given valence list are
designated by equations 5 and 6.
.BEGIN NOFILL
     MINLOOPS = max{0 ,a↓2 + ↑1&↓2&-(2j↓[max]-↑n&↓[i=2]&∃ja↓j)}→(5)

     MAXLOOPS = min{a↓2, ↑n&↓[j=4]&∃(↑[j-2]&↓[ 2 ]&[---]a↓j}→(6)

     MINLOOPS = minimum number of loops.
     MAXLOOPS = maximum number of loops.
           a↓2 = number of secondary nodes in degree list.
        j↓[max]  = degree of highest degree item in degree list.
            j = degree.
            n = highest degree in list.
           a↓j = number of nodes with degree j.

.END
The form of the equations results from the following considerations:
.BEGIN INDENT 6,6
1)  Only secondary nodes may be assigned to loops.  Nodes of
higher degree will always be in the non-loop portion
of the ring-superatom.

2)  A loop, by definition, must be attached by two bonds to a
single node in
the resulting ring-superatom.  The loop cannot be attached through the free
valences.  Thus the degree list must possess a
sufficient number of quaternary or higher degree nodes to support the
loop(s).

3)  Each loop must have at least one secondary node, which is the
reason MAXLOOPS is restricted to be at most the number of secondary
nodes in the degree list (Equation 6).

4)  There must be available one unsaturation for each loop (this
is implicit in the calculation of MINLOOPS and MAXLOOPS) as each
loop effectively forms a new ring.
.END
.GRAF Partitioning of Secondary Nodes among Loops/Non-Loops.
For each of the possible numbers of
loops (0,1, ...) the secondary nodes are removed from the degree list
and partitioned among the loops, remembering that the loops are at
present indistinguishable and each loop must receive at least one
secondary node.  In the example (Fig. 2), starting with the degree
list (4,0,2), there are three ways of partitioning the four secondary
nodes among two loops and the remaining non-looped portion.  Removal
of the four secondary nodes from the degree list and assignment of
two, three or four of them to two loops results in the list specified
in Figure 2 as the "reduced degree list".  Specification of two loops
transforms the two quaternary nodes in the degree list into two
secondary nodes.  This results from the fact that two valences of a
quaternary or higher degree node must be used to support each loop.
These are "special" secondary (or higher, for atoms with valence > 4)
nodes, however, as these particular
nodes will have loops attached as the structure
is built up.  Thus, in the example, any secondary nodes which are
found in the reduced degree list will have a loop attached in a
subsequent step.  The degree list (4,0,2) thus becomes the reduced
degree list (2,0,0) in the partition specifying two loops (Fig. 2).
Similarly, the partition of one loop for the degree list (3,2,1)
results in a reduced degree list of (1,2,0) with the three original
secondary nodes partitioned among loop and non-loop portions (Figure 2).

If, after the first, second, ... nth loop partition, there
remain one or more quaternary or higher degree nodes in the reduced
degree list, the list must be tested again for the possibility of
additional loops.  Each loop partition will result in an additional set of
structures.  The second pass will yield those structures possessing
loops on loops, and so forth.  One such superatom which would be
generated in this manner from a composition of (at least) C↓6U↓5 is 15.
.BEGIN NOFILL

          C=C=C=C=C=C
	     α15β
.END

.GRAF Partitioning of Non-Loop Secondary Nodes Among Edges.
The secondary nodes
which were not assigned to loops ("non-looped secondary nodes") are
partitioned among the edges of the graphs after labelling with
loops. Loops are not counted as edges.  There are,
for example, five ways to partition four non-loop secondary nodes
among the edges of the vertex-graph possessing two quaternary nodes
(Fig. 2).

.GRAF Partitioning of Loop Secondary Nodes among Loops.
This partitioning step
is carried out assuming indistinguisability of the loops.  Each loop must
recieve at least one secondary node, which limits the number of possible
partitions.  Results are presented in Figure 2.
.NEXT PAGE
.HD Appendix D - Acyclic generator
A method of construction of structures similar to the generation
of acyclic molecules is utilized to join multiple ring-superatoms and
remaining atoms.  The DENDRAL algorithm for construction
of acyclic molecules (3,10a,24)
.SEND FOOT ⊂ 
.BEGIN SPACE1; INDENT 0,0;
24) See
B. G. Buchanan, A. M. Duffield, and A. V. Robertson, in
"Mass spectrometry, Techniques and Applications," G. W. A. Milne,
ed., John Wiley and Sons, Inc., 1971, p. 121.
.END;
.⊃;
relied on the existence of a unique central atom (or bond) to every
molecule.  The present acyclic generator uses the same idea.  The
present algorithm, though simpler in not having to to treat
interconnection of atoms or ring-superatoms through multiple bonds,
is more complex because of the necessity to deal with the symmetries
of the ring-superatoms.
.HD D1. Method for the case with even number of total atoms.
The superatom partition C↓2U↓2/C↓2U↓1/-/C↓2 (partition 7, Table II
and Figure 2) will be used here to illustrate this procedure.  The
superatompots C↓2U↓2 and C↓2U↓1 have exactly one possible ring-superatom for
each (see Table VII).
.BEGIN TABLE VII
     Superatompot        Superatom

