├── .github
└── ISSUE_TEMPLATE
│ ├── feature_request.md
│ └── bug_report.md
├── SECURITY.md
├── Data
├── RUL_FD003.txt
├── RUL_FD001.txt
├── RUL_FD004.txt
├── RUL_FD002.txt
└── Feature Index.rtf
├── README.md
├── CODE_OF_CONDUCT.md
└── LICENSE
/.github/ISSUE_TEMPLATE/feature_request.md:
--------------------------------------------------------------------------------
1 | ---
2 | name: Feature request
3 | about: Suggest an idea for this project
4 | title: ''
5 | labels: ''
6 | assignees: ''
7 |
8 | ---
9 |
10 | **Is your feature request related to a problem? Please describe.**
11 | A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
12 |
13 | **Describe the solution you'd like**
14 | A clear and concise description of what you want to happen.
15 |
16 | **Describe alternatives you've considered**
17 | A clear and concise description of any alternative solutions or features you've considered.
18 |
19 | **Additional context**
20 | Add any other context or screenshots about the feature request here.
21 |
--------------------------------------------------------------------------------
/SECURITY.md:
--------------------------------------------------------------------------------
1 | # Security Policy
2 |
3 | ## Supported Versions
4 |
5 | Use this section to tell people about which versions of your project are
6 | currently being supported with security updates.
7 |
8 | | Version | Supported |
9 | | ------- | ------------------ |
10 | | 5.1.x | :white_check_mark: |
11 | | 5.0.x | :x: |
12 | | 4.0.x | :white_check_mark: |
13 | | < 4.0 | :x: |
14 |
15 | ## Reporting a Vulnerability
16 |
17 | Use this section to tell people how to report a vulnerability.
18 |
19 | Tell them where to go, how often they can expect to get an update on a
20 | reported vulnerability, what to expect if the vulnerability is accepted or
21 | declined, etc.
22 |
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/Data/RUL_FD003.txt:
--------------------------------------------------------------------------------
1 | 44
2 | 51
3 | 27
4 | 120
5 | 101
6 | 99
7 | 71
8 | 55
9 | 55
10 | 66
11 | 77
12 | 115
13 | 115
14 | 31
15 | 108
16 | 56
17 | 136
18 | 132
19 | 85
20 | 56
21 | 18
22 | 119
23 | 78
24 | 9
25 | 58
26 | 11
27 | 88
28 | 144
29 | 124
30 | 89
31 | 79
32 | 55
33 | 71
34 | 65
35 | 87
36 | 137
37 | 145
38 | 22
39 | 8
40 | 41
41 | 131
42 | 115
43 | 128
44 | 69
45 | 111
46 | 7
47 | 137
48 | 55
49 | 135
50 | 11
51 | 78
52 | 120
53 | 87
54 | 87
55 | 55
56 | 93
57 | 88
58 | 40
59 | 49
60 | 128
61 | 129
62 | 58
63 | 117
64 | 28
65 | 115
66 | 87
67 | 92
68 | 103
69 | 100
70 | 63
71 | 35
72 | 45
73 | 99
74 | 117
75 | 45
76 | 27
77 | 86
78 | 20
79 | 18
80 | 133
81 | 15
82 | 6
83 | 145
84 | 104
85 | 56
86 | 25
87 | 68
88 | 144
89 | 41
90 | 51
91 | 81
92 | 14
93 | 67
94 | 10
95 | 127
96 | 113
97 | 123
98 | 17
99 | 8
100 | 28
101 |
--------------------------------------------------------------------------------
/Data/RUL_FD001.txt:
--------------------------------------------------------------------------------
1 | 112
2 | 98
3 | 69
4 | 82
5 | 91
6 | 93
7 | 91
8 | 95
9 | 111
10 | 96
11 | 97
12 | 124
13 | 95
14 | 107
15 | 83
16 | 84
17 | 50
18 | 28
19 | 87
20 | 16
21 | 57
22 | 111
23 | 113
24 | 20
25 | 145
26 | 119
27 | 66
28 | 97
29 | 90
30 | 115
31 | 8
32 | 48
33 | 106
34 | 7
35 | 11
36 | 19
37 | 21
38 | 50
39 | 142
40 | 28
41 | 18
42 | 10
43 | 59
44 | 109
45 | 114
46 | 47
47 | 135
48 | 92
49 | 21
50 | 79
51 | 114
52 | 29
53 | 26
54 | 97
55 | 137
56 | 15
57 | 103
58 | 37
59 | 114
60 | 100
61 | 21
62 | 54
63 | 72
64 | 28
65 | 128
66 | 14
67 | 77
68 | 8
69 | 121
70 | 94
71 | 118
72 | 50
73 | 131
74 | 126
75 | 113
76 | 10
77 | 34
78 | 107
79 | 63
80 | 90
81 | 8
82 | 9
83 | 137
84 | 58
85 | 118
86 | 89
87 | 116
88 | 115
89 | 136
90 | 28
91 | 38
92 | 20
93 | 85
94 | 55
95 | 128
96 | 137
97 | 82
98 | 59
99 | 117
100 | 20
101 |
--------------------------------------------------------------------------------
/.github/ISSUE_TEMPLATE/bug_report.md:
--------------------------------------------------------------------------------
1 | ---
2 | name: Bug report
3 | about: Create a report to help us improve
4 | title: ''
5 | labels: ''
6 | assignees: ''
7 |
8 | ---
9 |
10 | **Describe the bug**
11 | A clear and concise description of what the bug is.
