title: Radiometric field work and remote sensing using satellite data

authors: Chalmers, Lex

abstract: There has been a marked growth in the number of spacecraft and airborne sensors since 1972, the date of the launching of the first satellite developed to monitor Earth's resources (LANDSAT). As a consequence, geographers interested in remote Sensing in New Zealand have had a widening range of data sources available to them. Geographers first expressed interest in monitoring ground cover using I.ANDSAT series data, but interest in remote sensing data has widened to include work on marine environments, structural geology, urban areas and soil survey. As Curran (1984) indicates, the development and use of thermal and microwave sensors is likely to rapidly extend the uses of remote sensing. In New Zealand, the growth in the number of stored data bases plus the increased sophistication of digital computer analysis (both dominated by the national centre, The Remote Sensing Section. DS1R) is encouraging. However, it is a matter of some concern that there does not seem to be a parallel growth in the radiometric field work required to reconcile sensor data with field information. This note examines some of the reasons which have led to this problem, stresses the importance of radiometric ground truth and describes a method of collecting radiometric data which is in operation at the University of Waikato.

text: Radiometric field work and remote sensing using satellite data There has been a marked growth in the number of spacecraft and airborne sensors since 1972, the date of the launching of the first satellite developed to monitor Earth's resources (LANDSAT). As a consequence, geographers interested in remote Sensing in New Zealand have had a widening range of data sources available to them. Geographers first expressed interest in monitoring ground cover using I.ANDSAT series data, but interest in remote sensing data has widened to include work on marine environments, structural geology, urban areas and soil survey. As Curran (1984) indicates, the development and use of thermal and microwave sensors is likely to rapidly extend the uses of remote sensing. In New Zealand, the growth in the number of stored data bases plus the increased sophistication of digital computer analysis (both dominated by the national centre, The Remote Sensing Section. DS1R) is encouraging. However, it is a matter of some concern that there does not seem to be a parallel growth in the radiometric field work required to reconcile sensor data with field information. This note examines some of the reasons which have led to this problem, stresses the importance of radiometric ground truth and describes a method of collecting radiometric data which is in operation at the University of Waikato.

year: 1985-10

title: Rating the Significance of Detected Network Events

authors: Mungro, Meenakshee

subjects: Data fusion

abstract: Existing anomaly detection systems do not reliably produce accurate severity ratings for detected network events, which results in network operators wasting a large amount of time and effort in investigating false alarms. This project investigates the use of data fusion to combine evidence from multiple anomaly detection methods to produce a consistent and accurate representation of the severity of a network event. Four new detection methods were added to Netevmon, a network anomaly detection framework, and ground truth was collected from a latency training dataset to calculate the set of probabilities required for each of the five data fusion methods chosen for testing. The evaluation was performed against a second test dataset containing manually assigned severity scores for each event and the significance ratings produced by the fusion methods were compared against the assigned severity score to determine the accuracy of each data fusion method.

The results of the evaluation showed that none of the data fusion methods achieved a desirable level of accuracy for practical deployment. However, Dempster-Shafer was the most promising of the fusion methods investigated due to correctly classifying more significant events than the other methods, albeit with a slightly higher false alarm rate. We conclude by suggesting some possible options for improving the accuracy of Dempster-Shafer that could be investigated as part of future work.

text: Rating the Significance of Detected Network Events Existing anomaly detection systems do not reliably produce accurate severity ratings for detected network events, which results in network operators wasting a large amount of time and effort in investigating false alarms. This project investigates the use of data fusion to combine evidence from multiple anomaly detection methods to produce a consistent and accurate representation of the severity of a network event. Four new detection methods were added to Netevmon, a network anomaly detection framework, and ground truth was collected from a latency training dataset to calculate the set of probabilities required for each of the five data fusion methods chosen for testing. The evaluation was performed against a second test dataset containing manually assigned severity scores for each event and the significance ratings produced by the fusion methods were compared against the assigned severity score to determine the accuracy of each data fusion method.

The results of the evaluation showed that none of the data fusion methods achieved a desirable level of accuracy for practical deployment. However, Dempster-Shafer was the most promising of the fusion methods investigated due to correctly classifying more significant events than the other methods, albeit with a slightly higher false alarm rate. We conclude by suggesting some possible options for improving the accuracy of Dempster-Shafer that could be investigated as part of future work.

year: 2014

title: Alice Grey Nicholls, daughter of William, and her husband, Charles John Dearle

authors: Hart, Philip

abstract: Alice Grey Nicholls was the ‘half-caste’ daughter of a Pakeha Maori, William Nicholls. She would marry a Pakeha and have several children, losing her only son but bringing up a family of daughters, who all received a Pakeha education. Having a moko emphasized her Maori heritage, and she was on good terms with many Maori.
Charles John Dearle, a Londoner, after some involvement in gold mining spent most of his life working for the government. At the request of Maori landowners, from 1883 until 1895 he allocated goldfields revenue amongst them, a challenging task. He was also involved in land purchases both on behalf of the government and for personal gain. 
They farmed her land at Mangaiti, near Te Aroha, Alice continuing to farm it profitably after his early death, assisted for a time by her daughters. She purchased more land, and to enable her to sell some portions of it she had it declared European land, an illustration of her astuteness in business; her family obtained a good financial position from her farming and land dealings. When she died, aged 81, her Pakeha friends fondly remembered her.

text: Alice Grey Nicholls, daughter of William, and her husband, Charles John Dearle Alice Grey Nicholls was the ‘half-caste’ daughter of a Pakeha Maori, William Nicholls. She would marry a Pakeha and have several children, losing her only son but bringing up a family of daughters, who all received a Pakeha education. Having a moko emphasized her Maori heritage, and she was on good terms with many Maori.
Charles John Dearle, a Londoner, after some involvement in gold mining spent most of his life working for the government. At the request of Maori landowners, from 1883 until 1895 he allocated goldfields revenue amongst them, a challenging task. He was also involved in land purchases both on behalf of the government and for personal gain. 
They farmed her land at Mangaiti, near Te Aroha, Alice continuing to farm it profitably after his early death, assisted for a time by her daughters. She purchased more land, and to enable her to sell some portions of it she had it declared European land, an illustration of her astuteness in business; her family obtained a good financial position from her farming and land dealings. When she died, aged 81, her Pakeha friends fondly remembered her.

year: 2016