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In [[mathematics]], '''time-scale calculus''' is a unification of the theory of [[difference equation]]s with that of [[differential equation]]s, unifying integral and differential [[calculus]] with the [[calculus of finite differences]], offering a formalism for studying hybrid discrete–continuous [[dynamical system]]s.  It has applications in any field that requires simultaneous modelling of discrete and continuous data. It gives a new definition of a derivative such that if one differentiates a function which acts on the real numbers then the definition is equivalent to standard differentiation, but if one uses a function acting on the integers then it is equivalent to the forward difference operator.


==History==
Time-scale calculus was introduced in 1988 by the German mathematician [[Stefan Hilger]].<ref name=hilger>{{cite journal| last = Hilger | first = Stefan | authorlink = Stefan Hilger |title = Ein Maßkettenkalkül mit Anwendung auf Zentrumsmannigfaltigkeiten |publisher = Universität Würzburg | year = 1998}}</ref> However, similar ideas have been used before and go back at least to the introduction of the [[Riemann–Stieltjes integral]] which unifies sums and integrals.


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==Dynamic equations==
Many results concerning differential equations carry over quite easily to corresponding results for difference equations, while other results seem to be completely different from their [[continuous function|continuous]] counterparts.<ref name=bp>{{cite book | author=Martin Bohner & Allan Peterson | title=Dynamic Equations on Time Scales | publisher=Birkhäuser | year=2001 | isbn=978-0-8176-4225-9 | url = http://www.springer.com/west/home/birkhauser?SGWID=4-40290-22-2117582-0 }}</ref>  The study of dynamic equations on time scales reveals such discrepancies, and helps avoid proving results twice — once for differential equations and once again for difference equations. The general idea is to prove a result for a dynamic equation where the domain of the unknown [[function (mathematics)|function]] is a so-called time scale (also known as a time-set), which may be an arbitrary closed subset of the reals. In this way, results apply not only to the [[Set (mathematics)|set]] of [[real number]]s or set of [[integer]]s but to more general time scales such as a [[Cantor set]].
 
The three most popular examples of [[calculus]] on time scales are [[differential calculus]], [[finite differences|difference calculus]], and [[quantum calculus]]. Dynamic equations on a time scale have a potential for applications, such as in [[population dynamics]]. For example, they can model insect populations that evolve continuously while in season, die out in winter while their eggs are incubating or dormant, and then hatch in a new season, giving rise to a non–overlapping population.
 
==Formal definitions==
A '''time scale''' (or '''measure chain''') is a [[closed subset]] of the [[real line]] <math>\mathbb{R}</math>.  The common notation for a general time scale is <math>\mathbb{T}</math>.
 
The two most commonly encountered examples of time scales are the real numbers <math>\mathbb{R}</math> and the [[Discrete time|discrete]] time scale <math>h\mathbb{Z}</math>.
 
A single point in a time scale is defined as:
:<math>t:t\in\mathbb{T}</math>
 
=== Operations on time scales===
[[File:Timescales jump operators.png|thumb|upright=2.0|The forward jump, backward jump, and graininess operators on a discrete time scale]]
The ''forward jump'' and ''backward jump'' operators represent the closest point in the time scale on the right and left of a given point <math>t</math>, respectively.  Formally:
 
:<math>\sigma(t) = \inf\{s \in \mathbb{T} : s>t\}</math> (forward shift operator / forward jump operator)
:<math>\rho(t) = \sup\{s \in \mathbb{T} : s<t\}</math> (backward shift operator / backward jump operator)
<br />
The ''graininess'' <math>\mu</math> is the distance from a point to the closest point on the right and is given by:
:<math>\mu(t) = \sigma(t) -t.</math>
<br />
For a right-dense <math>t</math>, <math>\sigma(t)=t</math> and <math>\mu(t)=0</math>.<br />
For a left-dense <math>t</math>, <math>\rho(t)=t.</math>
 
===Classification of points===
[[File:Timescales point classifications.png|thumb|upright=2.0|Several points on a time scale with different classifications]]
For any <math>t\in\mathbb{T}</math>, <math>t</math> is:
* ''left dense'' if <math>\rho(t) =t</math>
* ''right dense'' if <math>\sigma(t) =t</math>
* ''left scattered'' if <math>\rho(t)< t</math>
* ''right scattered'' if <math>\sigma(t) > t</math>
* ''dense'' if both left dense and right dense
* ''isolated'' if both left scattered and right scattered
<br />
As illustrated by the figure at right:
* Point <math>t_1</math> is ''dense''
* Point <math>t_2</math> is ''left dense'' and ''right scattered''
* Point <math>t_3</math> is ''isolated''
* Point <math>t_4</math> is ''left scattered'' and ''right dense''
 
===Continuity===
[[Continuous function|Continuity]] on a time scale is redefined as equivalent to density. A time scale is said to be ''right-continuous at point <math>t</math>'' if it is right dense at point <math>t</math>.  Similarly, a time scale is said to be ''left-continuous at point <math>t</math>'' if it is left dense at point <math>t</math>.
 