12 |
13 | **To Reproduce**
14 | Steps to reproduce the behavior:
15 | 1. Go to '...'
16 | 2. Click on '....'
17 | 3. Scroll down to '....'
18 | 4. See error
19 |
20 | **Expected behavior**
21 | A clear and concise description of what you expected to happen.
22 |
23 | **Screenshots**
24 | If applicable, add screenshots to help explain your problem.
25 |
26 | **Desktop (please complete the following information):**
27 | - OS: [e.g. iOS]
28 | - Browser [e.g. chrome, safari]
29 | - Version [e.g. 22]
30 |
31 | **Smartphone (please complete the following information):**
32 | - Device: [e.g. iPhone6]
33 | - OS: [e.g. iOS8.1]
34 | - Browser [e.g. stock browser, safari]
35 | - Version [e.g. 22]
36 |
37 | **Additional context**
38 | Add any other context about the problem here.
39 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Evolving Interpretable Fuzzy Rule-Based Systems with Genetic Programming for Predictive Maintenance
2 |
3 | ## Project Overview
4 |
5 | This project implements an evolving interpretable fuzzy rule-based system using genetic programming for predictive maintenance. The system is designed to predict the Remaining Useful Life (RUL) of turbofan engines using sensor data and operational settings.
6 |
7 | ## Dataset
8 |
9 | The project uses the NASA Turbofan Engine Degradation Simulation Dataset, which includes:
10 |
11 | - Training datasets (FD001 - FD004)
12 | - Testing datasets (FD001 - FD004)
13 | - RUL (Remaining Useful Life) values for each dataset
14 |
15 | ## Features
16 |
17 | - Data preprocessing and normalization
18 | - Feature engineering (lag features, window statistics, Fourier transform features)
19 | - PCA and t-SNE visualization
20 | - Fuzzy rule-based system implementation
21 | - Genetic programming for evolving fuzzy rules
22 |
23 | ## Requirements
24 |
25 | - Python 3.x
26 | - NumPy
27 | - Pandas
28 | - Matplotlib
29 | - Seaborn
30 | - Scikit-fuzzy
31 | - Scikit-learn
32 | - SciPy
33 |
34 | ## Installation
35 |
36 | 1. Clone this repository:
37 | git clone https://github.com/fesarikaya/GP-Fuzzy.git
38 |
39 | 2. Install the required packages:
40 | pip install numpy pandas matplotlib seaborn scikit-fuzzy scikit-learn scipy
41 |
42 | ## Usage
43 |
44 | 1. Ensure your data files are in the `Data` directory.
