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This mechanism assigns each user a predetermined and xed portion of the wireless physical layer resource and can eliminate the interference among different users With scheduled medium access, each node transmits packets only with the preassigned frequency band or code, or at the preassigned timeslots Thus no collison in the MAC layer can occur Therefore, scheduling can alleviate energy waste and improve network throughput by collision avoidance Moreover, the scheduling algorithm is based on graph theory, and it is easier to analyze its performance and interplay with other layers in the protocol stack than to analyze random-access MAC protocols ElBatt and Ephremides [40] propose a joint scheduling and power control algorithm to maximize the MAC layer throughput while conserving energy.

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Figure 11.8. Multilateration: similar to the trilateration, but more than three references can be used and an overdetermined system is solved. A method to solve this system includes the least squares method.

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The joint design is formulated as a constrained optimization problem, and the objective function is to minimize the total power of the scheduled links, and the performance metric concerned is the throughput of neighboring transmissions in the network The concept of admissible transmission scenario with m links is introduced, which satis es the condition that there exists a set of powers, Pij > 0, such that SINRij > , ij links The algorithm runs in two alternating phases the scheduling phase and power control phase and terminates only when an admissible set of users along with their powers is reached In the scheduling phase, a simple scheduling algorithm coordinates independent users transmissions to eliminate strong levels of interference that cannot overcome by power control.

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Many people, including traders, refer to commodities and futures as one and the same thing. To clarify that point first, the term commodities means an actual physical product such as corn, wheat, soybeans, cattle, gold, coffee, crude oil, cotton, and the like. The term futures refers to the instrument or the contract that is actually traded on these underlying products. Futures contracts have set standards for quantity, quality, financial requirements, and delivery points, if any (many futures contracts have cash-settlement provisions so there is no delivery). As the years have passed, futures contracts have been developed for new commodities such as foreign currencies and a number of financial instruments including interest rate products such as Treasury bonds and notes, stock indexes such as the S&P 500 index and Dow Jones Industrial Average,

solution. When considering n reference points and also the error of the distance estimations, which makes di = di , the system of equations becomes 2 ( x1 )2 + ( y1 )2 = d1 x y . . . 2 ( xn )2 + ( yn )2 = dn x y where is normally considered to be an independent normal random variable with zero mean. This system can be linearized, by subtracting the last equation, into Ax b, or 2 2 2 2 2 2 2(x1 xn ) 2(y1 yn ) x 1 x n + y1 yn + dn d1 x . . . . . . . . . y 2 2 + y2 2 d2 2 2(xn 1 xn ) 2(yn 1 yn ) xn 1 xn n 1 yn n 1 + dn (11.3) This linear system can be easily solved using standard methods like the least squares approach [39, 40]. This can be done by the following parameter estimation: x = (AT A) 1 (AT b) (11.4)

In the second phase, a distributed power control algorithm determines the set of powers that could be used by the scheduled users to satisfy their transmissions, if one exists One distributed power control algorithm used in the cellular system is used as the heuristic solution to the constrained optimization problem The form of the algorithm is as follows: Pi (N + 1) = min Pmax , Pi (N) SINRi (N).

The main idea of this method is to minimize the sum of the squares of the differences between the estimated (e.g., using the RSSI) and the computed distances (using the estimated position). This sum of the differences is known as the residuals, as depicted in Figure 11.7b. In mathematical terms, the computed position is

where Pi is the transmission power of node i, and is the SINR threshold for reliable communications. The bene t of this algorithm is that it reduces the computational overhead significantly and simpli es the structure of power control problem, while still maintaining high performance. However, it requires a centralized controller to do the scheduling task, which is not realistic in wireless ad hoc networks.

(11.5)

and, most recently, an innovative derivative product called single stock futures Unlike equities, where stocks are quoted in dollars per share, different commodities have different contract values and different point values The table of contract specifications for major US futures markets (Table 11) lists the symbols and sizes of various futures contracts For example, the contract size for corn is 5,000 bushels If the value of one bushel is, say, $200, then the overall contract value is $10,000 The full-size S&P 500 index futures contract has a value of $250 times the index If the index is at, say, 1,000, the value of the contract is $250,000, considerably larger than the value of the corn contract Exchanges require a good-faith deposit usually called margin, although it does not have the same meaning as margin in stocks to play the game.

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