==Derivative==
Take a function:
:<math>f: \mathbb{T} \rightarrow \mathbb{R}</math>,
(where R could be any normed [[Banach space]], but set it to be the real line for simplicity).
 
Definition: The ''delta derivative'' (also Hilger derivative) <math>f^{\Delta}(t)</math> exists if and only if:
 
For every <math>\epsilon > 0</math> there exists a neighborhood <math>U</math> of <math>t</math> such that:
:<math>|f(\sigma(t))-f(s)- f^{\Delta}(t)(\sigma(t)-s)|\le \varepsilon|\sigma(t)-s|</math>
for all <math>s</math> in <math>U</math>.
 
Take <math>\mathbb{T} =\mathbb{R}.</math>  Then <math>\sigma(t) = t</math>, <math>\mu(t) = 0</math>, <math>f^{\Delta} = f'</math>; is the derivative used in standard [[calculus]]. If <math>\mathbb{T} = \mathbb{Z}</math> (the [[integer]]s), <math>\sigma(t)  = t + 1</math>, <math>\mu(t)=1</math>, <math>f^{\Delta} = \Delta f</math> is the [[forward difference operator]] used in difference equations.
 
==Integration==
 
The ''delta integral'' is defined as the antiderivative with respect to the delta derivative. If <math>F(t)</math> has a continuous derivative <math>f(t)=F^\Delta(t)</math> one sets
 
:<math>\int_r^s f(t) \Delta(t) = F(s) - F(r).</math>
 
==Laplace transform and z-transform==
 
A [[Laplace transform]] can be defined for functions on time scales, which uses the same table of transforms for any arbitrary time scale. This transform can be used to solve dynamic equations on time scales. If the time scale is the non-negative integers then the transform is equal<ref name=bp/> to a modified [[Z-transform]]:
 
<math>\mathcal{Z}'\{x[z]\}=\frac{\mathcal{Z}\{x[z+1]\}}{z+1}</math>
 
==Partial differentiation==
 
[[Partial differential equation]]s and [[partial difference equation]]s are unified as partial dynamic equations on time scales.<ref>[http://dx.doi.org/10.1016/S0377-0427(01)00434-4 Partial differential equations on time scales], Calvin D. Ahlbrandt, Christina Morian</ref><ref>[http://marksmannet.com/TimeScales/Papers/partial.pdf Partial dynamic equations on time scales], B Jackson – Journal of Computational and Applied Mathematics, 2006</ref><ref>[http://web.mst.edu/~bohner/papers/pdots.pdf Partial differentiation on time scales], M Bohner, GS Guseinov, Dynamic Systems and Applications 13 (2004) 351–379</ref>
 
==Multiple integration==
 
[[Multiple integration]] on time scales is treated in Bohner (2005).<ref>{{cite journal | id = {{citeseerx|10.1.1.79.8824}} | title = Multiple integration on time scales | first = M | last1 = Bohner | first2 = GS | last2 = Guseino | journal = Dynamic Systems and Applications | year = 2005 }}</ref>
 
==Stochastic dynamic equations on time scales==
 
[[Stochastic differential equation]]s and stochastic difference equations can be generalized to stochastic dynamic equations on time scales.<ref>[http://scholarsmine.mst.edu/thesis/pdf/Sanyal_09007dcc80519030.pdf STOCHASTIC DYNAMIC EQUATIONS], SUMAN SANYAL, 2008</ref>
 
==Measure theory on time scales==
 
Associated with every time scale is a natural [[Measure (mathematics)|measure]]<ref>{{cite journal | doi = 10.1016/S0022-247X(03)00361-5 | title = Integration on time scales | first = GS | last = Guseinov | journal = J. Math. Anal. Appl. | volume = 285 | year = 2003 | pages = 107–127 }}</ref><ref>{{cite web | url = http://library.iyte.edu.tr/tezler/master/matematik/T000568.pdf | title = Measure theory on time scales | first = A | last = Deniz | year = 2007 }}</ref> defined via
 
:<math>\mu^\Delta(A) = \lambda(\rho^{-1}(A)),</math>
 
where <math>\lambda</math> denotes [[Lebesgue measure]] and <math>\rho</math> is the backward shift operator defined on <math>\mathbb{R}</math>. The delta integral
turns out to be the usual [[Lebesgue–Stieltjes integral]] with respect to this measure
 
