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Article

Luxemburg Norm Characterizations of BLO Spaces in General Metric Measure Frameworks

1
College of Artificial Intelligence, Dalian Maritime University, Dalian 116026, China
2
School of Computing, Wuhan Vocational College of Software and Engineering, Wuhan 430205, China
*
Authors to whom correspondence should be addressed.
Mathematics 2025, 13(17), 2891; https://doi.org/10.3390/math13172891
Submission received: 13 August 2025 / Revised: 1 September 2025 / Accepted: 5 September 2025 / Published: 7 September 2025

Abstract

This study provides new equivalent descriptions of the Bounded Lower Oscillation ( BLO ) space through Luxemburg-type L φ integrability conditions, where φ is a nonnegative function with either convexity or concavity. The framework accommodates various representative forms of φ , such as the power function φ ( t ) = t p , exponential-type functions φ ( t ) = e p t 1 , and logarithmic functions φ ( t ) = log + k t , with parameters p ( 0 , ) and k N . These results unify and extend existing characterizations of BLO by encompassing a broad class of generating functions.

1. Introduction

The classical space BLO ( R n ) , originally formulated by Coifman and Rochberg in [1], comprises all locally integrable functions h such that the following is written:
h BLO ( R n ) = sup Q R n 1 | Q | Q h ( x ) c h , Q d x < ,
where the supremum runs over all cubes Q R n and the following:
c h , Q = ess inf y Q h ( y ) .
A significant characterization of BLO ( R n ) was established by Bennett in 1982 [2], using the natural maximal operator in connection with the BMO ( R n ) space. Liu and Yang [3] extended Bennett’s result [2] to Gauss measure metric space. For a more comprehensive account of the research on the space BLO ( R n ) , we refer the reader to Leckband [4], Jiang [5], Tang [6], Yang [7,8] and the references therein [9,10,11,12,13].
The problem of characterizing BMO under weaker integrability conditions can be traced back to Strömberg [14]. Afterwards, the studies of [15,16,17] further demonstrate the weak conditions of defining BMO . More recently, assuming concavity of the function φ , Canto, Pérez and Rela in [18] (Theorem 1.1) further researched the findings of [15] by establishing minimal integrability conditions in terms of Luxemburg-type norms, specifically expressed as follows:
h BMO ( R n ) sup Q R n inf c R inf γ > 0 : 1 | Q | Q φ | h c | γ d x 1 .
Throughout these discussions, setting φ ( t ) = t p for some p ( 0 , 1 ) yields the equivalence BMO ( R n ) = BMO p ( R n ) .
Although the space BMO has been extensively investigated under minimal integrability assumptions, analogous results for BLO remain largely undeveloped. Motivated by this gap, the present work is devoted to establishing Luxemburg-type characterizations of BLO spaces under both convexity and concavity conditions. The Luxemburg norm, originating from the modular approach to Orlicz spaces, provides a classical yet versatile framework for studying generalized integrability conditions. For a recent application of the Luxemburg norm in approximation theory, we refer the reader to Costarelli and Vinti [19].
Our aim is to identify the minimal integrability requirements for characterizing BLO via Luxemburg-type formulations. To this end, we begin by recalling several fundamental notions.
For a cube R, if φ : [ 0 , ] [ 0 , ] is a function and φ h is a locally integrable function on R, then the Luxemburg-type norm is given by the following:
h φ , R : = inf γ > 0 : 1 | R | R φ | h ( x ) | γ d x 1 .
Moreover, we define the following