45 | 2. Run the preprocessing script: GP_Fuzzy_Project.ipynb
46 |
47 | ## Project Structure
48 |
49 | - `GP_Fuzzy_Project.ipynb`: Main script containing data preprocessing, feature engineering, and fuzzy system implementation
50 | - `Data/`: Directory containing the dataset files
51 |
52 | ## Methodology
53 |
54 | 1. Data Preprocessing
55 | 2. Feature Engineering
56 | 3. Fuzzy Rule-Based System Implementation
57 | 4. Genetic Programming for Rule Evolution
58 | 5. Model Evaluation
59 |
60 | ## Author
61 |
62 | Ferhat Sarikaya
63 |
--------------------------------------------------------------------------------
/Data/RUL_FD004.txt:
--------------------------------------------------------------------------------
1 | 22
2 | 39
3 | 107
4 | 75
5 | 149
6 | 78
7 | 94
8 | 14
9 | 99
10 | 162
11 | 143
12 | 7
13 | 71
14 | 105
15 | 12
16 | 160
17 | 162
18 | 104
19 | 194
20 | 82
21 | 91
22 | 11
23 | 26
24 | 142
25 | 39
26 | 92
27 | 76
28 | 124
29 | 64
30 | 118
31 | 6
32 | 22
33 | 147
34 | 126
35 | 36
36 | 73
37 | 89
38 | 11
39 | 151
40 | 10
41 | 97
42 | 30
43 | 42
44 | 60
45 | 85
46 | 134
47 | 34
48 | 45
49 | 24
50 | 86
51 | 119
52 | 151
53 | 142
54 | 176
55 | 157
56 | 67
57 | 97
58 | 8
59 | 154
60 | 139
61 | 51
62 | 33
63 | 184
64 | 46
65 | 12
66 | 133
67 | 46
68 | 46
69 | 12
70 | 33
71 | 15
72 | 176
73 | 23
74 | 89
75 | 124
76 | 163
77 | 25
78 | 74
79 | 78
80 | 114
81 | 96
82 | 10
83 | 172
84 | 166
85 | 115
86 | 70
87 | 94
88 | 56
89 | 86
90 | 96
91 | 50
92 | 73
93 | 154
94 | 129
95 | 171
96 | 71
97 | 105
98 | 113
99 | 37
100 | 7
101 | 13
102 | 22
103 | 9
104 | 120
105 | 100
106 | 107
107 | 41
108 | 153
109 | 126
110 | 59
111 | 18
112 | 66
113 | 13
114 | 14
115 | 139
116 | 13
117 | 75
118 | 8
119 | 109
120 | 137
121 | 41
122 | 192
123 | 23
124 | 86
125 | 184
126 | 15
127 | 195
128 | 126
129 | 120
130 | 165
131 | 101
132 | 116
133 | 126
134 | 36
135 | 7
136 | 122
137 | 159
138 | 88
139 | 173
140 | 146
141 | 130
142 | 108
143 | 53
144 | 162
145 | 59
146 | 100
147 | 56
148 | 145
149 | 76
150 | 57
151 | 31
152 | 88
153 | 173
154 | 34
155 | 7
156 | 133
157 | 172
158 | 6
159 | 22
160 | 83
161 | 82
162 | 84
163 | 95
164 | 174
165 | 111
166 | 72
167 | 109
168 | 87
169 | 179
170 | 158
171 | 126
172 | 12
173 | 8
174 | 10
175 | 123
176 | 103
177 | 12
178 | 106
179 | 12
180 | 32
181 | 37
182 | 116
183 | 15
184 | 10
185 | 46
186 | 142
187 | 24
188 | 135
189 | 56
190 | 43
191 | 178
192 | 71
193 | 104
194 | 15
195 | 166
196 | 89
197 | 36
198 | 11
199 | 92
200 | 96
201 | 59
202 | 13
203 | 167
204 | 151
205 | 154
206 | 109
207 | 116
208 | 91
209 | 11
210 | 88
211 | 108
212 | 76
213 | 14
214 | 89
215 | 145
216 | 17
217 | 66
218 | 154
219 | 41
220 | 182
221 | 73
222 | 39
223 | 58
224 | 14
225 | 145
226 | 88
227 | 162
228 | 189
229 | 120
230 | 98
231 | 33
232 | 184
233 | 110
234 | 68
235 | 24
236 | 75
237 | 18
238 | 16
239 | 166
240 | 98
241 | 176
242 | 81
243 | 118
244 | 35
245 | 131
246 | 194
247 | 112
248 | 26
249 |
--------------------------------------------------------------------------------
/Data/RUL_FD002.txt:
--------------------------------------------------------------------------------
1 | 18
2 | 79
3 | 106
4 | 110
5 | 15
6 | 155
7 | 6
8 | 90
9 | 11
10 | 79
11 | 6
12 | 73
13 | 30
14 | 11
15 | 37
16 | 67
17 | 68
18 | 99
19 | 22
20 | 54
21 | 97
22 | 10
23 | 142
24 | 77
25 | 88
26 | 163
27 | 126
28 | 138
29 | 83
30 | 78
31 | 75
32 | 11
33 | 53
34 | 173
35 | 63
36 | 100
37 | 151
38 | 55
39 | 48
40 | 37
41 | 44
42 | 27
43 | 18
44 | 6
45 | 15
46 | 112
47 | 131
48 | 13
49 | 122
50 | 13
51 | 98
52 | 53
53 | 52
54 | 106
55 | 103
56 | 152
57 | 123
58 | 26
59 | 178
60 | 73
61 | 169
62 | 39
63 | 39
64 | 14
