1. Introduction
After Sir Rowan Hamilton introduced quaternions, his friend Graves came up with a new algebraic system in 1843. He called them octonions [
1]. Graves shared his discovery with Hamilton in a letter written in December 1843. Around the same time, Cayley independently discovered the same structure. Later, this structure became known as the Cayley numbers or Cayley algebra, and Cayley published a detailed paper about it [
2]. Hamilton later admitted that Graves had both discovered and named the system before Cayley.
Today, the terms “generalized octonions” and “Cayley numbers” are often used to mean the same thing. In physics, octonions have mostly been used in theoretical ideas. For example, in the 1970s, some researchers tried to model quarks using octonionic Hilbert spaces. It is also known that octonions are closely related to the idea that only four normed division algebras exist. This fact connects them to the possible dimensions of spacetime where supersymmetric quantum field theories can exist. Some researchers have even tried to explain the Standard Model of particle physics using octonions. In addition to physics, octonions have appeared in many other fields. These include black hole entropy, quantum information theory, string theory, and even image processing [
3,
4,
5].
The set of generalized octonions includes several types of number systems as special cases. By changing the parameters and, different types of octonions can be defined—as long as not all of these parameters are zero.
If 
 yields the 
real octonions [
6];
If 
 corresponds to the 
split octonions [
7];
If 
 defines the 
semi octonions [
8];
If 
 gives the 
split semi octonions [
9];
If 
 produces the 
quasi octonions [
10];
If 
 leads to the 
split quasi octonions [
11];
If 
 results in the 
para octonions [
12].
      Numerous studies in the literature have explored these various types of octonions, including works such as [
13,
14,
15,
16,
17,
18,
19,
20]. Generalized octonions are also termed three-parameter generalized octonions (3PGO). In [
21] a classification is made based on the inner product and vector components, and the polar forms of light-like generalized octonions are derived. Furthermore, matrix representations of generalized octonions are introduced, and several properties of these representations are established. In addition, the powers and roots of the matrix representations are presented.
The frame fields and curvatures of curves in n-dimensional Euclidean and Minkowski spaces are calculated using the Frenet–Serret frame and its associated formulas [
22]. Bharathi and Nagaraj [
23] utilized spatial quaternions and quaternions to study the differential geometry of curves in 4-dimensional Euclidean space. Then, Çöken and Tuna [
24] obtained the characterizations of non-null semi-quaternionic curves in 3- and 4-dimensional Minkowski spaces. Dağdeviren and Yüce  [
25] performed analogous calculations for dual quaternionic curves in 3- and 4-dimensional Galilean spaces. In addition, Akbıyık [
26] obtained the characterizations of non-null hybrid curves. The characterizations of null hybrid curves were presented by Alo [
27]. The frame fields obtained in these studies coincide with the Frenet–Serret frames due to the algebraic and geometric structure of 3- and 4-dimensional spaces. In their work, Bektaş and Yüce [
28] investigated the characterizations of spatial octonionic and octonionic curves. However, a significant algebraic difference between quaternions and octonions is that while quaternions form an associative algebra, octonions do not. Moreover, whereas two vectors in the spatial quaternion space possess only one orthogonal vector, in the spatial octonion space, two vectors may have multiple orthogonal vectors. As a result, certain differences emerge in the computation of the frame fields of octonionic curves.
The geometric properties of spatial (pure) octonionic curves in Euclidean spaces were investigated by Ohashi [
29,
30,
31,
32]. In these studies, a novel moving frame, called the 
-frame, was introduced for spatial octonionic curves. The corresponding derivative formulas were derived, and their connection to the classical Frenet frame was established. Non-null split octonionic curves were studied by Alo and Akbıyık in [
33], where they constructed a 
-frame along non-null spatial split octonionic curves. They derived the corresponding derivative formulas and established the relation between the elements of the 
-frame and those of the classical Frenet–Serret frame. Since the computation of Serret–Frenet formulas in 7- and 8-dimensional spaces involves higher-order derivatives, it can lead to memory-related problems in software environments such as MATLAB. The 
-frame offers lower-order derivative formulations as an alternative to the higher-order classical Frenet–Serret formulas.