L φ ( R ) : = φ h locally integrable : h φ , R < .
Definition 1.
Let φ: [ 0 , ] [ 0 , ] . The Luxemburg-type BLO space, denoted by BLO φ ( R n ) , consists of the collection of all measurable functions h: R n [ , + ] such that the composition φ h is locally integrable over R n , and satisfies the following:
h BLO φ ( R n ) : = sup R R n h c h , R φ , R < ,
where c h , R is defined as in (2). If φ ( t ) = t , then the Luxemburg-type space BLO φ ( R n ) coincides with the classical space BLO ( R n ) .
We now recall the definitions of convex and concave functions. Let γ ( 0 , 1 ) and 0 t 1 , t 2 < . If the following is true:
φ ( γ t 1 + ( 1 γ ) t 2 ) γ φ ( t 1 ) + ( 1 γ ) φ ( t 2 ) ,
then φ : [ 0 , ] [ 0 , ] is the said convex function. If the following is true:
φ ( γ t 1 + ( 1 γ ) t 2 ) γ φ ( t 1 ) + ( 1 γ ) φ ( t 2 ) ,
then φ : [ 0 , ] [ 0 , ] is said concave function.
Remark 1.
Recall [20] (Remark 1.4), if φ : [ 0 , ) [ 0 , ) is convex satisfying φ ( 0 ) = 0 and lim t φ ( t ) = , then we find that the inverse function φ 1 is well defined on ( N 0 , ) , where N 0 is given by (5). In addition, if φ is concave and satisfies lim t φ ( t ) = , then φ is necessarily increasing on [ 0 , ) . Furthermore, when φ is increasing and concave with φ ( 0 ) = 0 , it follows from [15] (Remark 1.3) that for any t 1 , t 2 R , the following is calculated:
φ ( | t 1 + t 2 | ) φ ( | t 1 | ) + φ ( | t 2 | ) .
Definition 2.
Let φ: [ 0 , ] [ 0 , ] be a given function, and ( X , d , η ) denote a space endowed with a quasi-metric d and a doubling measure η. Let c h , B be defined as in (2).
(i) 
The space BLO ( X ) consists of all functions h satisfying the following:
h BLO ( X ) : = sup Q X 1 η ( B ) B h ( x ) c h , B d η ( x ) < .
(ii) 
The space BLO φ ( X ) includes all functions h for which φ h is locally integrable function on ( X , d , η ) and the following:
h BLO φ ( X ) : = sup B X inf γ > 0 : 1 η ( B ) B φ h ( x ) c h , B γ d η ( x ) 1 < .
Definition 3.
Let φ: [ 0 , ] [ 0 , ] be a function, c h , Q be defined as in (2) and ω be non-atomic measure.
(i) 
The space BLO ( ω ) consists of all functions h for which the following is calculated:
h BLO ( ω ) : = sup Q R n 1 ω ( Q ) Q h ( x ) c h , Q d ω < .
(ii) 
The space BLO φ ( ω ) includes all functions h for which φ h is locally integrable function on ( R n , ω ) and the following:
h BLO φ ( ω ) : = sup Q R n inf γ > 0 : 1 ω ( Q ) Q φ h ( x ) c h , Q γ d ω 1 < .
Definition 4.
For any cube Q ( x , L ) centered at x with side length L, assume the existence of constants α , C > 0 for which the following is calculated:
ω ( Q ( x , L ) ) C L α
holds for x supp ( ω ) . Then we assert that the measure ω is non-atomic.
The structure of the paper is organized as follows. Section 2 is devoted to Luxemburg norm characterizations of BLO ( R n ) in Theorems 1 and 2, where we establish the fundamental equivalence results in the Euclidean setting. Section 3 addresses Luxemburg norm characterizations of BLO ( X ) in Theorem 3, extending the previous analysis to the space of homogeneous type. Section 4 presents Luxemburg norm characterization of BLO ( ω ) in Theorem 4, in which we further investigate the weighted framework under non-atomic measures. Finally, Section 5 provides a conclusion, where we summarize the main contributions.
In this paper, the following terminology and notation will be employed: Define N = { 1 , 2 , } . For subset E R n , denote its complement by E c = R n E . The notation f 1 f 2 indicates the existence of a constant C > 0 such that f 1 C f 2 ; similarly, f 1 f 2 means f 1 C f 2 . We write f 1 f 2 when both f 1 f 2 and f 2 f 1 hold.