65 | 11
66 | 121
67 | 86
68 | 56
69 | 115
70 | 17
71 | 148
72 | 104
73 | 78
74 | 86
75 | 98
76 | 36
77 | 94
78 | 52
79 | 91
80 | 15
81 | 141
82 | 74
83 | 146
84 | 17
85 | 47
86 | 194
87 | 21
88 | 79
89 | 97
90 | 8
91 | 9
92 | 73
93 | 183
94 | 97
95 | 73
96 | 49
97 | 31
98 | 97
99 | 9
100 | 14
101 | 106
102 | 8
103 | 8
104 | 106
105 | 116
106 | 120
107 | 61
108 | 168
109 | 35
110 | 80
111 | 9
112 | 50
113 | 151
114 | 78
115 | 91
116 | 7
117 | 181
118 | 150
119 | 106
120 | 15
121 | 67
122 | 145
123 | 180
124 | 7
125 | 179
126 | 124
127 | 82
128 | 108
129 | 79
130 | 121
131 | 120
132 | 39
133 | 38
134 | 9
135 | 167
136 | 87
137 | 88
138 | 7
139 | 51
140 | 55
141 | 155
142 | 47
143 | 81
144 | 43
145 | 98
146 | 10
147 | 92
148 | 11
149 | 165
150 | 34
151 | 115
152 | 59
153 | 99
154 | 103
155 | 108
156 | 83
157 | 171
158 | 15
159 | 9
160 | 42
161 | 13
162 | 41
163 | 88
164 | 14
165 | 155
166 | 188
167 | 96
168 | 82
169 | 135
170 | 182
171 | 36
172 | 107
173 | 14
174 | 95
175 | 142
176 | 23
177 | 6
178 | 144
179 | 35
180 | 97
181 | 68
182 | 14
183 | 67
184 | 191
185 | 19
186 | 10
187 | 158
188 | 183
189 | 43
190 | 12
191 | 148
192 | 13
193 | 37
194 | 122
195 | 80
196 | 93
197 | 132
198 | 32
199 | 103
200 | 174
201 | 111
202 | 68
203 | 192
204 | 121
205 | 134
206 | 48
207 | 85
208 | 8
209 | 23
210 | 8
211 | 6
212 | 57
213 | 83
214 | 172
215 | 101
216 | 81
217 | 86
218 | 165
219 | 73
220 | 121
221 | 139
222 | 75
223 | 151
224 | 145
225 | 11
226 | 108
227 | 14
228 | 126
229 | 61
230 | 85
231 | 8
232 | 101
233 | 153
234 | 89
235 | 190
236 | 12
237 | 62
238 | 134
239 | 101
240 | 121
241 | 167
242 | 17
243 | 161
244 | 181
245 | 16
246 | 152
247 | 148
248 | 56
249 | 111
250 | 23
251 | 84
252 | 12
253 | 43
254 | 48
255 | 122
256 | 191
257 | 56
258 | 131
259 | 51
260 |
--------------------------------------------------------------------------------
/Data/Feature Index.rtf:
--------------------------------------------------------------------------------
1 | {\rtf1\ansi\ansicpg1252\cocoartf2761
2 | \cocoatextscaling0\cocoaplatform0{\fonttbl\f0\fswiss\fcharset0 Helvetica;}
3 | {\colortbl;\red255\green255\blue255;\red24\green26\blue16;\red46\green49\blue51;}
4 | {\*\expandedcolortbl;;\cssrgb\c12549\c13333\c7843;\cssrgb\c23529\c25098\c26275;}
5 | {\*\listtable{\list\listtemplateid1\listhybrid{\listlevel\levelnfc0\levelnfcn0\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{decimal\}}{\leveltext\leveltemplateid1\'01\'00;}{\levelnumbers\'01;}\fi-360\li720\lin720 }{\listname ;}\listid1}}
6 | {\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}}
7 | \paperw11900\paperh16840\margl1440\margr1440\vieww11520\viewh8400\viewkind0
8 | \deftab720
9 | \pard\pardeftab720\sa160\partightenfactor0
10 |
11 | \f0\fs32 \cf2 \expnd0\expndtw0\kerning0
12 | \outl0\strokewidth0 \strokec2 Where Feature names belongs to:\
13 | \pard\pardeftab720\sa120\partightenfactor0
14 |
15 | \fs28 \cf2 1. Index Names:\
16 | \pard\tx220\tx720\pardeftab720\li720\fi-720\sa80\partightenfactor0
17 | \ls1\ilvl0\cf3 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 1 }\expnd0\expndtw0\kerning0
18 | \outl0\strokewidth0 \strokec3 "engine" : Engine No.\
19 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 2 }\expnd0\expndtw0\kerning0
20 | \outl0\strokewidth0 \strokec3 "cycle" : Time, In Cycles #### 2. Setting Names:\
21 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 3 }\expnd0\expndtw0\kerning0
22 | \outl0\strokewidth0 \strokec3 "setting1" : Operation Setting 1\
23 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 4 }\expnd0\expndtw0\kerning0
24 | \outl0\strokewidth0 \strokec3 "setting2" : Operation Setting 2\