:<math>\int_r^s f(t) \Delta t = \int_{[r,s)} f(t) d\mu^\Delta(t)</math>
 
and the delta derivative turns out to be the [[Radon–Nikodym derivative]] with respect to this measure<ref>{{cite journal | arxiv = 1102.2511 | title = On the connection between the Hilger and Radon–Nikodym derivatives | first1 = J | last1 =Eckhardt  | authorlink2 = Gerald Teschl | first2 = G | last2 = Teschl | journal = J. Math. Anal. Appl. | volume = 385 | year = 2012 | pages = 1184–1189 }}</ref>
 
:<math>f^\Delta(t) = \frac{df}{d\mu^\Delta}(t).</math>
 
==Distributions on time scales==
 
The [[Dirac delta]] and [[Kronecker delta]] are unified on time scales as the ''Hilger delta'':<ref>[http://www.marksmannet.com/RobertMarks/REPRINTS/2007_TheLaplaceTransformOnTimeScales.pdf The Laplace transform on time scales revisited], John M. Davis, Ian A. Gravagne , Billy J. Jackson ,
Robert J. Marks II , Alice A. Ramos, J. Math. Anal. Appl. 332 (2007) 1291–1307</ref><ref>[http://marksmannet.com/RobertMarks/REPRINTS/short/BLaplaceOct2009.pdf Bilateral Laplace Transforms on Time Scales: Convergence, Convolution, and the Characterization of Stationary Stochastic Time Series], John M. Davis, Ian A. Gravagne and Robert J. Marks II</ref>
 
: <math>\delta_{a}^{\mathbb{H}}(t) = \begin{cases} \frac{1}{\mu(a)}, & t = a \\ 0, & t \neq a \end{cases}</math>
 
==Integral equations on time scales==
 
[[Integral equation]]s and [[summation equation]]s are unified as integral equations on time scales.<ref>[http://web.maths.unsw.edu.au/~cct/tis-tomasia-IJDE-rev.pdf Volterra integral equations on time scales: Basic qualitative and quantitative results with applications to initial value problems on unbounded domains], Tomasia Kulik and Christopher C. Tisdell, 2007</ref>
 
==Fractional calculus on time scales==
 
[[Fractional calculus]] on time scales is treated in Bastos, Mozyrska, and Torres.<ref>{{cite paper | arxiv = 1012.1555 | title = Fractional Derivatives and Integrals on Time Scales via the Inverse Generalized Laplace Transform | first1 = Nuno R. O. | last1 = Bastos | first2 = Dorota | last2 = Mozyrska | first3 = Delfim F. M. | last3 = Torres }}</ref>
 
==See also==
 
*[[Analysis on fractals]] for dynamic equations on a [[Cantor set]].
 
==Notes==
{{reflist}}
 
==References==
*[http://web.mst.edu/~bohner/papers/deotsas.pdf Dynamic equations on time scales: a survey], Ravi Agarwal, Martin Bohner, Donal O’Regan, Allan Peterson, Journal of Computational and Applied Mathematics 141 (2002) 1–26
 
==Further reading==
* [http://www.timescales.org The Baylor University Time Scales Group]
* [http://web.mst.edu/~bohner/tisc.html Dynamic Equations on Time Scales] Special issue of ''Journal of Computational and Applied Mathematics'' (2002)
* [http://www.hindawi.com/journals/ade/volume-2006/si.1.html Dynamic Equations And Applications] Special Issue of ''Advances in Difference Equations'' (2006)
* [http://www.e-ndst.kiev.ua/v9n1.htm Dynamic Equations on Time Scales: Qualitative Analysis and Applications] Special issue of ''Nonlinear Dynamics And Systems Theory'' (2009)
 
{{DEFAULTSORT:Time Scale Calculus}}
[[Category:Dynamical systems]]
[[Category:Calculus]]
[[Category:Recurrence relations]]

Revision as of 02:47, 31 October 2013

In mathematics, time-scale calculus is a unification of the theory of difference equations with that of differential equations, unifying integral and differential calculus with the calculus of finite differences, offering a formalism for studying hybrid discrete–continuous dynamical systems. It has applications in any field that requires simultaneous modelling of discrete and continuous data. It gives a new definition of a derivative such that if one differentiates a function which acts on the real numbers then the definition is equivalent to standard differentiation, but if one uses a function acting on the integers then it is equivalent to the forward difference operator.

History

Time-scale calculus was introduced in 1988 by the German mathematician Stefan Hilger.[1] However, similar ideas have been used before and go back at least to the introduction of the Riemann–Stieltjes integral which unifies sums and integrals.