2. Luxemburg Norm Characterizations of BLO ( R n )

In this section, we present Theorems 1 and 2, which establishes the Luxemburg norm characterizations of BLO ( R n ) . To proceed, we begin by recalling the John–Nirenberg-type inequality for the BLO ( R n ) space, as stated in [9] (Lemma 2.1).
Lemma 1
([9]). If f BLO ( R n ) , then, there exist constants c , C J N > 0 for which it holds that the following is true:
x R : h ( x ) c h , R > s C J N R e c s h BLO ( R n )
for all h BLO ( R n ) , s ( 0 , ) and R R n , where c h , R is as in (2).
Lemma 2
([20]). Let φ: [ 0 , ) [ 0 , ) be convex satisfying φ ( 0 ) = 0 and lim t φ ( t ) = . Then, for any t 1 [ 0 , ) and t 2 ( N 0 , ) , calculate the following:
t 1 t 2 φ ( t 2 ) φ ( t 1 ) + t 2 ,
where N 0 is defined in (5).
Theorem 1.
Assume that φ: [ 0 , ) [ 0 , ) is a function with φ ( 0 ) = 0 and lim t φ ( t ) = . Then the following hold.
(i) 
Suppose that φ is convex and φ 1 denotes the inverse of φ on ( N 0 , ) with the following:
N 0 : = inf { t [ 0 , ) : φ ( t ) > 0 } .
If there exists γ ( 0 , ) satisfying the following:
0 e γ φ 1 ( t ) d t < ,
then the spaces BLO ( R n ) and BLO φ ( R n ) can be identified with equivalent norms.
(ii) 
If φ is concave, then BLO ( R n ) = BLO φ ( R n ) . Moreover, there exist constants c n , φ , C n , φ such that the following is calculated:
c n , φ h BLO φ ( R n ) h BLO ( R n ) C n , φ h BLO φ ( R n ) .
Proof. 
Now, we first verify (i). Given any h BLO φ ( R n ) , we will verify the following:
h BLO ( R n ) C 2 φ ( C ) + 1 h BLO φ ( R n ) ,
where N 0 < C < and N 0 is defined in (5). Observe that φ ( C ) > 0 for such C. We normalize h BLO φ ( R n ) = 1 . Denote by c h , Q the constant defined in (2). For any cube Q R n , we calculate the following:
1 | Q | Q φ h ( x ) c h , Q d x 2 .
Applying Lemma 2, we deduce the following:
1 | Q | Q h c h , Q d x 1 | Q | Q C φ ( C ) φ h c h , Q + C d x 2 C φ ( C ) + C = C 2 φ ( C ) + 1 h BLO φ ( R n ) .
The inequality (7) is thus derived by applying the supremum over all cubes Q.
Next, suppose h BLO ( R n ) . Our goal is to prove the following:
h BLO φ ( R n ) h BLO ( R n ) .
A sufficient condition for (8) is the existence of a constant C 0 ( 0 , ) satisfying the following:
1 | Q | Q φ h ( x ) c h , Q C 0 h BLO ( R n ) d x 1 .
To verify (9), assume h BLO ( R n ) = 1 . Set τ = γ c , where γ is as in (6) and c is from Lemma 1. By Remark 1, φ 1 exists on ( N 0 , ) , with N 0 defined in (5). Then, we calculate the following:
1 | Q | Q φ h ( y ) c h , Q τ d y = 1 | Q | 0 y Q : φ h ( y ) c h , Q τ > s d s = 1 | Q | 0 y Q : h ( y ) c h , Q > τ φ 1 ( s ) d s C J N 0 e c τ φ 1 ( s ) d s .
From condition (6), one has the following:
K : = C J N 0 e γ φ 1 ( s ) d s < .
Furthermore, since φ is convex with φ ( 0 ) = 0 , then, for any λ ( 0 , 1 ) and s [ 0 , ) , calculated as follows:
φ ( λ s ) = φ ( λ s + ( 1 λ ) 0 ) λ φ ( s ) + ( 1 λ ) φ ( 0 ) = λ φ ( s ) .
We define the following:
C 0 : = τ max { 1 , K } ,
Using this, together with the above inequalities (10) and (11), we derive the following:
1 | Q | Q φ h ( y ) c h , Q C 0 h BLO ( R n ) d y = 1 | Q | Q φ 1 max { 1 , K } h ( y ) c h , Q τ d y 1 max { 1 , K } 1 | Q | Q φ h ( y ) c h , Q τ d y K max { 1 , K } 1 ,
which establishes (9). Then (8) holds. Finally, combining (7) and (8) yields that BLO φ ( R n ) = BLO ( R n ) with equivalent norms. This implies that (i) holds.
We now proceed to prove (ii). Assume that φ : [ 0 , ) [ 0 , ) is increasing and concave with φ ( 0 ) = 0 and lim s φ ( s ) = . Let c h , Q be defined as in (2). From Remark 1, we find that φ 1 is increasing. Given a cube Q R n , applying Jensen’s inequality, we obtain, for constant c > 0 , the following:
1 | Q | Q φ φ 1 ( c ) h ( z ) c h , Q h BLO ( R n ) d z φ 1 | Q | Q φ 1 ( c ) h ( z ) c h , Q h BLO ( R n ) d z φ φ 1 ( c ) = c .
From this and Definition 1, the following is assumed:
h BLO φ ( R n ) h BLO ( R n ) .