25 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 5 }\expnd0\expndtw0\kerning0
26 | \outl0\strokewidth0 \strokec3 "setting3" : Operation Setting 3 #### 3. Sensor Names:\
27 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 6 }\expnd0\expndtw0\kerning0
28 | \outl0\strokewidth0 \strokec3 "sensor1" : Fan Inlet Temperature (\uc0\u9702 R)\
29 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 7 }\expnd0\expndtw0\kerning0
30 | \outl0\strokewidth0 \strokec3 "sensor2" : LPC Outlet Temperature (\uc0\u9702 R)\
31 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 8 }\expnd0\expndtw0\kerning0
32 | \outl0\strokewidth0 \strokec3 "sensor3" : HPC Outlet Temperature (\uc0\u9702 R)\
33 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 9 }\expnd0\expndtw0\kerning0
34 | \outl0\strokewidth0 \strokec3 "sensor4" : LPT Outlet Temperature (\uc0\u9702 R)\
35 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 10 }\expnd0\expndtw0\kerning0
36 | \outl0\strokewidth0 \strokec3 "sensor5" : Fan Inlet Pressure (psia)\
37 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 11 }\expnd0\expndtw0\kerning0
38 | \outl0\strokewidth0 \strokec3 "sensor6" : Bypass-Duct Pressure (psia)\
39 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 12 }\expnd0\expndtw0\kerning0
40 | \outl0\strokewidth0 \strokec3 "sensor7" : HPC Outlet Pressure (psia)\
41 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 13 }\expnd0\expndtw0\kerning0
42 | \outl0\strokewidth0 \strokec3 "sensor8" : Physical Fan Speed (rpm)\
43 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 14 }\expnd0\expndtw0\kerning0
44 | \outl0\strokewidth0 \strokec3 "sensor9" : Physical Core Speed (rpm)\
45 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 15 }\expnd0\expndtw0\kerning0
46 | \outl0\strokewidth0 \strokec3 "sensor10" : Engine Pressure Ratio(P50/P2)\
47 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 16 }\expnd0\expndtw0\kerning0
48 | \outl0\strokewidth0 \strokec3 "sensor11" : HPC Outlet Static Pressure (psia)\
49 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 17 }\expnd0\expndtw0\kerning0
50 | \outl0\strokewidth0 \strokec3 "sensor12" : Ratio of Fuel Flow to Ps30 (pps/psia)\
51 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 18 }\expnd0\expndtw0\kerning0
52 | \outl0\strokewidth0 \strokec3 "sensor13" : Corrected Fan Speed (rpm)\
53 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 19 }\expnd0\expndtw0\kerning0
54 | \outl0\strokewidth0 \strokec3 "sensor14" : Corrected Core Speed (rpm)\
55 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 20 }\expnd0\expndtw0\kerning0
56 | \outl0\strokewidth0 \strokec3 "sensor15" : Bypass Ratio\
57 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 21 }\expnd0\expndtw0\kerning0
58 | \outl0\strokewidth0 \strokec3 "sensor16" : Burner Fuel-Air Ratio\
59 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 22 }\expnd0\expndtw0\kerning0
60 | \outl0\strokewidth0 \strokec3 "sensor17" : Bleed Enthalpy\
61 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 23 }\expnd0\expndtw0\kerning0
62 | \outl0\strokewidth0 \strokec3 "sensor18" : Required Fan Speed\
63 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 24 }\expnd0\expndtw0\kerning0
64 | \outl0\strokewidth0 \strokec3 "sensor19" : Required Fan Conversion Speed\
65 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 25 }\expnd0\expndtw0\kerning0
66 | \outl0\strokewidth0 \strokec3 "sensor20" : High-Pressure Turbines Cool Air Flow\
67 | \ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext 26 }\expnd0\expndtw0\kerning0
68 | \outl0\strokewidth0 \strokec3 "sensor21" : Low-Pressure Turbines Cool Air Flow\
69 | }
