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Obviously, POut is a decreasing function of cost for a xed outage target. Let us rst consider the temperate climate case exempli ed by Toronto. For a 4-W load in order to reduce POut from 0.1 to 0.0001, an increase of investment from 87.5 to 220 is needed. If we consider a location with an abundance of solar insolation such as Phoenix, the cost increases from 36.72 to 88.25 (240%). For an extreme case such as Yellowknife, the investment must increase from 146 to 453.12 (300%). Careful examination of the results shows that the ratios are generally the same. On the other hand, what is not clear is that in order to reduce the outage from 0.001 to 0.0001, only a small increase in resources is needed. This holds for all three cities. In fact, the cost per watt needed to achieve a given outage is almost constant. For the temperate case, Toronto, increasing the cost from 207.32 to 220.45 gives this effect, which represents an increase of only 6%. For Phoenix, one needs a 9% increase; for Yellowknife, 8.5%.

Levels of Adaptation Depend on Abstractions in Data Use Abstractions in Data Usage Presented to user Location-based LAN power up/down as preprogrammed Learned that WLAN is corporate LAN RKO/RDH applied to power-down LAN while commuting; UKO/UDH indicates to rst ask user for permission Level of Cognition GPS location-aware Rule-based locationadaptive Location-aware, useraware autonomous machine learning (AML) enabled cognition

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12.3 PROTOCOL POWER SAVING IN SOLAR-POWERED WLAN MESH NETWORKS From our previous discussion, it is clear that reducing mesh node power consumption can lead to signi cant cost savings. For this reason, SMAPs/SMPs should be designed so that power consumption is as low as possible. Unfortunately, there are limits to what can be achieved without any protocol-based mechanism for access point power saving. Using protocol-based power saving, SMAPs/SMPs could reduce their power consumption signi cantly, and in this case the achievable levels would be constrained only by satisfying user QoS requirements. Unfortunately, the current IEEE 802.11 standard only provides for mobile station power saving. In IEEE 802.11 power saving the stations can be in one of two states: awake and doze. When the station s radio components are fully powered, this is de ned as the awake state. In this state the station is capable of transmitting and receiving frames, as well as listening on the channel. In the doze state, however, the station is free to perform power saving (PS). In this case, the station is operating at reduced functionality and is not able to perform normal radio functions. When a station is in doze mode the AP is responsible for buffering incoming frames for that station. The frames are then transmitted when the station is available in the awake state. A power-saving station listens to the AP beacons; and if the AP is holding frames for a given station, it indicates this in the traf c indication map (TIM), which is transmitted with the AP beacons. The station can then poll the AP (using PS-poll

behalf of the user. Adaptation DHs align scene features with stereotypical behavior <Paths/> so that a QoI-enhancing behavior morphs to the scene, still enhancing QoI. 11.1.2 Perception-Driven Adaptation

(queuing) at any node at any time Traf c Demand Oracle contains information about the present or future traf c demand Based on the assumption of which oracles are available, the authors present corresponding routing algorithms For example, if all the oracles are known, a linear programming is formulated to nd the best route If only the Contacts Summary Oracle is available, Dijkstra with time-invariant edge costs based on average waiting time is used to nd the best route If only the Contact Oracle is available, modi ed Dijkstra with time-varying cost function based on waiting time is used to nd the route All of the algorithms developed (except the zero-knowledge case) in reference 16 are for the deterministic case Assuming that the characteristic pro le is known over an in nite time horizon may not be realistic in ad hoc networks.

Not all awareness translates into action A CWPDA with a GPS system doesn t necessarily do anything as a function of its location The user might like to know the location The PDA might even present location on a map That is not location-adaptive AACR behavior because the PDA itself isn t using the information If the PDA turns on its IEEE 80211 LAN card because it detects that it is within 1 km of the owner s place of business and thus starts looking for the corporate LAN, then the PDA is taking a speci c action based on location Such a preprogrammed behavior would be termed adaptive Powering the LAN card down when there is no hope of connecting to the corporate network both saves power and prevents the PDA s LAN card from being hacked.

So for that time frame, I had a win-to-loss ratio of 25 GINI: What exactly does that mean ME: It s good news, because it means that on average, my winning trades are going to be two and a half times larger than my losing trades GINI: But what if you lose more than half the time.

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