Below, we only need to verify the converse inequality, written as follows:
h BLO ( R n ) h BLO φ ( R n ) ,
which directly follows from the following inequality
1 | Q | Q h ( z ) c h , Q d z h BMO φ ( R n ) for any cube Q R n .
Suppose that h BLO φ ( R n ) = 1 . Then the Luxemburg norm condition implies that, for any cube Q, the following is calculated:
1 | Q | Q φ h ( z ) c h , Q d z 2 .
To prove (12), we define the following:
X : = sup Q c u b e 1 | Q | Q h ( z ) c h , Q d z .
Since the finiteness of X is not guaranteed, for a large number t, we instead consider the following truncated quantity:
X t : = sup Q c u b e 1 | Q | Q min h ( z ) c h , Q , t d z .
Then, we have X t t . From (13), we know the following:
φ ( h c h , Q ) L 1 ( Q ) .
therefore, if we take L > 2 , applying the Calderón–Zygmund decomposition yields non-overlapping dyadic cubes { Q j } D ( Q ) and constant c h , Q > 0 such that the following properties hold:
(i)
L < 1 | Q | Q j φ h ( z ) c h , Q d z 2 n L ;
(ii)
φ h ( z ) c h , Q L for a.e. z Q j Q j ;
(iii)
1 | Q | j | Q j | 2 L .
We write the following:
1 | Q | Q min h ( z ) c h , Q , t d z 1 | Q | Q j Q j h ( z ) c h , Q d z + 1 | Q | j Q j min h ( z ) c h , Q , t d z = : I + II .
Regarding I , by (ii) and the increasing property of φ 1 , it follows that for z Q j Q j , the following is valid:
h ( z ) c h , Q = φ 1 φ h ( z ) c h , Q φ 1 ( L ) ,
which implies the following:
I 1 | Q | Q j Q j φ 1 ( L ) d z φ 1 ( L ) .
Now, we consider II . For any Q j Q , according to (3), (i) and (13), we see the following:
c h , Q j c h , Q = φ 1 1 | Q j | Q j φ c h , Q j c h , Q d z φ 1 1 | Q j | Q j φ h ( z ) c h , Q j d z + 1 | Q j | Q j φ h ( z ) c h , Q d z φ 1 2 + 2 n L .
From this and the following
min t , h c h , Q min t , h c h , Q j + c h , Q j c h , Q ,
the following is calculable:
II = 1 | Q | j Q j min t , h ( z ) c h , Q j d z 1 | Q | j Q j min t , h ( z ) c h , Q j d z + 1 | Q | j | Q j | c h , Q j c h , Q X t | Q | j | Q j | + 2 1 L φ 1 2 + 2 n L 2 X t L + 2 L φ 1 2 + 2 n L ,
where the penultimate step used the definition of X t and the last step used (iii).
Combining the above bounds for I and II , we have the following:
1 | Q | Q min h ( x ) c h , Q , t d x φ 1 L + 2 X t L + 2 L φ 1 2 + 2 n L .
Taking the supremum over all intervals, we choose L = 4 and obtain that there exists a constant C n > 0 such that we calculate the following:
X t C n .
Finally, we let t and obtain (12). So, we conclude that (ii) holds. This finishes the proof of Theorem 1. □
As application of Theorem 1, we give a related result as follows:
Theorem 2.
Let φ : [ 0 , ) [ 0 , ) be a function with φ ( 0 ) = 0 and lim t φ ( t ) = . If h BLO φ ( R n ) , then h BLO ( R n ) .
Proof. 
Assume that φ is measurable function with φ ( 0 ) = 0 and lim s φ ( s ) = . By analyzing the growth of φ at infinity, we construct a polygonal function ϕ such that ϕ is concave and ϕ ( s ) φ ( s ) for large values of s.
Specifically, for s s 0 [ 0 , ) , define ϕ ( s ) = 0 . For s s 0 , the function ϕ is defined as a polygonal curve composed of linear segments joining points of the form ( s n , n ) and ( s n + 1 , n + 1 ) , with { s n } n N chosen so that ϕ is continuous, concave, and satisfies ϕ φ . As a consequence of this construction, the following is assumed:
h BLO ϕ ( R n ) h BLO φ ( R n ) .
Then we only need to verify the following:
h BLO ( R n ) h BLO ϕ ( R n ) .
To simplify the argument, let h BLO ϕ ( R n ) = 1 . Assume that c h , Q is defined as in (2). For a fiven cube Q, we following the proof of (12), if we claim the following:
c h , Q j c h , Q φ 1 2 n L + 2 ,
Then we repeat the argument of (12) and obtain that (14) holds. Moreover, we calculate the following:
h BLO ( R n ) h BLO ϕ ( R n ) h BLO φ ( R n ) .
It remains to show (15). Referring the proof of [18] (pp. 10–11) and replacing c Q with c h , Q , we conclude that (15) holds. This end the proof of Theorem 2. □