This paper is structured as follows. In 
Section 2, we present the inner product 
 and the vector product ▴ in the Euclidean space 
. Based on these structures, we recall the generalized octonionic product× and the associated inner product 
 in the space of generalized octonions, denoted by 
. We also present several fundamental properties of these operations. In 
Section 3, we define spatial generalized octonionic curves and construct a moving frame, referred to as the 
-frame, for non-null spatial generalized octonionic curves. Furthermore, we derive the differential equations associated with this frame. In addition to these, we give a relation between the 
-frame and the standard orthonormal basis of spatial generalized octonions. In 
Section 4, we discuss the 
-invariants and establish the correspondence between the elements of the 
-frame and those of the classical Frenet–Serret frame. Finally, in 
Section 5, we provide an explicit example of a unit spatial generalized octonionic curve. We compute its 
-frame and associated 
-invariants numerically using MATLAB 2023b. 
Appendix A includes the MATLAB 2023b codes utilized for performing the computations and illustrative example discussed in the main text.
This work makes two main contributions. First, it extends the concept of the -frame to the setting of spatial generalized octonionic curves. Second, it establishes explicit relations between the new invariants and the classical Frenet–Serret frame, offering computational advantages through lower-order derivative formulations.
  2. Preliminaries
In this section, we recall some fundamental properties of generalized octonions, following the exposition in [
21]. Let 
 and 
 be two arbitrary 7-tuples in 
, written as follows:
      A real-valued function 
 is defined as follows: 
      where 
 are real numbers not simultaneously zero. This function defines a non-degenerate inner product on 
. If 
, then 
 is positive definite. Let 
 be a standard basis for 
. The vector product is defined according to 
Table 1.
The vector product of 
 can be expressed as follows:
      Equivalently, as follows:
The vector product defined with 
Table 1 satisfies the following fundamental properties:
- i.
 ,
- ii.
 ,
- iii.
 ,
- iv.
 ,
- v.
 
Let 
 denote the space of generalized octonions, equipped with the basis 
 Then, every 
 can be expressed uniquely in the following form:
 is the scalar part and 
 the vector part of 
R. The operations of addition and scalar multiplication in 
 are defined as follows:
      and
      The product of two generalized octonions is given in 
Table 2.
Using this table, the generalized octonionic product of 
 and 
 is defined as follows:
      The product of two generalized octonions 
R and 
S can be expressed in the following form:
      where 
 represents the vector product and 
 denotes the inner product in 
. Although the multiplication of generalized octonions is neither commutative nor associative, it satisfies the property of alternativity, i.e., the following identities hold
For every generalized octonion 
R, the conjugate of 
R, denoted by 
 is defined as follows:
      The conjugate operator satisfies the following properties:
- i.
 ,
- ii.
 ,
- iii.
 .
      The 
-valued symmetric bilinear form 
 is defined as follows:
      or
      The scalar product defined on 
 possesses the following properties for all 
:
- i.
 ,
- ii.
 - iii.
 
A generalized octonion R is classified as space-like, time-like, or null depending on the sign of 
; that is, if 
, 
R is space-like; if 
, 
R is time-like; and if 
, 
R is null. We define 
 as the sign of 
R, where 
 for space-like 
R, and 
 for time-like 
R. The norm of R is defined as follows: 
      The norm satisfies the following properties:
- i.
 - ii.
 - iii.
 
Any generalized octonion can be written as 
, where 
 is the scalar part, and 
 is the vector part. The set is as follows:
      is referred to as the space of spatial generalized octonions, and its elements are called spatial generalized octonions. For any 
, the product 
 can be expressed as follows:
     In particular, if 
R and 
S are orthogonal spatial generalized octonions, then the scalar product vanishes, and the expression simplifies to the following:
      The inverse of the generalized octonion 
, provided that 
, is defined as follows:
      and it satisfies the following properties:
- i.