--------------------------------------------------------------------------------
/CODE_OF_CONDUCT.md:
--------------------------------------------------------------------------------
1 | # Contributor Covenant Code of Conduct
2 |
3 | ## Our Pledge
4 |
5 | We as members, contributors, and leaders pledge to make participation in our
6 | community a harassment-free experience for everyone, regardless of age, body
7 | size, visible or invisible disability, ethnicity, sex characteristics, gender
8 | identity and expression, level of experience, education, socio-economic status,
9 | nationality, personal appearance, race, religion, or sexual identity
10 | and orientation.
11 |
12 | We pledge to act and interact in ways that contribute to an open, welcoming,
13 | diverse, inclusive, and healthy community.
14 |
15 | ## Our Standards
16 |
17 | Examples of behavior that contributes to a positive environment for our
18 | community include:
19 |
20 | * Demonstrating empathy and kindness toward other people
21 | * Being respectful of differing opinions, viewpoints, and experiences
22 | * Giving and gracefully accepting constructive feedback
23 | * Accepting responsibility and apologizing to those affected by our mistakes,
24 | and learning from the experience
25 | * Focusing on what is best not just for us as individuals, but for the
26 | overall community
27 |
28 | Examples of unacceptable behavior include:
29 |
30 | * The use of sexualized language or imagery, and sexual attention or
31 | advances of any kind
32 | * Trolling, insulting or derogatory comments, and personal or political attacks
33 | * Public or private harassment
34 | * Publishing others' private information, such as a physical or email
35 | address, without their explicit permission
36 | * Other conduct which could reasonably be considered inappropriate in a
37 | professional setting
38 |
39 | ## Enforcement Responsibilities
40 |
41 | Community leaders are responsible for clarifying and enforcing our standards of
42 | acceptable behavior and will take appropriate and fair corrective action in
43 | response to any behavior that they deem inappropriate, threatening, offensive,
44 | or harmful.
45 |
46 | Community leaders have the right and responsibility to remove, edit, or reject
47 | comments, commits, code, wiki edits, issues, and other contributions that are
48 | not aligned to this Code of Conduct, and will communicate reasons for moderation
49 | decisions when appropriate.
50 |
51 | ## Scope
52 |
53 | This Code of Conduct applies within all community spaces, and also applies when
54 | an individual is officially representing the community in public spaces.
55 | Examples of representing our community include using an official e-mail address,
56 | posting via an official social media account, or acting as an appointed
57 | representative at an online or offline event.
58 |
59 | ## Enforcement
60 |
61 | Instances of abusive, harassing, or otherwise unacceptable behavior may be
62 | reported to the community leaders responsible for enforcement at
63 | email.
64 | All complaints will be reviewed and investigated promptly and fairly.
65 |
66 | All community leaders are obligated to respect the privacy and security of the
67 | reporter of any incident.
68 |
69 | ## Enforcement Guidelines
70 |
71 | Community leaders will follow these Community Impact Guidelines in determining
72 | the consequences for any action they deem in violation of this Code of Conduct:
73 |
74 | ### 1. Correction
75 |
76 | **Community Impact**: Use of inappropriate language or other behavior deemed
77 | unprofessional or unwelcome in the community.