3. Luxemburg Norm Characterization of BLO ( X )

In preparation for the proof of Theorem 3, this section first recalls some concepts about the space of homogeneous type (see [21]) and two key Lemmas from [18] (Lemmas 3.1 and 3.2).
Assume that X is a set and d is a quasi-metric, that is, d satisfies quasi-triangular inequality, written as follows:
d ( t 1 , t 2 ) ζ d ( t 1 , t 3 ) + d ( t 3 , t 2 ) for all t 1 , t 2 , t 3 X ,
where ζ 1 is a finite constant. For a measure η and a ball B ( y , t ) with center y X and radius t > 0 , if there exists constant C η > 0 independent of y and t such that we calculate the following:
η ( B ( y , 2 t ) ) C η η ( B ( y , t ) ) ,
then we say that η satisfies the doubling condition. Define C m i n to be the smallest constant in the doubling condition, and let D = log 2 C m i n denote the doubling dimension of η . For any balls B 1 , B 2 with B 1 B 2 , we utilize the above doubling condition to derive the following:
η ( B 2 ) η ( B 1 ) C η , ζ r B 2 r B 1 D ,
where C η , ζ is a positive constant, r B 1 and r B 2 mean the radius of B 1 and B 2 , respectively.
Assume that X is the set, d is a quasi-metric and η is a doubling measure. The space of homogeneous type is a triple ( X , d , η ) . To simplify the concept, for a ball B, we fix σ > ζ and define the following:
B = ζ ( 1 + 4 ζ ) B
and
B ˜ = σ B .
Lemma 3.
Assume that B X is a family of balls whose radius are bounded. Then one can find a subcollection B 1 B consisting of mutually disjointed balls satisfying the following:
B B B B B 1 ζ ( 4 ζ + 1 ) B .
Lemma 4.
Let ϵ > 0 and B be a ball. There is a sufficiently large constant L > 1 for which any ball P whose center lies in B and satisfies the following:
η ( P ) η ( B ˜ ) L ,
it holds that r P ϵ r B . Furthermore, choosing ϵ sufficiently small ensures that P B ˜ .
Theorem 3.
Let φ: [ 0 , ) [ 0 , ) be a function satisfying φ ( 0 ) = 0 and lim t φ ( t ) = . If φ is concave, then BLO ( X ) = BLO φ ( X ) with equivalent norms.
Proof. 
Proceeding as in the proof of Theorem 1, based on Remark 1, we have that φ 1 exist. Let c h , B be defined as in (2). For any ball B, by applying Jensen’s inequality, we deduce the following:
1 η ( B ) B φ φ 1 ( 1 ) h ( z ) c h , B h BLO ( X ) d η ( z ) φ 1 η ( B ) B φ 1 ( 1 ) h ( z ) c h , B h BLO ( X ) d η ( z ) φ φ 1 ( 1 ) = 1 ,
which implies the following:
h BLO φ ( X ) 1 φ 1 ( 1 ) h BLO ( X ) .
Therefore, we establish the following reverse inequality:
h BLO ( X ) h BLO φ ( X ) .
To prove this, we need to show the following:
1 η ( B ) B h ( z ) c h , B d η ( z ) h BMO φ ( X ) ,
for all B balls. Assume that h BLO φ ( X ) = 1 . Then, we define the following:
1 η ( B ) B φ h ( z ) c h , B d η ( z ) 2 .
To prove (17), we define the following:
X : = sup B b a l l 1 η ( B ) B h ( z ) c h , B d η ( z ) .