 - ii.
 - iii.
  and .
  3. G2-Frame Fields Along Spatial Generalized Octonionic Curves
In this section we construct the -frame and the derivative formulas associated with this frame. We present a relation between the  frame and the standard orthonormal basis of spatial generalized octonions. Let  and . A smooth map , given in the form  is called a spatial generalized octonionic curve.
Definition 1. Let  be a spatial generalized octonionic curve. If for every ,where , then the curve is said to be a unit-speed spatial generalized octonionic curve. Furthermore, the causal character of the curve is determined by the value of  as follows: If , the curve is called space-like,
If  the curve is called time-like
If  the curve is called null.
The causal character of a curve is determined by its classification as space-like, time-like, or null.
 Throughout this study, we consider only frames consisting entirely of non-null vectors.
Theorem 1. Let  be a smooth, unit-speed, non-null spatial generalized octonionic curve defined by  for  where the tangent vector is given by . Then the following properties hold:
- (i)
 The derivative  is orthogonal to , i.e., ,
- (ii)
 The product  belongs to the space of spatial generalized octonion .
 Proof.  Let 
 be a generalized non-null unit-speed octonionic curve. Its tangent vector is given by 
 and the conjugate of 
t is 
. It is straightforward to verify that 
. Assuming the generalized inner product satisfies 
, the following is written:
        Since 
 using Equation (
1) we find 
, which confirms the orthogonality and thus establishes the claim in part 
i.
Applying Equation (
1) along with the properties of conjugation in 
, we obtain the following:
        Therefore, 
 is a spatial generalized octonion. This completes the proof of part 
ii.    □
 Let 
t be a spatial generalized octonion. Define the unit spatial generalized octonion 
 and the non-negative scalar function 
 through the following relation:
      where
      denotes the first curvature. Using property (
i) of Theorem 1, we compute the following:
      which shows that 
 is orthogonal to 
t with respect to bilinear form 
h. Differentiating the orthogonality equation 
 with respect to the parameter s, we obtain the following equation:
      From Equation (
2), the following is written:
      Substituting this expression into Equation (
4), we obtain the following:
      Next, we define the second vector of the orthonormal frame by the following:
      By property (
) of Theorem 1, we conclude that 
 is a spatial generalized octonion, i.e., 
. Moreover, using the properties of the bilinear form 
h, we compute 
 and 
, which implies that the vectors 
 and 
 are mutually orthogonal spatial generalized octonions. Furthermore, the following identities hold:
Next, the unit spatial generalized octonion 
, which is orthogonal to 
t, 
, and 
, is defined by the following expression:
      where
      and 
. This construction ensures that 
 is orthogonal to the previously defined vectors. We then define the following elements of the frame as follows:
      Using the properties of vector product in the algebra of spatial generalized octonions, the following identities can be established:
      where 
 and 
 for 
, and 
 for 
. Moreover, the following relations hold:
      Thus, we obtain a complete orthonormal set 
 of spatial generalized octonions, for which a multiplication 
Table 3 can be constructed based on the identities above.
In addition, if we define a new set of basis elements, written as follows:
      where 
 then 
 forms a standard orthonormal basis for the algebra of generalized octonions with respect to the associated quadratic form. The multiplication rules for this orthonormal basis are presented in 
Table 4.
Furthermore, the multiplication rules for the standard orthonormal basis of spatial generalized octonions are presented in 
Table 5.
In particular, if we choose the following parameters:
      then, the multiplication 
Table 3, corresponding to the orthonormal basis 
, matches that of 
Table 5, which corresponds to the basis 
Moreover, if we consider the rescaled 
-frame, written as follows:
      then the corresponding multiplication rules can be presented into 
Table 6.
Finally, there exists a 
-valued function 
, where 
 is the authomorphism group of generalized octonions, written as follows:
      such that 
. The action of 
 induces a transition from the standard orthonormal basis to a moving frame, which is why it is commonly referred to as the 
-frame.