78 |
79 | **Consequence**: A private, written warning from community leaders, providing
80 | clarity around the nature of the violation and an explanation of why the
81 | behavior was inappropriate. A public apology may be requested.
82 |
83 | ### 2. Warning
84 |
85 | **Community Impact**: A violation through a single incident or series
86 | of actions.
87 |
88 | **Consequence**: A warning with consequences for continued behavior. No
89 | interaction with the people involved, including unsolicited interaction with
90 | those enforcing the Code of Conduct, for a specified period of time. This
91 | includes avoiding interactions in community spaces as well as external channels
92 | like social media. Violating these terms may lead to a temporary or
93 | permanent ban.
94 |
95 | ### 3. Temporary Ban
96 |
97 | **Community Impact**: A serious violation of community standards, including
98 | sustained inappropriate behavior.
99 |
100 | **Consequence**: A temporary ban from any sort of interaction or public
101 | communication with the community for a specified period of time. No public or
102 | private interaction with the people involved, including unsolicited interaction
103 | with those enforcing the Code of Conduct, is allowed during this period.
104 | Violating these terms may lead to a permanent ban.
105 |
106 | ### 4. Permanent Ban
107 |
108 | **Community Impact**: Demonstrating a pattern of violation of community
109 | standards, including sustained inappropriate behavior, harassment of an
110 | individual, or aggression toward or disparagement of classes of individuals.
111 |
112 | **Consequence**: A permanent ban from any sort of public interaction within
113 | the community.
114 |
115 | ## Attribution
116 |
117 | This Code of Conduct is adapted from the [Contributor Covenant][homepage],
118 | version 2.0, available at
119 | https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
120 |
121 | Community Impact Guidelines were inspired by [Mozilla's code of conduct
122 | enforcement ladder](https://github.com/mozilla/diversity).
123 |
124 | [homepage]: https://www.contributor-covenant.org
125 |
126 | For answers to common questions about this code of conduct, see the FAQ at
127 | https://www.contributor-covenant.org/faq. Translations are available at
128 | https://www.contributor-covenant.org/translations.
129 |
--------------------------------------------------------------------------------
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507 | license to downstream recipients. "Knowingly relying" means you have
508 | actual knowledge that, but for the patent license, your conveying the
509 | covered work in a country, or your recipient's use of the covered work
510 | in a country, would infringe one or more identifiable patents in that
511 | country that you have reason to believe are valid.
512 |
513 | If, pursuant to or in connection with a single transaction or
514 | arrangement, you convey, or propagate by procuring conveyance of, a
515 | covered work, and grant a patent license to some of the parties
516 | receiving the covered work authorizing them to use, propagate, modify
517 | or convey a specific copy of the covered work, then the patent license
518 | you grant is automatically extended to all recipients of the covered
519 | work and works based on it.
520 |
521 | A patent license is "discriminatory" if it does not include within
522 | the scope of its coverage, prohibits the exercise of, or is
523 | conditioned on the non-exercise of one or more of the rights that are
524 | specifically granted under this License. You may not convey a covered
525 | work if you are a party to an arrangement with a third party that is
526 | in the business of distributing software, under which you make payment
527 | to the third party based on the extent of your activity of conveying
528 | the work, and under which the third party grants, to any of the
529 | parties who would receive the covered work from you, a discriminatory
530 | patent license (a) in connection with copies of the covered work
531 | conveyed by you (or copies made from those copies), or (b) primarily
532 | for and in connection with specific products or compilations that
533 | contain the covered work, unless you entered into that arrangement,
534 | or that patent license was granted, prior to 28 March 2007.
535 |
536 | Nothing in this License shall be construed as excluding or limiting
537 | any implied license or other defenses to infringement that may
538 | otherwise be available to you under applicable patent law.
539 |
540 | 12. No Surrender of Others' Freedom.
541 |
542 | If conditions are imposed on you (whether by court order, agreement or
543 | otherwise) that contradict the conditions of this License, they do not
544 | excuse you from the conditions of this License. If you cannot convey a
545 | covered work so as to satisfy simultaneously your obligations under this
546 | License and any other pertinent obligations, then as a consequence you may
547 | not convey it at all. For example, if you agree to terms that obligate you
548 | to collect a royalty for further conveying from those to whom you convey
549 | the Program, the only way you could satisfy both those terms and this
550 | License would be to refrain entirely from conveying the Program.
551 |
552 | 13. Use with the GNU Affero General Public License.