We claim that X is finite. Assume that L > 1 is a parameter to be determined. We define this as follows:
Ω L = { z B : φ ( h ( z ) c h , B ˜ ) > L } .
For any x Ω L , we use Lebesgue differentiation theorem to derive that there exists B x B ˜ centered at x satisfying the following:
1 η ( B ) B φ h ( z ) c h , B ˜ d η ( z ) > L .
So, we construct a family B = { B x } x , where B x satisfies (19) and r B x 2 r B x for all other ball B x B ˜ satisfying (19). Using Lemma 3, we obtain a maximal subfamily B 1 = { B j } .
Further, when L is chosen sufficiently large and η ( B j ) η ( B ˜ ) L , we utilize Lemma 4 to derive B j B ˜ and the following:
1 η ( B j ) B j φ h ( z ) c h , B ˜ d η ( z ) L .
Moreover, we have the following:
j η ( B j ) 1 L j B j φ h ( z ) c h , B ˜ d η ( z ) 1 L j B ˜ φ h ( z ) c h , B ˜ d η ( z ) 2 L η ( B ˜ ) C η L η ( B ) ,
where C η refers to a constant that depends solely on η .
Now, we summarize the key features of { B j } as follows:
(i)
For i j , and B i , B j B ˜ , we have B i B j = ϕ ;
(ii)
Ω L j B j ;
(iii)
B j B ˜ and 1 η ( B j ) B j φ h ( z ) c h , B ˜ d η ( z ) L ;
(iv)
there exist constants C η , 1 , C η , 2 > 0 such that j η ( B j ) C η , 1 j η ( B j ) C η , 2 L η ( B ) .
To verify (17), by B B ˜ , we write the following:
1 η ( B ) B h ( z ) c h , B d η ( z ) 1 η ( B ) B h ( z ) c h , B ˜ d η ( z ) 1 η ( B ) B Ω L h ( z ) c h , B ˜ d η ( z ) + 1 η ( B ) Ω L h ( z ) c h , B ˜ d η ( z ) = : I + II .
For term I , by the definition of Ω L and Remark 1, we obtain, for any z B Ω L , the following:
h ( z ) c h , B ˜ = φ 1 φ h ( z ) c h , B ˜ φ 1 ( L ) ,
which allows us to obtain the following:
I 1 η ( B ) B Ω L φ 1 L d η ( z ) φ 1 L .
Now, we consider II . Based to B ˜ B j ˜ , by (3), (iii) and (18), we have the following:
c h , B ˜ c h , B j ˜ = φ 1 1 η ( B j ) B j φ c h , B ˜ c h , B j ˜ d η ( z ) φ 1 ( 1 η ( B j ) B j φ h ( z ) c h , B ˜ d η ( z ) + 1 η ( B j ) B j φ h ( z ) c h , B j ˜ d η ( z ) ) φ 1 L + 2 C η ,
where C η > 0 refers to a constant that depends solely on η . Combining properties (ii) and (iv), we estimate II as follows:
II 1 η ( B ) j B j h ( z ) c h , B ˜ d η ( z ) 1 η ( B ) j B j h ( z ) c h , B j ˜ d η ( z ) + 1 η ( B ) j η ( B j ) c h , B ˜ c h , B j ˜ X η ( B ) j η ( B j ) + C η , 2 L φ 1 L + 2 C η C η , 2 X L + C η , 2 L φ 1 L + 2 C η ,
where the third step used the definition of X and C η , 2 is as in (iv).
Finally, utilizing the bounds for I and II together, we obtain the following:
1 η ( B ) B h ( z ) c h , B d η ( z ) φ 1 L + C η , 2 X L + C η , 2 L φ 1 L + 2 C η .
Taking the supremum over all intervals and choosing L = 2 C η , 2 , we conclude that there exists constant C X > 0 dependent of η such that we obtain the following:
X C X .
This allows us to derive (17). We finish the proof of Theorem 3. □