       C↓2U↓2                -C≡≡C-
 
       C↓2U↓1                >C==C<

--------------------------------------------------------------------
.END
Thus acyclic structures are to be built with -C≡≡C- , >C==C< and
two C's.

There are an even number of atoms and ring-superatoms.  The structures
to be generated fall into two categories: (a) those with bond centroid;
(b) those with an atom centroid.
.HD |Category A.  BOND CENTROID (see Fig. 3)|;
.HD |Step 1.  Partition into Two Parts.|;
The atoms and ring-superatoms in the list of superatoms are partitioned
into two parts, with
each part having exactly half the total number of items.  Each atom or
ring-superatom is a single item.  Each part has to satisfy equation 7,
called the Restriction on Univalents.
.BEGIN NOFILL

αRestriction on Univalents:β
              1+↑n&↓[i=1]&∃(i-2) a↓i≥ 0→(7)

     i = valence.
    a↓i = number of atoms or superatoms of valence i.
     n = maximum valence in composition.
.END
There are two ways of partitioning the four items into two
parts (Fig. 3).  The restriction on univalents is satisfied in
each case.  The restriction will
disallow certain partitions that have "too many" univalents other
than hydrogens and therefore is essential only in partitioning
compositions that contain any number of non-hydrogen univalents.
.HD |Step 2. Construct Radicals from Each Part.|
Using a procedure described in Section D3, radicals are
constructed from each part in each partition.
The result of application of this procedure to the example as shown in Table VIII.

.BEGIN TABLE VIII, Radicals Constructable from Given Parts

     Part	     |	      Radicals
---------------------+------------------------------

   -C≡≡C- , >C==C<   ->     -C≡≡C-CH=CH2

			    -CH=CH-C≡≡CH

			    -C-C≡CH
			     "
			     CH2

---------------------+------------------------------

    C2		     ->     -CH2-CH3

---------------------+------------------------------

   -C≡≡C- , C	     ->	    -C≡≡C-CH3

			    -CH2-C≡≡CH

---------------------+------------------------------

   >C==C< , C	     ->	    -CH==CH-CH3

			    -C-CH3
			     "
			     CH2


			    -CH2-CH==CH2
--------------------------------------------------------------------
.END
.HD |Step 3.  Form Molecules From Radicals.|
The radicals are combined in unique pairs, within each initial
partition. Each pair gives rise to a unique molecule, for each of
which the centroid is a bond.  There are nine such molecules
for the example chosen (Fig. 3).
.HD |Category B.  ATOM CENTROID (see Fig. 4).|
.HD |Step 1.  Selection of Centroid.|
One must consider every unique atom or ring-superatom that has
a free valence of three or higher as an atom centroid.  In the
example, of three candidates available:  -C≡≡C- , >C==C< and C,
the first is not chosen for it has a free valence of only two.
.HD |Step 2.  Partition the Rest of the Atoms.|
The atom or ring-superatom chosen for the center is removed from the set
and the rest are partitioned into a number of parts less than or
equal to the valence of the central atom.  Each part must have less than
half the total number of items being partitioned (again a
ring-superatom is a single item).  Each part must satisfy the
restriction on univalents (equation 7).

Thus, for the case where a carbon is the center, from one to four
partitions are generated with the condition that each part has at most
1 atom (the number of atoms is ≤(4-1)/2).  No valid partitions are possible for
one, two or four parts.  There is exactly one partition for three
parts, i.e., one in each.  The partitions are shown in Figure 4.
.HD |Step 3.  Construct Radicals.|
Once again, using the procedure described in Section D3,
radicals are constructed for each part in each partition.  For example,
the partition -C≡≡C- gives rise to exactly one possible radical -C≡≡CH (Fig. 4).
.HD |Step 4.  Combine Radicals.|
Although in the example shown every part generates only one
radical, in the general case there will be many radicals for each
part.  If so, the radicals must be combined to give all unique
combinations of radicals within each part.
.HD |Step 5.  Form Molecules from Central Atom and Radicals.|
If the central atom is not a ring-superatom but is a simple atom, then
each combination of radicals derived in Step 4 defines a single
molecule that is unique.  Thus for example when C is chosen as the
centroid, step 4 gives one combination of radicals which determines
a single molecule when connected to the central C (see Figure 4).