Theorem 2. Let  be a spatial generalized octonionic curve with curvature functions . The associated  frame field  along the curve β satisfies the system of differential equations given by the following:orwhereare curvature functions and the following:  Proof.  From Equation (
6), we find the following:
        Substituting Equation (
5) and 
 we find the following:
        Now, for 
 we write the following:
        From, the following:
        we find the following:
        We define the following:
        then by using the following:
        we find the following:
        From the following:
        defining 
, we obtain the following:
        From the following:
        defining 
 we obtain the following:
        From the following:
        we obtain the following:
   □
 Remark 1. Let β be a unit-speed spatial generalized octonionic curve, and let the following:denote its Frenet–Serret frame, where  and the following:with . For  the frame vectors and curvatures are defined by the following:andThen, the Frenet–Serret formulas in  takes the following form:or in matrix form, written as follows: Equation (29) is referred to as the Frenet–Serret formulas for a unit-speed spatial generalized octonionic curve. It is important to note that  and .    4. G2-Congruence and Relation Between G2 and Frenet–Serret Frames
In this section, we investigate the -congruence of curves. We present a relation between -frame vectors and Frenet–Serret frame vectors. Also, we calculate the -curvatures with respect to the Frenet–Serret curvatures.
Definition 2. Let β and  be two unit-speed spatial generalized octonionic curves sharing the same causal character. These curves are said to be -congruent if there exists an isometrywhere  denotes translation by the following:and , together with some parameter shift , such that we obtain the following:holds for all . Equivalently, this relation can be expressed as follows:whereand  is the coordinate representation of β.  Theorem 3. Let β be a unit-speed curve in the spatial generalized octonionic space , and let  be a curve -congruent to β. Then the functions  introduced in Theorem 2, associated with the curve β, remain invariant under the natural action of .
 Proof.  Let 
 and 
 denote the 
-frame fields associated with the curves 
 and 
, respectively. Let 
, where 
 is a translation and 
 such that the following is written:
        for all 
s in the domain of the curves, be an isometry. Then, the corresponding frame fields are related by the following:
        Since 
g preserve the inner product 
h, the following is calcualted:
        By analogous computations, one obtains the invariance of the remaining invariants:
   □
 Two curves are called parallel when their congruence is established exclusively through translation, with no rotational component involved. Consequently, the two curves differ by a constant vector and their coordinate functions coincide up to this translation.
Lemma 1. Let  be two spatial generalized octonionic curves. Then β and  are said to be parallel if their tangent vectors  and  are linearly dependent for all . Moreover, if  at some point , then  for all ; that is, the two curves coincide.
 Proof.  The result follows directly from the definitions of parallel curves and the velocity vector.    □
 Theorem 4. Let  be two unit-speed spatial generalized octonionic curves parametrized by the same arc-length. If their -invariants coincide, i.e., the following:for all , then β and  are -congruent.  Proof.  Let 
 and 
 denote the 
-frame fields along the unit-speed spatial generalized octonionic curves 
 and 
. Define the 
-valued functions 
 and 
 by the following:
        and
        Then there exists a 
- valued function 
 such that we obtain the following:
        for all 
. Since the 
-invariants of the two curves coincide, i.e., 
 for 
, and 
 for 
, the following is calculated from Theorem 2:
        Hence, 
, implying that 
 is constant. Therefore, 
 for some 
 and translation vector 
, which shows that 
 and 
 are 
congruent.    □
 Theorem 5. The correspondence between the  frame  and the Frenet–Serret frame  is established through the following relations:  Proof.  It is evident that the following are calculated:
        From (
6), we find the following:
        Thus, by proceeding with analogous computations, the desired result follows directly, completing the proof.
   □
 Theorem 6. The -invariants associated with the unit-speed curve β in  are determined by the following expressions: and  can be calculated using (14).  Proof.  Applying Theorem 2 and the equations in Theorem 5 we obtain the following:
        and
        Differentiating 
 we find the following:
        and using Equation (
31) we obtain the following:
        Similarly, we obtain the following:
        and the following:
   □