4. Luxemburg Norm Characterization of BLO ( ω )

This section discusses the equivalent characterization BLO ( ω ) with non-atomic measure ω .
Theorem 4.
Let φ : [ 0 , ) [ 0 , ) be a function satisfying φ ( 0 ) = 0 and lim t φ ( t ) = . For any non-atomic measure ω, if φ is concave, then BLO ( ω ) = BLO φ ( ω ) with equivalent norms.
Proof. 
Firstly, we use Remark 1 to derive that φ 1 exists. For any cube Q, let c h , Q be as in (2). Again applying Jensen inequality, we see the following:
1 ω ( Q ) Q φ φ 1 ( c ) h c h , Q h BLO ( ω ) d ω φ 1 ω ( Q ) Q φ 1 ( c ) h c h , Q h BLO ( ω ) d ω φ φ 1 ( c ) = c
for all c > 0 hold. From this, the following holds:
h BLO φ ( ω ) h BLO ( ω ) .
Therefore, it remains to show the following:
h BLO ( ω ) h BLO φ ( ω ) .
In fact, for any cube Q R n , we only need to verify the following:
1 ω ( Q ) Q h c h , Q d ω h BLO φ ( ω ) .
Now, we prove (20). Fix cube Q and assume the following:
1 ω ( Q ) Q φ h c h , Q d ω 2 .
To verify (20), we define the following:
X : = sup Q i n t e r v a l 1 ω ( Q ) Q h c h , Q d ω .
Again, we claim that X is finite, as established in the proof Theorem 1. Fix L > 2 to be precised later. Referring the dyadic construction of [18] (pp. 15–17) and [18] (Lemma 3.3), we replace c Q with c h , Q and obtain the following Calderón–Zygmund decomposition; the family { Q j } of dyadic cubes satisfies the following:
(i)
1 ω ( Q j ) Q j φ h c h , Q d ω = L ;
(ii)
φ h ( x ) c h , Q L for ω a.e. x Q j Q j ;
(iii)
1 ω ( Q ) j ω ( Q j ) C n L .
By Q j Q , (21) and (i), we deduce the following:
c h , Q j c h , Q = φ 1 1 ω ( Q j ) Q j φ c h , Q j c h , Q d ω φ 1 ( 1 ω ( Q j ) Q j φ h c h , Q j d ω + 1 ω ( Q j ) Q j φ h c h , Q d ω ) φ 1 2 + L .
From this and (ii)–(iii), the following holds:
1 ω ( Q ) Q h c h , Q d ω 1 ω ( Q ) Q j Q j φ 1 φ h c h , Q d ω + 1 ω ( Q ) j Q j h ( x ) c h , Q j d ω + 1 ω ( Q ) j Q j c h , Q j c h , Q d ω φ 1 L + C n L X + C n L φ 1 2 + L .
Taking the supremum over all cubes and choosing L = 2 C n , we obtain the following:
X 1 ,
which establishes the validity of (20). We finish the proof of Theorem 4. □

5. Conclusions

This paper investigates minimal integrability conditions for BLO spaces via Luxemburg-type norms, under assumptions of convexity and concavity on the generating function φ . These characterizations extend from Euclidean spaces to more general metric spaces, homogeneous spaces, and further to frameworks with non-atomic measures, thereby unifying and significantly broadening the scope of BLO theory. The results not only unify and generalize classical BLO frameworks but also provide a flexible analytical bridge for addressing oscillation phenomena related to the boundedness of fractional operators. These findings contribute to the theoretical foundation for analyzing fractional integral and maximal operators on general metric measure spaces and underscore the profound interplay between harmonic analysis, fractional calculus, and geometric frameworks.

Author Contributions

Conceptualization, L.Y. and X.J.; formal analysis, L.Y. and X.J.; investigation, L.Y. and X.J.; methodology, L.Y.; project administration, L.Y. and X.J.; resources, X.J.; supervision, L.Y. and X.J.; validation, L.Y. and X.J.; visualization, L.Y. and X.J.; writing—original draft, L.Y.; writing—review and editing, L.Y. and X.J. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Data Availability Statement

The original contributions presented in this study are included in the article. Further inquiries can be directed at the corresponding authors.

Acknowledgments

All the authors are thankful to their respective institutes.

Conflicts of Interest

The authors declare no conflicts of interest.

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MDPI and ACS Style

Yang, L.; Jiang, X. Luxemburg Norm Characterizations of BLO Spaces in General Metric Measure Frameworks. Mathematics 2025, 13, 2891. https://doi.org/10.3390/math13172891

AMA Style

Yang L, Jiang X. Luxemburg Norm Characterizations of BLO Spaces in General Metric Measure Frameworks. Mathematics. 2025; 13(17):2891. https://doi.org/10.3390/math13172891

Chicago/Turabian Style

Yang, Liping, and Xin Jiang. 2025. "Luxemburg Norm Characterizations of BLO Spaces in General Metric Measure Frameworks" Mathematics 13, no. 17: 2891. https://doi.org/10.3390/math13172891

APA Style

Yang, L., & Jiang, X. (2025). Luxemburg Norm Characterizations of BLO Spaces in General Metric Measure Frameworks. Mathematics, 13(17), 2891. https://doi.org/10.3390/math13172891

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