553 |
554 | Notwithstanding any other provision of this License, you have
555 | permission to link or combine any covered work with a work licensed
556 | under version 3 of the GNU Affero General Public License into a single
557 | combined work, and to convey the resulting work. The terms of this
558 | License will continue to apply to the part which is the covered work,
559 | but the special requirements of the GNU Affero General Public License,
560 | section 13, concerning interaction through a network will apply to the
561 | combination as such.
562 |
563 | 14. Revised Versions of this License.
564 |
565 | The Free Software Foundation may publish revised and/or new versions of
566 | the GNU General Public License from time to time. Such new versions will
567 | be similar in spirit to the present version, but may differ in detail to
568 | address new problems or concerns.
569 |
570 | Each version is given a distinguishing version number. If the
571 | Program specifies that a certain numbered version of the GNU General
572 | Public License "or any later version" applies to it, you have the
573 | option of following the terms and conditions either of that numbered
574 | version or of any later version published by the Free Software
575 | Foundation. If the Program does not specify a version number of the
576 | GNU General Public License, you may choose any version ever published
577 | by the Free Software Foundation.
578 |
579 | If the Program specifies that a proxy can decide which future
580 | versions of the GNU General Public License can be used, that proxy's
581 | public statement of acceptance of a version permanently authorizes you
582 | to choose that version for the Program.
583 |
584 | Later license versions may give you additional or different
585 | permissions. However, no additional obligations are imposed on any
586 | author or copyright holder as a result of your choosing to follow a
587 | later version.
588 |
589 | 15. Disclaimer of Warranty.
590 |
591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
592 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
593 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
594 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
595 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
596 | PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
597 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
598 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
599 |
600 | 16. Limitation of Liability.
601 |
602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
610 | SUCH DAMAGES.
611 |
612 | 17. Interpretation of Sections 15 and 16.
613 |
614 | If the disclaimer of warranty and limitation of liability provided
615 | above cannot be given local legal effect according to their terms,
616 | reviewing courts shall apply local law that most closely approximates
617 | an absolute waiver of all civil liability in connection with the
618 | Program, unless a warranty or assumption of liability accompanies a
619 | copy of the Program in return for a fee.
620 |
621 | END OF TERMS AND CONDITIONS
622 |
623 | How to Apply These Terms to Your New Programs
624 |
625 | If you develop a new program, and you want it to be of the greatest
626 | possible use to the public, the best way to achieve this is to make it
627 | free software which everyone can redistribute and change under these terms.
628 |
629 | To do so, attach the following notices to the program. It is safest
630 | to attach them to the start of each source file to most effectively
631 | state the exclusion of warranty; and each file should have at least
632 | the "copyright" line and a pointer to where the full notice is found.
633 |
634 |
635 | Copyright (C)
636 |
637 | This program is free software: you can redistribute it and/or modify
638 | it under the terms of the GNU General Public License as published by
639 | the Free Software Foundation, either version 3 of the License, or
640 | (at your option) any later version.
641 |
642 | This program is distributed in the hope that it will be useful,
643 | but WITHOUT ANY WARRANTY; without even the implied warranty of
644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
645 | GNU General Public License for more details.
646 |
647 | You should have received a copy of the GNU General Public License
648 | along with this program. If not, see .
649 |
650 | Also add information on how to contact you by electronic and paper mail.
651 |
652 | If the program does terminal interaction, make it output a short
653 | notice like this when it starts in an interactive mode:
654 |
655 | Copyright (C)
656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
657 | This is free software, and you are welcome to redistribute it
658 | under certain conditions; type `show c' for details.
659 |
660 | The hypothetical commands `show w' and `show c' should show the appropriate
661 | parts of the General Public License. Of course, your program's commands
662 | might be different; for a GUI interface, you would use an "about box".
663 |
664 | You should also get your employer (if you work as a programmer) or school,
665 | if any, to sign a "copyright disclaimer" for the program, if necessary.
666 | For more information on this, and how to apply and follow the GNU GPL, see
667 | .
668 |
669 | The GNU General Public License does not permit incorporating your program
670 | into proprietary programs. If your program is a subroutine library, you
671 | may consider it more useful to permit linking proprietary applications with
672 | the library. If this is what you want to do, use the GNU Lesser General
673 | Public License instead of this License. But first, please read
674 | .
675 |
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