Dynamic equations

Many results concerning differential equations carry over quite easily to corresponding results for difference equations, while other results seem to be completely different from their continuous counterparts.[2] The study of dynamic equations on time scales reveals such discrepancies, and helps avoid proving results twice — once for differential equations and once again for difference equations. The general idea is to prove a result for a dynamic equation where the domain of the unknown function is a so-called time scale (also known as a time-set), which may be an arbitrary closed subset of the reals. In this way, results apply not only to the set of real numbers or set of integers but to more general time scales such as a Cantor set.

The three most popular examples of calculus on time scales are differential calculus, difference calculus, and quantum calculus. Dynamic equations on a time scale have a potential for applications, such as in population dynamics. For example, they can model insect populations that evolve continuously while in season, die out in winter while their eggs are incubating or dormant, and then hatch in a new season, giving rise to a non–overlapping population.

Formal definitions

A time scale (or measure chain) is a closed subset of the real line . The common notation for a general time scale is .

The two most commonly encountered examples of time scales are the real numbers and the discrete time scale .

A single point in a time scale is defined as:

Operations on time scales

The forward jump, backward jump, and graininess operators on a discrete time scale

The forward jump and backward jump operators represent the closest point in the time scale on the right and left of a given point , respectively. Formally:

(forward shift operator / forward jump operator)
(backward shift operator / backward jump operator)


The graininess is the distance from a point to the closest point on the right and is given by:


For a right-dense , and .
For a left-dense ,

Classification of points

Several points on a time scale with different classifications

For any , is:


As illustrated by the figure at right:

Continuity

Continuity on a time scale is redefined as equivalent to density. A time scale is said to be right-continuous at point if it is right dense at point . Similarly, a time scale is said to be left-continuous at point if it is left dense at point .

Derivative

Take a function:

,

(where R could be any normed Banach space, but set it to be the real line for simplicity).

Definition: The delta derivative (also Hilger derivative) exists if and only if:

For every there exists a neighborhood of such that:

for all in .

Take Then , , ; is the derivative used in standard calculus. If (the integers), , , is the forward difference operator used in difference equations.

Integration

The delta integral is defined as the antiderivative with respect to the delta derivative. If has a continuous derivative one sets

Laplace transform and z-transform

A Laplace transform can be defined for functions on time scales, which uses the same table of transforms for any arbitrary time scale. This transform can be used to solve dynamic equations on time scales. If the time scale is the non-negative integers then the transform is equal[2] to a modified Z-transform:

Partial differentiation

Partial differential equations and partial difference equations are unified as partial dynamic equations on time scales.[3][4][5]

Multiple integration

Multiple integration on time scales is treated in Bohner (2005).[6]

Stochastic dynamic equations on time scales

Stochastic differential equations and stochastic difference equations can be generalized to stochastic dynamic equations on time scales.[7]

Measure theory on time scales

Associated with every time scale is a natural measure[8][9] defined via

where denotes Lebesgue measure and is the backward shift operator defined on . The delta integral turns out to be the usual Lebesgue–Stieltjes integral with respect to this measure

and the delta derivative turns out to be the Radon–Nikodym derivative with respect to this measure[10]

Distributions on time scales

The Dirac delta and Kronecker delta are unified on time scales as the Hilger delta:[11][12]

Integral equations on time scales

Integral equations and summation equations are unified as integral equations on time scales.[13]

Fractional calculus on time scales

Fractional calculus on time scales is treated in Bastos, Mozyrska, and Torres.[14]

See also

Notes

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References

Further reading

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  3. Partial differential equations on time scales, Calvin D. Ahlbrandt, Christina Morian
  4. Partial dynamic equations on time scales, B Jackson – Journal of Computational and Applied Mathematics, 2006
  5. Partial differentiation on time scales, M Bohner, GS Guseinov, Dynamic Systems and Applications 13 (2004) 351–379
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    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

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  7. STOCHASTIC DYNAMIC EQUATIONS, SUMAN SANYAL, 2008
  8. One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang
  9. Template:Cite web
  10. One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang
  11. The Laplace transform on time scales revisited, John M. Davis, Ian A. Gravagne , Billy J. Jackson , Robert J. Marks II , Alice A. Ramos, J. Math. Anal. Appl. 332 (2007) 1291–1307
  12. Bilateral Laplace Transforms on Time Scales: Convergence, Convolution, and the Characterization of Stationary Stochastic Time Series, John M. Davis, Ian A. Gravagne and Robert J. Marks II
  13. Volterra integral equations on time scales: Basic qualitative and quantitative results with applications to initial value problems on unbounded domains, Tomasia Kulik and Christopher C. Tisdell, 2007
  14. Template:Cite paper