If the central atom is a ring-superatom and the valences of the
ring-superatom are not identical then different ways of distributing
the radicals around the center may yield different molecules.
Labelling of the free valences of the central ring-superatom with
radicals treated as labels (supplemented with adequate number of
hydrogens to make up the total free valence of the ring-superatom)
generates a complete and irredundant list of molecules.  Thus >C==C<
is labelled with the label set:
.BEGIN NOFILL
      one of -C≡≡CH , two of -CH3 , and one of -H.
.END
There are two unique labellings as shown in Figure 4.
.HD |D2. Method for odd number of total atoms.|
With an odd number of total atoms, no structures can be generated
with a bond centroid.  Only atom centroid is possible.
However, it is possible for structures to be built with
a bivalent atom at the centroid.  Thus the procedure outlined in Category
B above is followed, in this case also allowing a bivalent atom
as the centroid.
.HD |D3. Construction of Radicals|
The goal of this procedure is to generate all radicals from
a list of atoms and ring-superatoms.  A radical is defined to be an atom
or superatom with a single free valence.  When a composition of
atoms and ring-superatoms is presented, from which
radicals are to be constructed, two special cases are recognized.
.HD |Special Case 1.  Only One Atom in Composition.|
When only one atom which is not a ring-superatom is in the list,
only one radical is possible.  For example, with one C, the
radical -CH3 is the only possibility.
.HD |Case 2.  Only One Ring-superatom in Composition.|
In this case, depending upon the symmetry of the ring-superatom,
several radicals may be possible.  This is determined by labelling the
free valences of the ring-superatom with one label of a special type, a
"radical-valence".

.BEGIN NOFILL GROUP
Example:  A composition consists of one ring-superatom, α16.β

                                      C-
                                     /"
                                 >C<  "
                                     \"
                                      C-

                                   α16β
.END
Two radicals result from labelling with one radical valence.
.BEGIN NOFILL GROUP

                  CH                  C-
                 /"                  /"
            -CH<  "             CH2<  "
                 \"                  \"
                  CH                  CH


                α17                 18β
.END
.HD |GENERAL CASE|
Radicals have uniquely defined centroids as well(10a,24). The centroid is always
an atom of valence two or higher. The steps for construction of
radicals are as follows.
.HD |Step 1.  Selection of Atom Centroid.|
Any bivalent or higher valent atom or ring-superatom is a valid
candidate to be the centroid of a radical.  Thus, for example, for the
composition -C≡C-, >C=C< (see part 1 in Figure 3) both are valid
centroids (Figure 5).
.HD |Step 2.  Partition the Rest of the Atoms.|
The atom chosen for the centroid is removed from the
composition. One of the valences of the centroid is to remain
free.  Therefore, the rest of the atoms in the composition are
partitioned into less than or equal to (valence of centroid - 1)
parts.  Of course, each part should satisfy the restriction on
univalents (equation 7) but for constructing radicals there is no
restriction on the size of the parts.
.HD |Step 3.  Form Radicals from Each Part.|
The procedure to construct radicals is freshly invoked on each part
thus constructing radicals.  Each part in Figure 5 gives rise to only
one radical, each arising from special case 2.
.HD |Step 4.  Combine Radicals in Each Part.|
For the example in Figure 5, each part yields only one radical.  In
a more general situation, where the rest of the composition after
selection of a centroid, is partitioned into several parts, and where
each part yields several radicals, the radicals are combined to
determine all unique combinations of radicals.
.HD |Step 5.  Label Central Atom with Radicals.|
If the center is an atom (not a ring-superatom) then each unique
combination defines a single unique radical.

If the center is a ring-superatom, the radicals are determined by
labelling the center with a set of labels which includes;I) the radicals;
ii) a leading radical-valence; iii) an adequate number of hydrogens
to make up the remaining free valences of the ring-superatom.  One selection of
center gives one radical and the other gives two more, to complete
a list of three radicals for the example chosen (Fig. 5).
.HD Summary
For the example chosen to illustrate the operation of the
acyclic generator, twelve isomers are generated, nine shown in Figure
3 and three shown in Figure 4.